semantic

- T038: SessionEvent logger and persistence logic
  - Added SessionEventLogger service with explicit audit event persistence
  - Added SessionEvent model with events relationship on DatasetReviewSession
  - Integrated event logging into orchestrator flows and API mutation endpoints

- T039: Semantic source version propagation
  - Added source_version column to SemanticFieldEntry
  - Added propagate_source_version_update() to SemanticResolver
  - Preserves locked/manual field invariants during propagation

- T040: Batch approval API and UI actions
  - Added batch semantic approval endpoint (/fields/semantic/approve-batch)
  - Added batch mapping approval endpoint (/mappings/approve-batch)
  - Added batch approval actions to SemanticLayerReview and ExecutionMappingReview components
  - Aligned batch semantics with single-item approval contracts

- T041: Superset compatibility matrix tests
  - Added test_superset_matrix.py with preview and SQL Lab fallback coverage
  - Tests verify client method preference and matrix fallback behavior

- T042: RBAC audit sweep on session-mutation endpoints
  - Added _require_owner_mutation_scope() helper
  - Applied owner guards to update_session, delete_session, and all mutation endpoints
  - Ensured no bypass of existing permission checks

- T043: i18n coverage for dataset-review UI
  - Added workspace state labels (empty/importing/review) to en.json and ru.json
  - Added batch action labels for semantics and mappings
  - Fixed workspace state comparison to lowercase strings
  - Removed hardcoded workspace state display strings

Signed-off-by: Implementation Specialist <impl@ss-tools>

.agent/rules/specify-rules.md

@@ -0,0 +1,35 @@
+# ss-tools Development Guidelines
+
+Auto-generated from all feature plans. Last updated: 2026-02-25
+
+## Knowledge Graph (GRACE)
+**CRITICAL**: This project uses a GRACE Knowledge Graph for context. Always load the root map first:
+- **Root Map**: `.ai/ROOT.md` -> `[DEF:Project_Knowledge_Map:Root]`
+- **Project Map**: `.ai/PROJECT_MAP.md` -> `[DEF:Project_Map]`
+- **Standards**: Read `.ai/standards/` for architecture and style rules.
+
+## Active Technologies
+
+- (022-sync-id-cross-filters)
+
+## Project Structure
+
+```text
+src/
+tests/
+```
+
+## Commands
+
+# Add commands for 
+
+## Code Style
+
+: Follow standard conventions
+
+## Recent Changes
+
+- 022-sync-id-cross-filters: Added
+
+<!-- MANUAL ADDITIONS START -->
+<!-- MANUAL ADDITIONS END -->

.agent/workflows/audit-test.md

@@ -0,0 +1,103 @@
+---
+description: Audit AI-generated unit tests. Your goal is to aggressively search for "Test Tautologies", "Logic Echoing", and "Contract Negligence". You are the final gatekeeper. If a test is meaningless, you MUST reject it.
+---
+
+**ROLE:** Elite Quality Assurance Architect and Red Teamer.
+**OBJECTIVE:** Audit AI-generated unit tests. Your goal is to aggressively search for "Test Tautologies", "Logic Echoing", and "Contract Negligence". You are the final gatekeeper. If a test is meaningless, you MUST reject it.
+
+**INPUT:**
+1. SOURCE CODE (with GRACE-Poly `[DEF]` Contract: `@PRE`, `@POST`, `@TEST_CONTRACT`, `@TEST_FIXTURE`, `@TEST_EDGE`, `@TEST_INVARIANT`).
+2. GENERATED TEST CODE.
+
+### I. CRITICAL ANTI-PATTERNS (REJECT IMMEDIATELY IF FOUND):
+
+1. **The Tautology (Self-Fulfilling Prophecy):**
+   - *Definition:* The test asserts hardcoded values against hardcoded values without executing the core business logic, or mocks the actual function being tested.
+   - *Example of Failure:* `assert 2 + 2 == 4` or mocking the class under test so that it returns exactly what the test asserts.
+
+2. **The Logic Mirror (Echoing):**
+   - *Definition:* The test re-implements the exact same algorithmic logic found in the source code to calculate the `expected_result`. If the original logic is flawed, the test will falsely pass.
+   - *Rule:* Tests must assert against **static, predefined outcomes** (from `@TEST_FIXTURE`, `@TEST_EDGE`, `@TEST_INVARIANT` or explicit constants), NOT dynamically calculated outcomes using the same logic as the source.
+
+3. **The "Happy Path" Illusion:**
+   - *Definition:* The test suite only checks successful executions but ignores the `@PRE` conditions (Negative Testing).
+   - *Rule:* Every `@PRE` tag in the source contract MUST have a corresponding test that deliberately violates it and asserts the correct Exception/Error state.
+
+4. **Missing Post-Condition Verification:**
+   - *Definition:* The test calls the function but only checks the return value, ignoring `@SIDE_EFFECT` or `@POST` state changes (e.g., failing to verify that a DB call was made or a Store was updated).
+
+5. **Missing Edge Case Coverage:**
+   - *Definition:* The test suite ignores `@TEST_EDGE` scenarios defined in the contract.
+   - *Rule:* Every `@TEST_EDGE` in the source contract MUST have a corresponding test case.
+
+6. **Missing Invariant Verification:**
+   - *Definition:* The test suite does not verify `@TEST_INVARIANT` conditions.
+   - *Rule:* Every `@TEST_INVARIANT` MUST be verified by at least one test that attempts to break it.
+
+7. **Missing UX State Testing (Svelte Components):**
+   - *Definition:* For Svelte components with `@UX_STATE`, the test suite does not verify state transitions.
+   - *Rule:* Every `@UX_STATE` transition MUST have a test verifying the visual/behavioral change.
+   - *Check:* `@UX_FEEDBACK` mechanisms (toast, shake, color) must be tested.
+   - *Check:* `@UX_RECOVERY` mechanisms (retry, clear input) must be tested.
+
+### II. SEMANTIC PROTOCOL COMPLIANCE
+
+Verify the test file follows GRACE-Poly semantics:
+
+1. **Anchor Integrity:**
+   - Test file MUST start with `[DEF:__tests__/test_name:Module]`
+   - Test file MUST end with `[/DEF:__tests__/test_name:Module]`
+
+2. **Required Tags:**
+   - `@RELATION: VERIFIES -> <path_to_source>` must be present
+   - `@PURPOSE:` must describe what is being tested
+
+3. **TIER Alignment:**
+   - If source is `@TIER: CRITICAL`, test MUST cover all `@TEST_CONTRACT`, `@TEST_FIXTURE`, `@TEST_EDGE`, `@TEST_INVARIANT`
+   - If source is `@TIER: STANDARD`, test MUST cover `@PRE` and `@POST`
+   - If source is `@TIER: TRIVIAL`, basic smoke test is acceptable
+
+### III. AUDIT CHECKLIST
+
+Evaluate the test code against these criteria:
+1. **Target Invocation:** Does the test actually import and call the function/component declared in the `@RELATION: VERIFIES` tag?
+2. **Contract Alignment:** Does the test suite cover 100% of the `@PRE` (negative tests) and `@POST` (assertions) conditions from the source contract?
+3. **Test Contract Compliance:** Does the test follow the interface defined in `@TEST_CONTRACT`?
+4. **Data Usage:** Does the test use the exact scenarios defined in `@TEST_FIXTURE`?
+5. **Edge Coverage:** Are all `@TEST_EDGE` scenarios tested?
+6. **Invariant Coverage:** Are all `@TEST_INVARIANT` conditions verified?
+7. **UX Coverage (if applicable):** Are all `@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY` tested?
+8. **Mocking Sanity:** Are external dependencies mocked correctly WITHOUT mocking the system under test itself?
+9. **Semantic Anchor:** Does the test file have proper `[DEF]` and `[/DEF]` anchors?
+
+### IV. OUTPUT FORMAT
+
+You MUST respond strictly in the following JSON format. Do not add markdown blocks outside the JSON.
+
+{
+  "verdict": "APPROVED" | "REJECTED",
+  "rejection_reason": "TAUTOLOGY" | "LOGIC_MIRROR" | "WEAK_CONTRACT_COVERAGE" | "OVER_MOCKED" | "MISSING_EDGES" | "MISSING_INVARIANTS" | "MISSING_UX_TESTS" | "SEMANTIC_VIOLATION" | "NONE",
+  "audit_details": {
+    "target_invoked": true/false,
+    "pre_conditions_tested": true/false,
+    "post_conditions_tested": true/false,
+    "test_fixture_used": true/false,
+    "edges_covered": true/false,
+    "invariants_verified": true/false,
+    "ux_states_tested": true/false,
+    "semantic_anchors_present": true/false
+  },
+  "coverage_summary": {
+    "total_edges": number,
+    "edges_tested": number,
+    "total_invariants": number,
+    "invariants_tested": number,
+    "total_ux_states": number,
+    "ux_states_tested": number
+  },
+  "tier_compliance": {
+    "source_tier": "CRITICAL" | "STANDARD" | "TRIVIAL",
+    "meets_tier_requirements": true/false
+  },
+  "feedback": "Strict, actionable feedback for the test generator agent. Explain exactly which anti-pattern was detected and how to fix it."
+}

.agent/workflows/read_semantic.md

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+---
+description: USE SEMANTIC
+---
+Прочитай .ai/standards/semantics.md. ОБЯЗАТЕЛЬНО используй его при разработке

.agent/workflows/semantic.md

@@ -0,0 +1,10 @@
+---
+description: semantic
+---
+
+      You are Semantic Agent responsible for maintaining the semantic integrity of the codebase. Your primary goal is to ensure that all code entities (Modules, Classes, Functions, Components) are properly annotated with semantic anchors and tags as defined in `.ai/standards/semantics.md`.
+      Your core responsibilities are: 1.  **Semantic Mapping**: You run and maintain the `generate_semantic_map.py` script to generate up-to-date semantic maps (`semantics/semantic_map.json`, `.ai/PROJECT_MAP.md`) and compliance reports (`semantics/reports/*.md`). 2.  **Compliance Auditing**: You analyze the generated compliance reports to identify files with low semantic coverage or parsing errors. 3.  **Semantic Enrichment**: You actively edit code files to add missing semantic anchors (`[DEF:...]`, `[/DEF:...]`) and mandatory tags (`@PURPOSE`, `@LAYER`, etc.) to improve the global compliance score. 4.  **Protocol Enforcement**: You strictly adhere to the syntax and rules defined in `.ai/standards/semantics.md` when modifying code.
+      You have access to the full codebase and tools to read, write, and execute scripts. You should prioritize fixing "Critical Parsing Errors" (unclosed anchors) before addressing missing metadata.
+    whenToUse: Use this mode when you need to update the project's semantic map, fix semantic compliance issues (missing anchors/tags/DbC ), or analyze the codebase structure. This mode is specialized for maintaining the `.ai/standards/semantics.md` standards.
+    description: Codebase semantic mapping and compliance expert
+    customInstructions: Always check `semantics/reports/` for the latest compliance status before starting work. When fixing a file, try to fix all semantic issues in that file at once. After making a batch of fixes, run `python3 generate_semantic_map.py` to verify improvements.

.agent/workflows/speckit.analyze.md

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+---
+description: Perform a non-destructive cross-artifact consistency and quality analysis across spec.md, plan.md, and tasks.md after task generation.
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Goal
+
+Identify inconsistencies, duplications, ambiguities, and underspecified items across the three core artifacts (`spec.md`, `plan.md`, `tasks.md`) before implementation. This command MUST run only after `/speckit.tasks` has successfully produced a complete `tasks.md`.
+
+## Operating Constraints
+
+**STRICTLY READ-ONLY**: Do **not** modify any files. Output a structured analysis report. Offer an optional remediation plan (user must explicitly approve before any follow-up editing commands would be invoked manually).
+
+**Constitution Authority**: The project constitution (`.ai/standards/constitution.md`) is **non-negotiable** within this analysis scope. Constitution conflicts are automatically CRITICAL and require adjustment of the spec, plan, or tasks—not dilution, reinterpretation, or silent ignoring of the principle. If a principle itself needs to change, that must occur in a separate, explicit constitution update outside `/speckit.analyze`.
+
+## Execution Steps
+
+### 1. Initialize Analysis Context
+
+Run `.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --include-tasks` once from repo root and parse JSON for FEATURE_DIR and AVAILABLE_DOCS. Derive absolute paths:
+
+- SPEC = FEATURE_DIR/spec.md
+- PLAN = FEATURE_DIR/plan.md
+- TASKS = FEATURE_DIR/tasks.md
+
+Abort with an error message if any required file is missing (instruct the user to run missing prerequisite command).
+For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+### 2. Load Artifacts (Progressive Disclosure)
+
+Load only the minimal necessary context from each artifact:
+
+**From spec.md:**
+
+- Overview/Context
+- Functional Requirements
+- Non-Functional Requirements
+- User Stories
+- Edge Cases (if present)
+
+**From plan.md:**
+
+- Architecture/stack choices
+- Data Model references
+- Phases
+- Technical constraints
+
+**From tasks.md:**
+
+- Task IDs
+- Descriptions
+- Phase grouping
+- Parallel markers [P]
+- Referenced file paths
+
+**From constitution:**
+
+- Load `.ai/standards/constitution.md` for principle validation
+    - Load `.ai/standards/semantics.md` for technical standard validation
+
+### 3. Build Semantic Models
+
+Create internal representations (do not include raw artifacts in output):
+
+- **Requirements inventory**: Each functional + non-functional requirement with a stable key (derive slug based on imperative phrase; e.g., "User can upload file" → `user-can-upload-file`)
+- **User story/action inventory**: Discrete user actions with acceptance criteria
+- **Task coverage mapping**: Map each task to one or more requirements or stories (inference by keyword / explicit reference patterns like IDs or key phrases)
+- **Constitution rule set**: Extract principle names and MUST/SHOULD normative statements
+
+### 4. Detection Passes (Token-Efficient Analysis)
+
+Focus on high-signal findings. Limit to 50 findings total; aggregate remainder in overflow summary.
+
+#### A. Duplication Detection
+
+- Identify near-duplicate requirements
+- Mark lower-quality phrasing for consolidation
+
+#### B. Ambiguity Detection
+
+- Flag vague adjectives (fast, scalable, secure, intuitive, robust) lacking measurable criteria
+- Flag unresolved placeholders (TODO, TKTK, ???, `<placeholder>`, etc.)
+
+#### C. Underspecification
+
+- Requirements with verbs but missing object or measurable outcome
+- User stories missing acceptance criteria alignment
+- Tasks referencing files or components not defined in spec/plan
+
+#### D. Constitution Alignment
+
+- Any requirement or plan element conflicting with a MUST principle
+- Missing mandated sections or quality gates from constitution
+
+#### E. Coverage Gaps
+
+- Requirements with zero associated tasks
+- Tasks with no mapped requirement/story
+- Non-functional requirements not reflected in tasks (e.g., performance, security)
+
+#### F. Inconsistency
+
+- Terminology drift (same concept named differently across files)
+- Data entities referenced in plan but absent in spec (or vice versa)
+- Task ordering contradictions (e.g., integration tasks before foundational setup tasks without dependency note)
+- Conflicting requirements (e.g., one requires Next.js while other specifies Vue)
+
+### 5. Severity Assignment
+
+Use this heuristic to prioritize findings:
+
+- **CRITICAL**: Violates constitution MUST, missing core spec artifact, or requirement with zero coverage that blocks baseline functionality
+- **HIGH**: Duplicate or conflicting requirement, ambiguous security/performance attribute, untestable acceptance criterion
+- **MEDIUM**: Terminology drift, missing non-functional task coverage, underspecified edge case
+- **LOW**: Style/wording improvements, minor redundancy not affecting execution order
+
+### 6. Produce Compact Analysis Report
+
+Output a Markdown report (no file writes) with the following structure:
+
+## Specification Analysis Report
+
+| ID | Category | Severity | Location(s) | Summary | Recommendation |
+|----|----------|----------|-------------|---------|----------------|
+| A1 | Duplication | HIGH | spec.md:L120-134 | Two similar requirements ... | Merge phrasing; keep clearer version |
+
+(Add one row per finding; generate stable IDs prefixed by category initial.)
+
+**Coverage Summary Table:**
+
+| Requirement Key | Has Task? | Task IDs | Notes |
+|-----------------|-----------|----------|-------|
+
+**Constitution Alignment Issues:** (if any)
+
+**Unmapped Tasks:** (if any)
+
+**Metrics:**
+
+- Total Requirements
+- Total Tasks
+- Coverage % (requirements with >=1 task)
+- Ambiguity Count
+- Duplication Count
+- Critical Issues Count
+
+### 7. Provide Next Actions
+
+At end of report, output a concise Next Actions block:
+
+- If CRITICAL issues exist: Recommend resolving before `/speckit.implement`
+- If only LOW/MEDIUM: User may proceed, but provide improvement suggestions
+- Provide explicit command suggestions: e.g., "Run /speckit.specify with refinement", "Run /speckit.plan to adjust architecture", "Manually edit tasks.md to add coverage for 'performance-metrics'"
+
+### 8. Offer Remediation
+
+Ask the user: "Would you like me to suggest concrete remediation edits for the top N issues?" (Do NOT apply them automatically.)
+
+## Operating Principles
+
+### Context Efficiency
+
+- **Minimal high-signal tokens**: Focus on actionable findings, not exhaustive documentation
+- **Progressive disclosure**: Load artifacts incrementally; don't dump all content into analysis
+- **Token-efficient output**: Limit findings table to 50 rows; summarize overflow
+- **Deterministic results**: Rerunning without changes should produce consistent IDs and counts
+
+### Analysis Guidelines
+
+- **NEVER modify files** (this is read-only analysis)
+- **NEVER hallucinate missing sections** (if absent, report them accurately)
+- **Prioritize constitution violations** (these are always CRITICAL)
+- **Use examples over exhaustive rules** (cite specific instances, not generic patterns)
+- **Report zero issues gracefully** (emit success report with coverage statistics)
+
+## Context
+
+$ARGUMENTS

.agent/workflows/speckit.checklist.md

@@ -0,0 +1,294 @@
+---
+description: Generate a custom checklist for the current feature based on user requirements.
+---
+
+## Checklist Purpose: "Unit Tests for English"
+
+**CRITICAL CONCEPT**: Checklists are **UNIT TESTS FOR REQUIREMENTS WRITING** - they validate the quality, clarity, and completeness of requirements in a given domain.
+
+**NOT for verification/testing**:
+
+- ❌ NOT "Verify the button clicks correctly"
+- ❌ NOT "Test error handling works"
+- ❌ NOT "Confirm the API returns 200"
+- ❌ NOT checking if code/implementation matches the spec
+
+**FOR requirements quality validation**:
+
+- ✅ "Are visual hierarchy requirements defined for all card types?" (completeness)
+- ✅ "Is 'prominent display' quantified with specific sizing/positioning?" (clarity)
+- ✅ "Are hover state requirements consistent across all interactive elements?" (consistency)
+- ✅ "Are accessibility requirements defined for keyboard navigation?" (coverage)
+- ✅ "Does the spec define what happens when logo image fails to load?" (edge cases)
+
+**Metaphor**: If your spec is code written in English, the checklist is its unit test suite. You're testing whether the requirements are well-written, complete, unambiguous, and ready for implementation - NOT whether the implementation works.
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Execution Steps
+
+1. **Setup**: Run `.specify/scripts/bash/check-prerequisites.sh --json` from repo root and parse JSON for FEATURE_DIR and AVAILABLE_DOCS list.
+   - All file paths must be absolute.
+   - For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+2. **Clarify intent (dynamic)**: Derive up to THREE initial contextual clarifying questions (no pre-baked catalog). They MUST:
+   - Be generated from the user's phrasing + extracted signals from spec/plan/tasks
+   - Only ask about information that materially changes checklist content
+   - Be skipped individually if already unambiguous in `$ARGUMENTS`
+   - Prefer precision over breadth
+
+   Generation algorithm:
+   1. Extract signals: feature domain keywords (e.g., auth, latency, UX, API), risk indicators ("critical", "must", "compliance"), stakeholder hints ("QA", "review", "security team"), and explicit deliverables ("a11y", "rollback", "contracts").
+   2. Cluster signals into candidate focus areas (max 4) ranked by relevance.
+   3. Identify probable audience & timing (author, reviewer, QA, release) if not explicit.
+   4. Detect missing dimensions: scope breadth, depth/rigor, risk emphasis, exclusion boundaries, measurable acceptance criteria.
+   5. Formulate questions chosen from these archetypes:
+      - Scope refinement (e.g., "Should this include integration touchpoints with X and Y or stay limited to local module correctness?")
+      - Risk prioritization (e.g., "Which of these potential risk areas should receive mandatory gating checks?")
+      - Depth calibration (e.g., "Is this a lightweight pre-commit sanity list or a formal release gate?")
+      - Audience framing (e.g., "Will this be used by the author only or peers during PR review?")
+      - Boundary exclusion (e.g., "Should we explicitly exclude performance tuning items this round?")
+      - Scenario class gap (e.g., "No recovery flows detected—are rollback / partial failure paths in scope?")
+
+   Question formatting rules:
+   - If presenting options, generate a compact table with columns: Option | Candidate | Why It Matters
+   - Limit to A–E options maximum; omit table if a free-form answer is clearer
+   - Never ask the user to restate what they already said
+   - Avoid speculative categories (no hallucination). If uncertain, ask explicitly: "Confirm whether X belongs in scope."
+
+   Defaults when interaction impossible:
+   - Depth: Standard
+   - Audience: Reviewer (PR) if code-related; Author otherwise
+   - Focus: Top 2 relevance clusters
+
+   Output the questions (label Q1/Q2/Q3). After answers: if ≥2 scenario classes (Alternate / Exception / Recovery / Non-Functional domain) remain unclear, you MAY ask up to TWO more targeted follow‑ups (Q4/Q5) with a one-line justification each (e.g., "Unresolved recovery path risk"). Do not exceed five total questions. Skip escalation if user explicitly declines more.
+
+3. **Understand user request**: Combine `$ARGUMENTS` + clarifying answers:
+   - Derive checklist theme (e.g., security, review, deploy, ux)
+   - Consolidate explicit must-have items mentioned by user
+   - Map focus selections to category scaffolding
+   - Infer any missing context from spec/plan/tasks (do NOT hallucinate)
+
+4. **Load feature context**: Read from FEATURE_DIR:
+   - spec.md: Feature requirements and scope
+   - plan.md (if exists): Technical details, dependencies
+   - tasks.md (if exists): Implementation tasks
+
+   **Context Loading Strategy**:
+   - Load only necessary portions relevant to active focus areas (avoid full-file dumping)
+   - Prefer summarizing long sections into concise scenario/requirement bullets
+   - Use progressive disclosure: add follow-on retrieval only if gaps detected
+   - If source docs are large, generate interim summary items instead of embedding raw text
+
+5. **Generate checklist** - Create "Unit Tests for Requirements":
+   - Create `FEATURE_DIR/checklists/` directory if it doesn't exist
+   - Generate unique checklist filename:
+     - Use short, descriptive name based on domain (e.g., `ux.md`, `api.md`, `security.md`)
+     - Format: `[domain].md`
+     - If file exists, append to existing file
+   - Number items sequentially starting from CHK001
+   - Each `/speckit.checklist` run creates a NEW file (never overwrites existing checklists)
+
+   **CORE PRINCIPLE - Test the Requirements, Not the Implementation**:
+   Every checklist item MUST evaluate the REQUIREMENTS THEMSELVES for:
+   - **Completeness**: Are all necessary requirements present?
+   - **Clarity**: Are requirements unambiguous and specific?
+   - **Consistency**: Do requirements align with each other?
+   - **Measurability**: Can requirements be objectively verified?
+   - **Coverage**: Are all scenarios/edge cases addressed?
+
+   **Category Structure** - Group items by requirement quality dimensions:
+   - **Requirement Completeness** (Are all necessary requirements documented?)
+   - **Requirement Clarity** (Are requirements specific and unambiguous?)
+   - **Requirement Consistency** (Do requirements align without conflicts?)
+   - **Acceptance Criteria Quality** (Are success criteria measurable?)
+   - **Scenario Coverage** (Are all flows/cases addressed?)
+   - **Edge Case Coverage** (Are boundary conditions defined?)
+   - **Non-Functional Requirements** (Performance, Security, Accessibility, etc. - are they specified?)
+   - **Dependencies & Assumptions** (Are they documented and validated?)
+   - **Ambiguities & Conflicts** (What needs clarification?)
+
+   **HOW TO WRITE CHECKLIST ITEMS - "Unit Tests for English"**:
+
+   ❌ **WRONG** (Testing implementation):
+   - "Verify landing page displays 3 episode cards"
+   - "Test hover states work on desktop"
+   - "Confirm logo click navigates home"
+
+   ✅ **CORRECT** (Testing requirements quality):
+   - "Are the exact number and layout of featured episodes specified?" [Completeness]
+   - "Is 'prominent display' quantified with specific sizing/positioning?" [Clarity]
+   - "Are hover state requirements consistent across all interactive elements?" [Consistency]
+   - "Are keyboard navigation requirements defined for all interactive UI?" [Coverage]
+   - "Is the fallback behavior specified when logo image fails to load?" [Edge Cases]
+   - "Are loading states defined for asynchronous episode data?" [Completeness]
+   - "Does the spec define visual hierarchy for competing UI elements?" [Clarity]
+
+   **ITEM STRUCTURE**:
+   Each item should follow this pattern:
+   - Question format asking about requirement quality
+   - Focus on what's WRITTEN (or not written) in the spec/plan
+   - Include quality dimension in brackets [Completeness/Clarity/Consistency/etc.]
+   - Reference spec section `[Spec §X.Y]` when checking existing requirements
+   - Use `[Gap]` marker when checking for missing requirements
+
+   **EXAMPLES BY QUALITY DIMENSION**:
+
+   Completeness:
+   - "Are error handling requirements defined for all API failure modes? [Gap]"
+   - "Are accessibility requirements specified for all interactive elements? [Completeness]"
+   - "Are mobile breakpoint requirements defined for responsive layouts? [Gap]"
+
+   Clarity:
+   - "Is 'fast loading' quantified with specific timing thresholds? [Clarity, Spec §NFR-2]"
+   - "Are 'related episodes' selection criteria explicitly defined? [Clarity, Spec §FR-5]"
+   - "Is 'prominent' defined with measurable visual properties? [Ambiguity, Spec §FR-4]"
+
+   Consistency:
+   - "Do navigation requirements align across all pages? [Consistency, Spec §FR-10]"
+   - "Are card component requirements consistent between landing and detail pages? [Consistency]"
+
+   Coverage:
+   - "Are requirements defined for zero-state scenarios (no episodes)? [Coverage, Edge Case]"
+   - "Are concurrent user interaction scenarios addressed? [Coverage, Gap]"
+   - "Are requirements specified for partial data loading failures? [Coverage, Exception Flow]"
+
+   Measurability:
+   - "Are visual hierarchy requirements measurable/testable? [Acceptance Criteria, Spec §FR-1]"
+   - "Can 'balanced visual weight' be objectively verified? [Measurability, Spec §FR-2]"
+
+   **Scenario Classification & Coverage** (Requirements Quality Focus):
+   - Check if requirements exist for: Primary, Alternate, Exception/Error, Recovery, Non-Functional scenarios
+   - For each scenario class, ask: "Are [scenario type] requirements complete, clear, and consistent?"
+   - If scenario class missing: "Are [scenario type] requirements intentionally excluded or missing? [Gap]"
+   - Include resilience/rollback when state mutation occurs: "Are rollback requirements defined for migration failures? [Gap]"
+
+   **Traceability Requirements**:
+   - MINIMUM: ≥80% of items MUST include at least one traceability reference
+   - Each item should reference: spec section `[Spec §X.Y]`, or use markers: `[Gap]`, `[Ambiguity]`, `[Conflict]`, `[Assumption]`
+   - If no ID system exists: "Is a requirement & acceptance criteria ID scheme established? [Traceability]"
+
+   **Surface & Resolve Issues** (Requirements Quality Problems):
+   Ask questions about the requirements themselves:
+   - Ambiguities: "Is the term 'fast' quantified with specific metrics? [Ambiguity, Spec §NFR-1]"
+   - Conflicts: "Do navigation requirements conflict between §FR-10 and §FR-10a? [Conflict]"
+   - Assumptions: "Is the assumption of 'always available podcast API' validated? [Assumption]"
+   - Dependencies: "Are external podcast API requirements documented? [Dependency, Gap]"
+   - Missing definitions: "Is 'visual hierarchy' defined with measurable criteria? [Gap]"
+
+   **Content Consolidation**:
+   - Soft cap: If raw candidate items > 40, prioritize by risk/impact
+   - Merge near-duplicates checking the same requirement aspect
+   - If >5 low-impact edge cases, create one item: "Are edge cases X, Y, Z addressed in requirements? [Coverage]"
+
+   **🚫 ABSOLUTELY PROHIBITED** - These make it an implementation test, not a requirements test:
+   - ❌ Any item starting with "Verify", "Test", "Confirm", "Check" + implementation behavior
+   - ❌ References to code execution, user actions, system behavior
+   - ❌ "Displays correctly", "works properly", "functions as expected"
+   - ❌ "Click", "navigate", "render", "load", "execute"
+   - ❌ Test cases, test plans, QA procedures
+   - ❌ Implementation details (frameworks, APIs, algorithms)
+
+   **✅ REQUIRED PATTERNS** - These test requirements quality:
+   - ✅ "Are [requirement type] defined/specified/documented for [scenario]?"
+   - ✅ "Is [vague term] quantified/clarified with specific criteria?"
+   - ✅ "Are requirements consistent between [section A] and [section B]?"
+   - ✅ "Can [requirement] be objectively measured/verified?"
+   - ✅ "Are [edge cases/scenarios] addressed in requirements?"
+   - ✅ "Does the spec define [missing aspect]?"
+
+6. **Structure Reference**: Generate the checklist following the canonical template in `.specify/templates/checklist-template.md` for title, meta section, category headings, and ID formatting. If template is unavailable, use: H1 title, purpose/created meta lines, `##` category sections containing `- [ ] CHK### <requirement item>` lines with globally incrementing IDs starting at CHK001.
+
+7. **Report**: Output full path to created checklist, item count, and remind user that each run creates a new file. Summarize:
+   - Focus areas selected
+   - Depth level
+   - Actor/timing
+   - Any explicit user-specified must-have items incorporated
+
+**Important**: Each `/speckit.checklist` command invocation creates a checklist file using short, descriptive names unless file already exists. This allows:
+
+- Multiple checklists of different types (e.g., `ux.md`, `test.md`, `security.md`)
+- Simple, memorable filenames that indicate checklist purpose
+- Easy identification and navigation in the `checklists/` folder
+
+To avoid clutter, use descriptive types and clean up obsolete checklists when done.
+
+## Example Checklist Types & Sample Items
+
+**UX Requirements Quality:** `ux.md`
+
+Sample items (testing the requirements, NOT the implementation):
+
+- "Are visual hierarchy requirements defined with measurable criteria? [Clarity, Spec §FR-1]"
+- "Is the number and positioning of UI elements explicitly specified? [Completeness, Spec §FR-1]"
+- "Are interaction state requirements (hover, focus, active) consistently defined? [Consistency]"
+- "Are accessibility requirements specified for all interactive elements? [Coverage, Gap]"
+- "Is fallback behavior defined when images fail to load? [Edge Case, Gap]"
+- "Can 'prominent display' be objectively measured? [Measurability, Spec §FR-4]"
+
+**API Requirements Quality:** `api.md`
+
+Sample items:
+
+- "Are error response formats specified for all failure scenarios? [Completeness]"
+- "Are rate limiting requirements quantified with specific thresholds? [Clarity]"
+- "Are authentication requirements consistent across all endpoints? [Consistency]"
+- "Are retry/timeout requirements defined for external dependencies? [Coverage, Gap]"
+- "Is versioning strategy documented in requirements? [Gap]"
+
+**Performance Requirements Quality:** `performance.md`
+
+Sample items:
+
+- "Are performance requirements quantified with specific metrics? [Clarity]"
+- "Are performance targets defined for all critical user journeys? [Coverage]"
+- "Are performance requirements under different load conditions specified? [Completeness]"
+- "Can performance requirements be objectively measured? [Measurability]"
+- "Are degradation requirements defined for high-load scenarios? [Edge Case, Gap]"
+
+**Security Requirements Quality:** `security.md`
+
+Sample items:
+
+- "Are authentication requirements specified for all protected resources? [Coverage]"
+- "Are data protection requirements defined for sensitive information? [Completeness]"
+- "Is the threat model documented and requirements aligned to it? [Traceability]"
+- "Are security requirements consistent with compliance obligations? [Consistency]"
+- "Are security failure/breach response requirements defined? [Gap, Exception Flow]"
+
+## Anti-Examples: What NOT To Do
+
+**❌ WRONG - These test implementation, not requirements:**
+
+```markdown
+- [ ] CHK001 - Verify landing page displays 3 episode cards [Spec §FR-001]
+- [ ] CHK002 - Test hover states work correctly on desktop [Spec §FR-003]
+- [ ] CHK003 - Confirm logo click navigates to home page [Spec §FR-010]
+- [ ] CHK004 - Check that related episodes section shows 3-5 items [Spec §FR-005]
+```
+
+**✅ CORRECT - These test requirements quality:**
+
+```markdown
+- [ ] CHK001 - Are the number and layout of featured episodes explicitly specified? [Completeness, Spec §FR-001]
+- [ ] CHK002 - Are hover state requirements consistently defined for all interactive elements? [Consistency, Spec §FR-003]
+- [ ] CHK003 - Are navigation requirements clear for all clickable brand elements? [Clarity, Spec §FR-010]
+- [ ] CHK004 - Is the selection criteria for related episodes documented? [Gap, Spec §FR-005]
+- [ ] CHK005 - Are loading state requirements defined for asynchronous episode data? [Gap]
+- [ ] CHK006 - Can "visual hierarchy" requirements be objectively measured? [Measurability, Spec §FR-001]
+```
+
+**Key Differences:**
+
+- Wrong: Tests if the system works correctly
+- Correct: Tests if the requirements are written correctly
+- Wrong: Verification of behavior
+- Correct: Validation of requirement quality
+- Wrong: "Does it do X?"
+- Correct: "Is X clearly specified?"

.agent/workflows/speckit.clarify.md

@@ -0,0 +1,181 @@
+---
+description: Identify underspecified areas in the current feature spec by asking up to 5 highly targeted clarification questions and encoding answers back into the spec.
+handoffs: 
+  - label: Build Technical Plan
+    agent: speckit.plan
+    prompt: Create a plan for the spec. I am building with...
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+Goal: Detect and reduce ambiguity or missing decision points in the active feature specification and record the clarifications directly in the spec file.
+
+Note: This clarification workflow is expected to run (and be completed) BEFORE invoking `/speckit.plan`. If the user explicitly states they are skipping clarification (e.g., exploratory spike), you may proceed, but must warn that downstream rework risk increases.
+
+Execution steps:
+
+1. Run `.specify/scripts/bash/check-prerequisites.sh --json --paths-only` from repo root **once** (combined `--json --paths-only` mode / `-Json -PathsOnly`). Parse minimal JSON payload fields:
+   - `FEATURE_DIR`
+   - `FEATURE_SPEC`
+   - (Optionally capture `IMPL_PLAN`, `TASKS` for future chained flows.)
+   - If JSON parsing fails, abort and instruct user to re-run `/speckit.specify` or verify feature branch environment.
+   - For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+2. Load the current spec file. Perform a structured ambiguity & coverage scan using this taxonomy. For each category, mark status: Clear / Partial / Missing. Produce an internal coverage map used for prioritization (do not output raw map unless no questions will be asked).
+
+   Functional Scope & Behavior:
+   - Core user goals & success criteria
+   - Explicit out-of-scope declarations
+   - User roles / personas differentiation
+
+   Domain & Data Model:
+   - Entities, attributes, relationships
+   - Identity & uniqueness rules
+   - Lifecycle/state transitions
+   - Data volume / scale assumptions
+
+   Interaction & UX Flow:
+   - Critical user journeys / sequences
+   - Error/empty/loading states
+   - Accessibility or localization notes
+
+   Non-Functional Quality Attributes:
+   - Performance (latency, throughput targets)
+   - Scalability (horizontal/vertical, limits)
+   - Reliability & availability (uptime, recovery expectations)
+   - Observability (logging, metrics, tracing signals)
+   - Security & privacy (authN/Z, data protection, threat assumptions)
+   - Compliance / regulatory constraints (if any)
+
+   Integration & External Dependencies:
+   - External services/APIs and failure modes
+   - Data import/export formats
+   - Protocol/versioning assumptions
+
+   Edge Cases & Failure Handling:
+   - Negative scenarios
+   - Rate limiting / throttling
+   - Conflict resolution (e.g., concurrent edits)
+
+   Constraints & Tradeoffs:
+   - Technical constraints (language, storage, hosting)
+   - Explicit tradeoffs or rejected alternatives
+
+   Terminology & Consistency:
+   - Canonical glossary terms
+   - Avoided synonyms / deprecated terms
+
+   Completion Signals:
+   - Acceptance criteria testability
+   - Measurable Definition of Done style indicators
+
+   Misc / Placeholders:
+   - TODO markers / unresolved decisions
+   - Ambiguous adjectives ("robust", "intuitive") lacking quantification
+
+   For each category with Partial or Missing status, add a candidate question opportunity unless:
+   - Clarification would not materially change implementation or validation strategy
+   - Information is better deferred to planning phase (note internally)
+
+3. Generate (internally) a prioritized queue of candidate clarification questions (maximum 5). Do NOT output them all at once. Apply these constraints:
+    - Maximum of 10 total questions across the whole session.
+    - Each question must be answerable with EITHER:
+       - A short multiple‑choice selection (2–5 distinct, mutually exclusive options), OR
+       - A one-word / short‑phrase answer (explicitly constrain: "Answer in <=5 words").
+    - Only include questions whose answers materially impact architecture, data modeling, task decomposition, test design, UX behavior, operational readiness, or compliance validation.
+    - Ensure category coverage balance: attempt to cover the highest impact unresolved categories first; avoid asking two low-impact questions when a single high-impact area (e.g., security posture) is unresolved.
+    - Exclude questions already answered, trivial stylistic preferences, or plan-level execution details (unless blocking correctness).
+    - Favor clarifications that reduce downstream rework risk or prevent misaligned acceptance tests.
+    - If more than 5 categories remain unresolved, select the top 5 by (Impact * Uncertainty) heuristic.
+
+4. Sequential questioning loop (interactive):
+    - Present EXACTLY ONE question at a time.
+    - For multiple‑choice questions:
+       - **Analyze all options** and determine the **most suitable option** based on:
+          - Best practices for the project type
+          - Common patterns in similar implementations
+          - Risk reduction (security, performance, maintainability)
+          - Alignment with any explicit project goals or constraints visible in the spec
+       - Present your **recommended option prominently** at the top with clear reasoning (1-2 sentences explaining why this is the best choice).
+       - Format as: `**Recommended:** Option [X] - <reasoning>`
+       - Then render all options as a Markdown table:
+
+       | Option | Description |
+       |--------|-------------|
+       | A | <Option A description> |
+       | B | <Option B description> |
+       | C | <Option C description> (add D/E as needed up to 5) |
+       | Short | Provide a different short answer (<=5 words) (Include only if free-form alternative is appropriate) |
+
+       - After the table, add: `You can reply with the option letter (e.g., "A"), accept the recommendation by saying "yes" or "recommended", or provide your own short answer.`
+    - For short‑answer style (no meaningful discrete options):
+       - Provide your **suggested answer** based on best practices and context.
+       - Format as: `**Suggested:** <your proposed answer> - <brief reasoning>`
+       - Then output: `Format: Short answer (<=5 words). You can accept the suggestion by saying "yes" or "suggested", or provide your own answer.`
+    - After the user answers:
+       - If the user replies with "yes", "recommended", or "suggested", use your previously stated recommendation/suggestion as the answer.
+       - Otherwise, validate the answer maps to one option or fits the <=5 word constraint.
+       - If ambiguous, ask for a quick disambiguation (count still belongs to same question; do not advance).
+       - Once satisfactory, record it in working memory (do not yet write to disk) and move to the next queued question.
+    - Stop asking further questions when:
+       - All critical ambiguities resolved early (remaining queued items become unnecessary), OR
+       - User signals completion ("done", "good", "no more"), OR
+       - You reach 5 asked questions.
+    - Never reveal future queued questions in advance.
+    - If no valid questions exist at start, immediately report no critical ambiguities.
+
+5. Integration after EACH accepted answer (incremental update approach):
+    - Maintain in-memory representation of the spec (loaded once at start) plus the raw file contents.
+    - For the first integrated answer in this session:
+       - Ensure a `## Clarifications` section exists (create it just after the highest-level contextual/overview section per the spec template if missing).
+       - Under it, create (if not present) a `### Session YYYY-MM-DD` subheading for today.
+    - Append a bullet line immediately after acceptance: `- Q: <question> → A: <final answer>`.
+    - Then immediately apply the clarification to the most appropriate section(s):
+       - Functional ambiguity → Update or add a bullet in Functional Requirements.
+       - User interaction / actor distinction → Update User Stories or Actors subsection (if present) with clarified role, constraint, or scenario.
+       - Data shape / entities → Update Data Model (add fields, types, relationships) preserving ordering; note added constraints succinctly.
+       - Non-functional constraint → Add/modify measurable criteria in Non-Functional / Quality Attributes section (convert vague adjective to metric or explicit target).
+       - Edge case / negative flow → Add a new bullet under Edge Cases / Error Handling (or create such subsection if template provides placeholder for it).
+       - Terminology conflict → Normalize term across spec; retain original only if necessary by adding `(formerly referred to as "X")` once.
+    - If the clarification invalidates an earlier ambiguous statement, replace that statement instead of duplicating; leave no obsolete contradictory text.
+    - Save the spec file AFTER each integration to minimize risk of context loss (atomic overwrite).
+    - Preserve formatting: do not reorder unrelated sections; keep heading hierarchy intact.
+    - Keep each inserted clarification minimal and testable (avoid narrative drift).
+
+6. Validation (performed after EACH write plus final pass):
+   - Clarifications session contains exactly one bullet per accepted answer (no duplicates).
+   - Total asked (accepted) questions ≤ 5.
+   - Updated sections contain no lingering vague placeholders the new answer was meant to resolve.
+   - No contradictory earlier statement remains (scan for now-invalid alternative choices removed).
+   - Markdown structure valid; only allowed new headings: `## Clarifications`, `### Session YYYY-MM-DD`.
+   - Terminology consistency: same canonical term used across all updated sections.
+
+7. Write the updated spec back to `FEATURE_SPEC`.
+
+8. Report completion (after questioning loop ends or early termination):
+   - Number of questions asked & answered.
+   - Path to updated spec.
+   - Sections touched (list names).
+   - Coverage summary table listing each taxonomy category with Status: Resolved (was Partial/Missing and addressed), Deferred (exceeds question quota or better suited for planning), Clear (already sufficient), Outstanding (still Partial/Missing but low impact).
+   - If any Outstanding or Deferred remain, recommend whether to proceed to `/speckit.plan` or run `/speckit.clarify` again later post-plan.
+   - Suggested next command.
+
+Behavior rules:
+
+- If no meaningful ambiguities found (or all potential questions would be low-impact), respond: "No critical ambiguities detected worth formal clarification." and suggest proceeding.
+- If spec file missing, instruct user to run `/speckit.specify` first (do not create a new spec here).
+- Never exceed 5 total asked questions (clarification retries for a single question do not count as new questions).
+- Avoid speculative tech stack questions unless the absence blocks functional clarity.
+- Respect user early termination signals ("stop", "done", "proceed").
+- If no questions asked due to full coverage, output a compact coverage summary (all categories Clear) then suggest advancing.
+- If quota reached with unresolved high-impact categories remaining, explicitly flag them under Deferred with rationale.
+
+Context for prioritization: $ARGUMENTS

.agent/workflows/speckit.constitution.md

@@ -0,0 +1,84 @@
+---
+description: Create or update the project constitution from interactive or provided principle inputs, ensuring all dependent templates stay in sync.
+handoffs: 
+  - label: Build Specification
+    agent: speckit.specify
+    prompt: Implement the feature specification based on the updated constitution. I want to build...
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+You are updating the project constitution at `.ai/standards/constitution.md`. This file is a TEMPLATE containing placeholder tokens in square brackets (e.g. `[PROJECT_NAME]`, `[PRINCIPLE_1_NAME]`). Your job is to (a) collect/derive concrete values, (b) fill the template precisely, and (c) propagate any amendments across dependent artifacts.
+
+**Note**: If `.ai/standards/constitution.md` does not exist yet, it should have been initialized from `.specify/templates/constitution-template.md` during project setup. If it's missing, copy the template first.
+
+Follow this execution flow:
+
+1. Load the existing constitution at `.ai/standards/constitution.md`.
+   - Identify every placeholder token of the form `[ALL_CAPS_IDENTIFIER]`.
+   **IMPORTANT**: The user might require less or more principles than the ones used in the template. If a number is specified, respect that - follow the general template. You will update the doc accordingly.
+
+2. Collect/derive values for placeholders:
+   - If user input (conversation) supplies a value, use it.
+   - Otherwise infer from existing repo context (README, docs, prior constitution versions if embedded).
+   - For governance dates: `RATIFICATION_DATE` is the original adoption date (if unknown ask or mark TODO), `LAST_AMENDED_DATE` is today if changes are made, otherwise keep previous.
+   - `CONSTITUTION_VERSION` must increment according to semantic versioning rules:
+     - MAJOR: Backward incompatible governance/principle removals or redefinitions.
+     - MINOR: New principle/section added or materially expanded guidance.
+     - PATCH: Clarifications, wording, typo fixes, non-semantic refinements.
+   - If version bump type ambiguous, propose reasoning before finalizing.
+
+3. Draft the updated constitution content:
+   - Replace every placeholder with concrete text (no bracketed tokens left except intentionally retained template slots that the project has chosen not to define yet—explicitly justify any left).
+   - Preserve heading hierarchy and comments can be removed once replaced unless they still add clarifying guidance.
+   - Ensure each Principle section: succinct name line, paragraph (or bullet list) capturing non‑negotiable rules, explicit rationale if not obvious.
+   - Ensure Governance section lists amendment procedure, versioning policy, and compliance review expectations.
+
+4. Consistency propagation checklist (convert prior checklist into active validations):
+   - Read `.specify/templates/plan-template.md` and ensure any "Constitution Check" or rules align with updated principles.
+   - Read `.specify/templates/spec-template.md` for scope/requirements alignment—update if constitution adds/removes mandatory sections or constraints.
+   - Read `.specify/templates/tasks-template.md` and ensure task categorization reflects new or removed principle-driven task types (e.g., observability, versioning, testing discipline).
+   - Read each command file in `.specify/templates/commands/*.md` (including this one) to verify no outdated references (agent-specific names like CLAUDE only) remain when generic guidance is required.
+   - Read any runtime guidance docs (e.g., `README.md`, `docs/quickstart.md`, or agent-specific guidance files if present). Update references to principles changed.
+
+5. Produce a Sync Impact Report (prepend as an HTML comment at top of the constitution file after update):
+   - Version change: old → new
+   - List of modified principles (old title → new title if renamed)
+   - Added sections
+   - Removed sections
+   - Templates requiring updates (✅ updated / ⚠ pending) with file paths
+   - Follow-up TODOs if any placeholders intentionally deferred.
+
+6. Validation before final output:
+   - No remaining unexplained bracket tokens.
+   - Version line matches report.
+   - Dates ISO format YYYY-MM-DD.
+   - Principles are declarative, testable, and free of vague language ("should" → replace with MUST/SHOULD rationale where appropriate).
+
+7. Write the completed constitution back to `.ai/standards/constitution.md` (overwrite).
+
+8. Output a final summary to the user with:
+   - New version and bump rationale.
+   - Any files flagged for manual follow-up.
+   - Suggested commit message (e.g., `docs: amend constitution to vX.Y.Z (principle additions + governance update)`).
+
+Formatting & Style Requirements:
+
+- Use Markdown headings exactly as in the template (do not demote/promote levels).
+- Wrap long rationale lines to keep readability (<100 chars ideally) but do not hard enforce with awkward breaks.
+- Keep a single blank line between sections.
+- Avoid trailing whitespace.
+
+If the user supplies partial updates (e.g., only one principle revision), still perform validation and version decision steps.
+
+If critical info missing (e.g., ratification date truly unknown), insert `TODO(<FIELD_NAME>): explanation` and include in the Sync Impact Report under deferred items.
+
+Do not create a new template; always operate on the existing `.ai/standards/constitution.md` file.

.agent/workflows/speckit.fix.md

@@ -0,0 +1,199 @@
+---
+
+description: Fix failing tests and implementation issues based on test reports
+
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Goal
+
+Analyze test failure reports, identify root causes, and fix implementation issues while preserving semantic protocol compliance.
+
+## Operating Constraints
+
+1. **USE CODER MODE**: Always switch to `coder` mode for code fixes
+2. **SEMANTIC PROTOCOL**: Never remove semantic annotations ([DEF], @TAGS). Only update code logic.
+3. **TEST DATA**: If tests use @TEST_ fixtures, preserve them when fixing
+4. **NO DELETION**: Never delete existing tests or semantic annotations
+5. **REPORT FIRST**: Always write a fix report before making changes
+
+## Execution Steps
+
+### 1. Load Test Report
+
+**Required**: Test report file path (e.g., `specs/<feature>/tests/reports/2026-02-19-report.md`)
+
+**Parse the report for**:
+- Failed test cases
+- Error messages
+- Stack traces
+- Expected vs actual behavior
+- Affected modules/files
+
+### 2. Analyze Root Causes
+
+For each failed test:
+
+1. **Read the test file** to understand what it's testing
+2. **Read the implementation file** to find the bug
+3. **Check semantic protocol compliance**:
+   - Does the implementation have correct [DEF] anchors?
+   - Are @TAGS (@PRE, @POST, @UX_STATE, etc.) present?
+   - Does the code match the TIER requirements?
+4. **Identify the fix**:
+   - Logic error in implementation
+   - Missing error handling
+   - Incorrect API usage
+   - State management issue
+
+### 3. Write Fix Report
+
+Create a structured fix report:
+
+```markdown
+# Fix Report: [FEATURE]
+
+**Date**: [YYYY-MM-DD]
+**Report**: [Test Report Path]
+**Fixer**: Coder Agent
+
+## Summary
+
+- Total Failed Tests: [X]
+- Total Fixed: [X]
+- Total Skipped: [X]
+
+## Failed Tests Analysis
+
+### Test: [Test Name]
+
+**File**: `path/to/test.py`
+**Error**: [Error message]
+
+**Root Cause**: [Explanation of why test failed]
+
+**Fix Required**: [Description of fix]
+
+**Status**: [Pending/In Progress/Completed]
+
+## Fixes Applied
+
+### Fix 1: [Description]
+
+**Affected File**: `path/to/file.py`
+**Test Affected**: `[Test Name]`
+
+**Changes**:
+```diff
+<<<<<<< SEARCH
+[Original Code]
+=======
+[Fixed Code]
+>>>>>>> REPLACE
+```
+
+**Verification**: [How to verify fix works]
+
+**Semantic Integrity**: [Confirmed annotations preserved]
+
+## Next Steps
+
+- [ ] Run tests to verify fix: `cd backend && .venv/bin/python3 -m pytest`
+- [ ] Check for related failing tests
+- [ ] Update test documentation if needed
+```
+
+### 4. Apply Fixes (in Coder Mode)
+
+Switch to `coder` mode and apply fixes:
+
+1. **Read the implementation file** to get exact content
+2. **Apply the fix** using apply_diff
+3. **Preserve all semantic annotations**:
+   - Keep [DEF:...] and [/DEF:...] anchors
+   - Keep all @TAGS (@PURPOSE, @LAYER, @TIER, @RELATION, @PRE, @POST, @UX_STATE, @UX_FEEDBACK, @UX_RECOVERY)
+4. **Only update code logic** to fix the bug
+5. **Run tests** to verify the fix
+
+### 5. Verification
+
+After applying fixes:
+
+1. **Run tests**:
+   ```bash
+   cd backend && .venv/bin/python3 -m pytest -v
+   ```
+   or
+   ```bash
+   cd frontend && npm run test
+   ```
+
+2. **Check test results**:
+   - Failed tests should now pass
+   - No new tests should fail
+   - Coverage should not decrease
+
+3. **Update fix report** with results:
+   - Mark fixes as completed
+   - Add verification steps
+   - Note any remaining issues
+
+## Output
+
+Generate final fix report:
+
+```markdown
+# Fix Report: [FEATURE] - COMPLETED
+
+**Date**: [YYYY-MM-DD]
+**Report**: [Test Report Path]
+**Fixer**: Coder Agent
+
+## Summary
+
+- Total Failed Tests: [X]
+- Total Fixed: [X] ✅
+- Total Skipped: [X]
+
+## Fixes Applied
+
+### Fix 1: [Description] ✅
+
+**Affected File**: `path/to/file.py`
+**Test Affected**: `[Test Name]`
+
+**Changes**: [Summary of changes]
+
+**Verification**: All tests pass ✅
+
+**Semantic Integrity**: Preserved ✅
+
+## Test Results
+
+```
+[Full test output showing all passing tests]
+```
+
+## Recommendations
+
+- [ ] Monitor for similar issues
+- [ ] Update documentation if needed
+- [ ] Consider adding more tests for edge cases
+
+## Related Files
+
+- Test Report: [path]
+- Implementation: [path]
+- Test File: [path]
+```
+
+## Context for Fixing
+
+$ARGUMENTS

.agent/workflows/speckit.implement.md

@@ -0,0 +1,150 @@
+---
+description: Execute the implementation plan by processing and executing all tasks defined in tasks.md
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+1. Run `.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --include-tasks` from repo root and parse FEATURE_DIR and AVAILABLE_DOCS list. All paths must be absolute. For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+2. **Check checklists status** (if FEATURE_DIR/checklists/ exists):
+   - Scan all checklist files in the checklists/ directory
+   - For each checklist, count:
+     - Total items: All lines matching `- [ ]` or `- [X]` or `- [x]`
+     - Completed items: Lines matching `- [X]` or `- [x]`
+     - Incomplete items: Lines matching `- [ ]`
+   - Create a status table:
+
+     ```text
+     | Checklist | Total | Completed | Incomplete | Status |
+     |-----------|-------|-----------|------------|--------|
+     | ux.md     | 12    | 12        | 0          | ✓ PASS |
+     | test.md   | 8     | 5         | 3          | ✗ FAIL |
+     | security.md | 6   | 6         | 0          | ✓ PASS |
+     ```
+
+   - Calculate overall status:
+     - **PASS**: All checklists have 0 incomplete items
+     - **FAIL**: One or more checklists have incomplete items
+
+   - **If any checklist is incomplete**:
+     - Display the table with incomplete item counts
+     - **STOP** and ask: "Some checklists are incomplete. Do you want to proceed with implementation anyway? (yes/no)"
+     - Wait for user response before continuing
+     - If user says "no" or "wait" or "stop", halt execution
+     - If user says "yes" or "proceed" or "continue", proceed to step 3
+
+   - **If all checklists are complete**:
+     - Display the table showing all checklists passed
+     - Automatically proceed to step 3
+
+3. Load and analyze the implementation context:
+   - **REQUIRED**: Read tasks.md for the complete task list and execution plan
+   - **REQUIRED**: Read plan.md for tech stack, architecture, and file structure
+   - **IF EXISTS**: Read data-model.md for entities and relationships
+   - **IF EXISTS**: Read contracts/ for API specifications and test requirements
+   - **IF EXISTS**: Read research.md for technical decisions and constraints
+   - **IF EXISTS**: Read quickstart.md for integration scenarios
+
+3. Load and analyze the implementation context:
+    - **REQUIRED**: Read `.ai/standards/semantics.md` for strict coding standards and contract requirements
+    - **REQUIRED**: Read tasks.md for the complete task list and execution plan
+    - **REQUIRED**: Read plan.md for tech stack, architecture, and file structure
+    - **IF EXISTS**: Read data-model.md for entities and relationships
+    - **IF EXISTS**: Read contracts/ for API specifications and test requirements
+    - **IF EXISTS**: Read research.md for technical decisions and constraints
+    - **IF EXISTS**: Read quickstart.md for integration scenarios
+
+4. **Project Setup Verification**:
+   - **REQUIRED**: Create/verify ignore files based on actual project setup:
+
+   **Detection & Creation Logic**:
+   - Check if the following command succeeds to determine if the repository is a git repo (create/verify .gitignore if so):
+
+     ```sh
+     git rev-parse --git-dir 2>/dev/null
+     ```
+
+   - Check if Dockerfile* exists or Docker in plan.md → create/verify .dockerignore
+   - Check if .eslintrc* exists → create/verify .eslintignore
+   - Check if eslint.config.* exists → ensure the config's `ignores` entries cover required patterns
+   - Check if .prettierrc* exists → create/verify .prettierignore
+   - Check if .npmrc or package.json exists → create/verify .npmignore (if publishing)
+   - Check if terraform files (*.tf) exist → create/verify .terraformignore
+   - Check if .helmignore needed (helm charts present) → create/verify .helmignore
+
+   **If ignore file already exists**: Verify it contains essential patterns, append missing critical patterns only
+   **If ignore file missing**: Create with full pattern set for detected technology
+
+   **Common Patterns by Technology** (from plan.md tech stack):
+   - **Node.js/JavaScript/TypeScript**: `node_modules/`, `dist/`, `build/`, `*.log`, `.env*`
+   - **Python**: `__pycache__/`, `*.pyc`, `.venv/`, `venv/`, `dist/`, `*.egg-info/`
+   - **Java**: `target/`, `*.class`, `*.jar`, `.gradle/`, `build/`
+   - **C#/.NET**: `bin/`, `obj/`, `*.user`, `*.suo`, `packages/`
+   - **Go**: `*.exe`, `*.test`, `vendor/`, `*.out`
+   - **Ruby**: `.bundle/`, `log/`, `tmp/`, `*.gem`, `vendor/bundle/`
+   - **PHP**: `vendor/`, `*.log`, `*.cache`, `*.env`
+   - **Rust**: `target/`, `debug/`, `release/`, `*.rs.bk`, `*.rlib`, `*.prof*`, `.idea/`, `*.log`, `.env*`
+   - **Kotlin**: `build/`, `out/`, `.gradle/`, `.idea/`, `*.class`, `*.jar`, `*.iml`, `*.log`, `.env*`
+   - **C++**: `build/`, `bin/`, `obj/`, `out/`, `*.o`, `*.so`, `*.a`, `*.exe`, `*.dll`, `.idea/`, `*.log`, `.env*`
+   - **C**: `build/`, `bin/`, `obj/`, `out/`, `*.o`, `*.a`, `*.so`, `*.exe`, `Makefile`, `config.log`, `.idea/`, `*.log`, `.env*`
+   - **Swift**: `.build/`, `DerivedData/`, `*.swiftpm/`, `Packages/`
+   - **R**: `.Rproj.user/`, `.Rhistory`, `.RData`, `.Ruserdata`, `*.Rproj`, `packrat/`, `renv/`
+   - **Universal**: `.DS_Store`, `Thumbs.db`, `*.tmp`, `*.swp`, `.vscode/`, `.idea/`
+
+   **Tool-Specific Patterns**:
+   - **Docker**: `node_modules/`, `.git/`, `Dockerfile*`, `.dockerignore`, `*.log*`, `.env*`, `coverage/`
+   - **ESLint**: `node_modules/`, `dist/`, `build/`, `coverage/`, `*.min.js`
+   - **Prettier**: `node_modules/`, `dist/`, `build/`, `coverage/`, `package-lock.json`, `yarn.lock`, `pnpm-lock.yaml`
+   - **Terraform**: `.terraform/`, `*.tfstate*`, `*.tfvars`, `.terraform.lock.hcl`
+   - **Kubernetes/k8s**: `*.secret.yaml`, `secrets/`, `.kube/`, `kubeconfig*`, `*.key`, `*.crt`
+
+5. Parse tasks.md structure and extract:
+   - **Task phases**: Setup, Tests, Core, Integration, Polish
+   - **Task dependencies**: Sequential vs parallel execution rules
+   - **Task details**: ID, description, file paths, parallel markers [P]
+   - **Execution flow**: Order and dependency requirements
+
+6. Execute implementation following the task plan:
+   - **Phase-by-phase execution**: Complete each phase before moving to the next
+   - **Respect dependencies**: Run sequential tasks in order, parallel tasks [P] can run together  
+   - **Follow TDD approach**: Execute test tasks before their corresponding implementation tasks
+   - **File-based coordination**: Tasks affecting the same files must run sequentially
+   - **Validation checkpoints**: Verify each phase completion before proceeding
+
+7. Implementation execution rules:
+    - **Strict Adherence**: Apply `.ai/standards/semantics.md` rules:
+      - Every file MUST start with a `[DEF:id:Type]` header and end with a closing `[/DEF:id:Type]` anchor.
+      - Include `@TIER` and define contracts (`@PRE`, `@POST`).
+      - For Svelte components, use `@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY`, and explicitly declare reactivity with `@UX_REATIVITY: State: $state, Derived: $derived`.
+      - **Molecular Topology Logging**: Use prefixes `[EXPLORE]`, `[REASON]`, `[REFLECT]` in logs to trace logic.
+    - **CRITICAL Contracts**: If a task description contains a contract summary (e.g., `CRITICAL: PRE: ..., POST: ...`), these constraints are **MANDATORY** and must be strictly implemented in the code using guards/assertions (if applicable per protocol).
+    - **Setup first**: Initialize project structure, dependencies, configuration
+   - **Tests before code**: If you need to write tests for contracts, entities, and integration scenarios
+   - **Core development**: Implement models, services, CLI commands, endpoints
+   - **Integration work**: Database connections, middleware, logging, external services
+   - **Polish and validation**: Unit tests, performance optimization, documentation
+
+8. Progress tracking and error handling:
+   - Report progress after each completed task
+   - Halt execution if any non-parallel task fails
+   - For parallel tasks [P], continue with successful tasks, report failed ones
+   - Provide clear error messages with context for debugging
+   - Suggest next steps if implementation cannot proceed
+   - **IMPORTANT** For completed tasks, make sure to mark the task off as [X] in the tasks file.
+
+9. Completion validation:
+   - Verify all required tasks are completed
+   - Check that implemented features match the original specification
+   - Validate that tests pass and coverage meets requirements
+   - Confirm the implementation follows the technical plan
+   - Report final status with summary of completed work
+
+Note: This command assumes a complete task breakdown exists in tasks.md. If tasks are incomplete or missing, suggest running `/speckit.tasks` first to regenerate the task list.

.agent/workflows/speckit.plan.md

@@ -0,0 +1,104 @@
+---
+description: Execute the implementation planning workflow using the plan template to generate design artifacts.
+handoffs: 
+  - label: Create Tasks
+    agent: speckit.tasks
+    prompt: Break the plan into tasks
+    send: true
+  - label: Create Checklist
+    agent: speckit.checklist
+    prompt: Create a checklist for the following domain...
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+1. **Setup**: Run `.specify/scripts/bash/setup-plan.sh --json` from repo root and parse JSON for FEATURE_SPEC, IMPL_PLAN, SPECS_DIR, BRANCH. For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+2. **Load context**: Read `.ai/ROOT.md` and `.ai/PROJECT_MAP.md` to understand the project structure and navigation. Then read required standards: `.ai/standards/constitution.md` and `.ai/standards/semantics.md`. Load IMPL_PLAN template.
+
+3. **Execute plan workflow**: Follow the structure in IMPL_PLAN template to:
+   - Fill Technical Context (mark unknowns as "NEEDS CLARIFICATION")
+   - Fill Constitution Check section from constitution
+   - Evaluate gates (ERROR if violations unjustified)
+   - Phase 0: Generate research.md (resolve all NEEDS CLARIFICATION)
+   - Phase 1: Generate data-model.md, contracts/, quickstart.md
+   - Phase 1: Update agent context by running the agent script
+   - Re-evaluate Constitution Check post-design
+
+4. **Stop and report**: Command ends after Phase 2 planning. Report branch, IMPL_PLAN path, and generated artifacts.
+
+## Phases
+
+### Phase 0: Outline & Research
+
+1. **Extract unknowns from Technical Context** above:
+   - For each NEEDS CLARIFICATION → research task
+   - For each dependency → best practices task
+   - For each integration → patterns task
+
+2. **Generate and dispatch research agents**:
+
+   ```text
+   For each unknown in Technical Context:
+     Task: "Research {unknown} for {feature context}"
+   For each technology choice:
+     Task: "Find best practices for {tech} in {domain}"
+   ```
+
+3. **Consolidate findings** in `research.md` using format:
+   - Decision: [what was chosen]
+   - Rationale: [why chosen]
+   - Alternatives considered: [what else evaluated]
+
+**Output**: research.md with all NEEDS CLARIFICATION resolved
+
+### Phase 1: Design & Contracts
+
+**Prerequisites:** `research.md` complete
+
+0. **Validate Design against UX Reference**:
+    - Check if the proposed architecture supports the latency, interactivity, and flow defined in `ux_reference.md`.
+    - **Linkage**: Ensure key UI states from `ux_reference.md` map to Component Contracts (`@UX_STATE`).
+    - **CRITICAL**: If the technical plan compromises the UX (e.g. "We can't do real-time validation"), you **MUST STOP** and warn the user.
+
+1. **Extract entities from feature spec** → `data-model.md`:
+    - Entity name, fields, relationships, validation rules.
+
+2. **Design & Verify Contracts (Semantic Protocol)**:
+    - **Drafting**: Define `[DEF:id:Type]` Headers, Contracts, and closing `[/DEF:id:Type]` for all new modules based on `.ai/standards/semantics.md`.
+    - **TIER Classification**: Explicitly assign `@TIER: [CRITICAL|STANDARD|TRIVIAL]` to each module.
+    - **CRITICAL Requirements**: For all CRITICAL modules, define full `@PRE`, `@POST`, and (if UI) `@UX_STATE` contracts. **MUST** also define testing contracts: `@TEST_CONTRACT`, `@TEST_FIXTURE`, `@TEST_EDGE`, and `@TEST_INVARIANT`.
+    - **Self-Review**:
+      - *Completeness*: Do `@PRE`/`@POST` cover edge cases identified in Research? Are test contracts present for CRITICAL?
+      - *Connectivity*: Do `@RELATION` tags form a coherent graph?
+      - *Compliance*: Does syntax match `[DEF:id:Type]` exactly and is it closed with `[/DEF:id:Type]`?
+    - **Output**: Write verified contracts to `contracts/modules.md`.
+
+3. **Simulate Contract Usage**:
+    - Trace one key user scenario through the defined contracts to ensure data flow continuity.
+    - If a contract interface mismatch is found, fix it immediately.
+
+4. **Generate API contracts**:
+    - Output OpenAPI/GraphQL schema to `/contracts/` for backend-frontend sync.
+
+3. **Agent context update**:
+   - Run `.specify/scripts/bash/update-agent-context.sh agy`
+   - These scripts detect which AI agent is in use
+   - Update the appropriate agent-specific context file
+   - Add only new technology from current plan
+   - Preserve manual additions between markers
+
+**Output**: data-model.md, /contracts/*, quickstart.md, agent-specific file
+
+## Key rules
+
+- Use absolute paths
+- ERROR on gate failures or unresolved clarifications

.agent/workflows/speckit.specify.md

@@ -0,0 +1,258 @@
+---
+description: Create or update the feature specification from a natural language feature description.
+handoffs: 
+  - label: Build Technical Plan
+    agent: speckit.plan
+    prompt: Create a plan for the spec. I am building with...
+  - label: Clarify Spec Requirements
+    agent: speckit.clarify
+    prompt: Clarify specification requirements
+    send: true
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+The text the user typed after `/speckit.specify` in the triggering message **is** the feature description. Assume you always have it available in this conversation even if `$ARGUMENTS` appears literally below. Do not ask the user to repeat it unless they provided an empty command.
+
+Given that feature description, do this:
+
+1. **Generate a concise short name** (2-4 words) for the branch:
+   - Analyze the feature description and extract the most meaningful keywords
+   - Create a 2-4 word short name that captures the essence of the feature
+   - Use action-noun format when possible (e.g., "add-user-auth", "fix-payment-bug")
+   - Preserve technical terms and acronyms (OAuth2, API, JWT, etc.)
+   - Keep it concise but descriptive enough to understand the feature at a glance
+   - Examples:
+     - "I want to add user authentication" → "user-auth"
+     - "Implement OAuth2 integration for the API" → "oauth2-api-integration"
+     - "Create a dashboard for analytics" → "analytics-dashboard"
+     - "Fix payment processing timeout bug" → "fix-payment-timeout"
+
+2. **Check for existing branches before creating new one**:
+
+   a. First, fetch all remote branches to ensure we have the latest information:
+
+      ```bash
+      git fetch --all --prune
+      ```
+
+   b. Find the highest feature number across all sources for the short-name:
+      - Remote branches: `git ls-remote --heads origin | grep -E 'refs/heads/[0-9]+-<short-name>$'`
+      - Local branches: `git branch | grep -E '^[* ]*[0-9]+-<short-name>$'`
+      - Specs directories: Check for directories matching `specs/[0-9]+-<short-name>`
+
+   c. Determine the next available number:
+      - Extract all numbers from all three sources
+      - Find the highest number N
+      - Use N+1 for the new branch number
+
+   d. Run the script `.specify/scripts/bash/create-new-feature.sh --json "$ARGUMENTS"` with the calculated number and short-name:
+      - Pass `--number N+1` and `--short-name "your-short-name"` along with the feature description
+      - Bash example: `.specify/scripts/bash/create-new-feature.sh --json "$ARGUMENTS" --json --number 5 --short-name "user-auth" "Add user authentication"`
+      - PowerShell example: `.specify/scripts/bash/create-new-feature.sh --json "$ARGUMENTS" -Json -Number 5 -ShortName "user-auth" "Add user authentication"`
+
+   **IMPORTANT**:
+   - Check all three sources (remote branches, local branches, specs directories) to find the highest number
+   - Only match branches/directories with the exact short-name pattern
+   - If no existing branches/directories found with this short-name, start with number 1
+   - You must only ever run this script once per feature
+   - The JSON is provided in the terminal as output - always refer to it to get the actual content you're looking for
+   - The JSON output will contain BRANCH_NAME and SPEC_FILE paths
+   - For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot")
+
+3. Load `.specify/templates/spec-template.md` to understand required sections.
+
+4. Follow this execution flow:
+
+    1. Parse user description from Input
+       If empty: ERROR "No feature description provided"
+    2. Extract key concepts from description
+       Identify: actors, actions, data, constraints
+    3. For unclear aspects:
+       - Make informed guesses based on context and industry standards
+       - Only mark with [NEEDS CLARIFICATION: specific question] if:
+         - The choice significantly impacts feature scope or user experience
+         - Multiple reasonable interpretations exist with different implications
+         - No reasonable default exists
+       - **LIMIT: Maximum 3 [NEEDS CLARIFICATION] markers total**
+       - Prioritize clarifications by impact: scope > security/privacy > user experience > technical details
+    4. Fill User Scenarios & Testing section
+       If no clear user flow: ERROR "Cannot determine user scenarios"
+    5. Generate Functional Requirements
+       Each requirement must be testable
+       Use reasonable defaults for unspecified details (document assumptions in Assumptions section)
+    6. Define Success Criteria
+       Create measurable, technology-agnostic outcomes
+       Include both quantitative metrics (time, performance, volume) and qualitative measures (user satisfaction, task completion)
+       Each criterion must be verifiable without implementation details
+    7. Identify Key Entities (if data involved)
+    8. Return: SUCCESS (spec ready for planning)
+
+5. Write the specification to SPEC_FILE using the template structure, replacing placeholders with concrete details derived from the feature description (arguments) while preserving section order and headings.
+
+6. **Specification Quality Validation**: After writing the initial spec, validate it against quality criteria:
+
+   a. **Create Spec Quality Checklist**: Generate a checklist file at `FEATURE_DIR/checklists/requirements.md` using the checklist template structure with these validation items:
+
+      ```markdown
+      # Specification Quality Checklist: [FEATURE NAME]
+      
+      **Purpose**: Validate specification completeness and quality before proceeding to planning
+      **Created**: [DATE]
+      **Feature**: [Link to spec.md]
+      
+      ## Content Quality
+      
+      - [ ] No implementation details (languages, frameworks, APIs)
+      - [ ] Focused on user value and business needs
+      - [ ] Written for non-technical stakeholders
+      - [ ] All mandatory sections completed
+      
+      ## Requirement Completeness
+      
+      - [ ] No [NEEDS CLARIFICATION] markers remain
+      - [ ] Requirements are testable and unambiguous
+      - [ ] Success criteria are measurable
+      - [ ] Success criteria are technology-agnostic (no implementation details)
+      - [ ] All acceptance scenarios are defined
+      - [ ] Edge cases are identified
+      - [ ] Scope is clearly bounded
+      - [ ] Dependencies and assumptions identified
+      
+      ## Feature Readiness
+      
+      - [ ] All functional requirements have clear acceptance criteria
+      - [ ] User scenarios cover primary flows
+      - [ ] Feature meets measurable outcomes defined in Success Criteria
+      - [ ] No implementation details leak into specification
+      
+      ## Notes
+      
+      - Items marked incomplete require spec updates before `/speckit.clarify` or `/speckit.plan`
+      ```
+
+   b. **Run Validation Check**: Review the spec against each checklist item:
+      - For each item, determine if it passes or fails
+      - Document specific issues found (quote relevant spec sections)
+
+   c. **Handle Validation Results**:
+
+      - **If all items pass**: Mark checklist complete and proceed to step 6
+
+      - **If items fail (excluding [NEEDS CLARIFICATION])**:
+        1. List the failing items and specific issues
+        2. Update the spec to address each issue
+        3. Re-run validation until all items pass (max 3 iterations)
+        4. If still failing after 3 iterations, document remaining issues in checklist notes and warn user
+
+      - **If [NEEDS CLARIFICATION] markers remain**:
+        1. Extract all [NEEDS CLARIFICATION: ...] markers from the spec
+        2. **LIMIT CHECK**: If more than 3 markers exist, keep only the 3 most critical (by scope/security/UX impact) and make informed guesses for the rest
+        3. For each clarification needed (max 3), present options to user in this format:
+
+           ```markdown
+           ## Question [N]: [Topic]
+           
+           **Context**: [Quote relevant spec section]
+           
+           **What we need to know**: [Specific question from NEEDS CLARIFICATION marker]
+           
+           **Suggested Answers**:
+           
+           | Option | Answer | Implications |
+           |--------|--------|--------------|
+           | A      | [First suggested answer] | [What this means for the feature] |
+           | B      | [Second suggested answer] | [What this means for the feature] |
+           | C      | [Third suggested answer] | [What this means for the feature] |
+           | Custom | Provide your own answer | [Explain how to provide custom input] |
+           
+           **Your choice**: _[Wait for user response]_
+           ```
+
+        4. **CRITICAL - Table Formatting**: Ensure markdown tables are properly formatted:
+           - Use consistent spacing with pipes aligned
+           - Each cell should have spaces around content: `| Content |` not `|Content|`
+           - Header separator must have at least 3 dashes: `|--------|`
+           - Test that the table renders correctly in markdown preview
+        5. Number questions sequentially (Q1, Q2, Q3 - max 3 total)
+        6. Present all questions together before waiting for responses
+        7. Wait for user to respond with their choices for all questions (e.g., "Q1: A, Q2: Custom - [details], Q3: B")
+        8. Update the spec by replacing each [NEEDS CLARIFICATION] marker with the user's selected or provided answer
+        9. Re-run validation after all clarifications are resolved
+
+   d. **Update Checklist**: After each validation iteration, update the checklist file with current pass/fail status
+
+7. Report completion with branch name, spec file path, checklist results, and readiness for the next phase (`/speckit.clarify` or `/speckit.plan`).
+
+**NOTE:** The script creates and checks out the new branch and initializes the spec file before writing.
+
+## General Guidelines
+
+## Quick Guidelines
+
+- Focus on **WHAT** users need and **WHY**.
+- Avoid HOW to implement (no tech stack, APIs, code structure).
+- Written for business stakeholders, not developers.
+- DO NOT create any checklists that are embedded in the spec. That will be a separate command.
+
+### Section Requirements
+
+- **Mandatory sections**: Must be completed for every feature
+- **Optional sections**: Include only when relevant to the feature
+- When a section doesn't apply, remove it entirely (don't leave as "N/A")
+
+### For AI Generation
+
+When creating this spec from a user prompt:
+
+1. **Make informed guesses**: Use context, industry standards, and common patterns to fill gaps
+2. **Document assumptions**: Record reasonable defaults in the Assumptions section
+3. **Limit clarifications**: Maximum 3 [NEEDS CLARIFICATION] markers - use only for critical decisions that:
+   - Significantly impact feature scope or user experience
+   - Have multiple reasonable interpretations with different implications
+   - Lack any reasonable default
+4. **Prioritize clarifications**: scope > security/privacy > user experience > technical details
+5. **Think like a tester**: Every vague requirement should fail the "testable and unambiguous" checklist item
+6. **Common areas needing clarification** (only if no reasonable default exists):
+   - Feature scope and boundaries (include/exclude specific use cases)
+   - User types and permissions (if multiple conflicting interpretations possible)
+   - Security/compliance requirements (when legally/financially significant)
+
+**Examples of reasonable defaults** (don't ask about these):
+
+- Data retention: Industry-standard practices for the domain
+- Performance targets: Standard web/mobile app expectations unless specified
+- Error handling: User-friendly messages with appropriate fallbacks
+- Authentication method: Standard session-based or OAuth2 for web apps
+- Integration patterns: Use project-appropriate patterns (REST/GraphQL for web services, function calls for libraries, CLI args for tools, etc.)
+
+### Success Criteria Guidelines
+
+Success criteria must be:
+
+1. **Measurable**: Include specific metrics (time, percentage, count, rate)
+2. **Technology-agnostic**: No mention of frameworks, languages, databases, or tools
+3. **User-focused**: Describe outcomes from user/business perspective, not system internals
+4. **Verifiable**: Can be tested/validated without knowing implementation details
+
+**Good examples**:
+
+- "Users can complete checkout in under 3 minutes"
+- "System supports 10,000 concurrent users"
+- "95% of searches return results in under 1 second"
+- "Task completion rate improves by 40%"
+
+**Bad examples** (implementation-focused):
+
+- "API response time is under 200ms" (too technical, use "Users see results instantly")
+- "Database can handle 1000 TPS" (implementation detail, use user-facing metric)
+- "React components render efficiently" (framework-specific)
+- "Redis cache hit rate above 80%" (technology-specific)

.agent/workflows/speckit.tasks.md

@@ -0,0 +1,146 @@
+---
+description: Generate an actionable, dependency-ordered tasks.md for the feature based on available design artifacts.
+handoffs: 
+  - label: Analyze For Consistency
+    agent: speckit.analyze
+    prompt: Run a project analysis for consistency
+    send: true
+  - label: Implement Project
+    agent: speckit.implement
+    prompt: Start the implementation in phases
+    send: true
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+1. **Setup**: Run `.specify/scripts/bash/check-prerequisites.sh --json` from repo root and parse FEATURE_DIR and AVAILABLE_DOCS list. All paths must be absolute. For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+2. **Load design documents**: Read from FEATURE_DIR:
+   - **Required**: plan.md (tech stack, libraries, structure), spec.md (user stories with priorities), ux_reference.md (experience source of truth)
+   - **Optional**: data-model.md (entities), contracts/ (interface contracts), research.md (decisions), quickstart.md (test scenarios)
+   - Note: Not all projects have all documents. Generate tasks based on what's available.
+
+3. **Execute task generation workflow**:
+   - Load plan.md and extract tech stack, libraries, project structure
+   - Load spec.md and extract user stories with their priorities (P1, P2, P3, etc.)
+   - If data-model.md exists: Extract entities and map to user stories
+   - If contracts/ exists: Map interface contracts to user stories
+   - If research.md exists: Extract decisions for setup tasks
+   - Generate tasks organized by user story (see Task Generation Rules below)
+   - Generate dependency graph showing user story completion order
+   - Create parallel execution examples per user story
+   - Validate task completeness (each user story has all needed tasks, independently testable)
+
+4. **Generate tasks.md**: Use `.specify/templates/tasks-template.md` as structure, fill with:
+   - Correct feature name from plan.md
+   - Phase 1: Setup tasks (project initialization)
+   - Phase 2: Foundational tasks (blocking prerequisites for all user stories)
+   - Phase 3+: One phase per user story (in priority order from spec.md)
+   - Each phase includes: story goal, independent test criteria, tests (if requested), implementation tasks
+   - Final Phase: Polish & cross-cutting concerns
+   - All tasks must follow the strict checklist format (see Task Generation Rules below)
+   - Clear file paths for each task
+   - Dependencies section showing story completion order
+   - Parallel execution examples per story
+   - Implementation strategy section (MVP first, incremental delivery)
+
+5. **Report**: Output path to generated tasks.md and summary:
+   - Total task count
+   - Task count per user story
+   - Parallel opportunities identified
+   - Independent test criteria for each story
+   - Suggested MVP scope (typically just User Story 1)
+   - Format validation: Confirm ALL tasks follow the checklist format (checkbox, ID, labels, file paths)
+
+Context for task generation: $ARGUMENTS
+
+The tasks.md should be immediately executable - each task must be specific enough that an LLM can complete it without additional context.
+
+## Task Generation Rules
+
+**CRITICAL**: Tasks MUST be organized by user story to enable independent implementation and testing.
+
+**Tests are OPTIONAL**: Only generate test tasks if explicitly requested in the feature specification or if user requests TDD approach.
+
+### UX Preservation (CRITICAL)
+
+- **Source of Truth**: `ux_reference.md` is the absolute standard for the "feel" of the feature.
+- **Violation Warning**: If any task would inherently violate the UX (e.g. "Remove progress bar to simplify code"), you **MUST** flag this to the user immediately.
+- **Verification Task**: You **MUST** add a specific task at the end of each User Story phase: `- [ ] Txxx [USx] Verify implementation matches ux_reference.md (Happy Path & Errors)`
+
+### Checklist Format (REQUIRED)
+
+Every task MUST strictly follow this format:
+
+```text
+- [ ] [TaskID] [P?] [Story?] Description with file path
+```
+
+**Format Components**:
+
+1. **Checkbox**: ALWAYS start with `- [ ]` (markdown checkbox)
+2. **Task ID**: Sequential number (T001, T002, T003...) in execution order
+3. **[P] marker**: Include ONLY if task is parallelizable (different files, no dependencies on incomplete tasks)
+4. **[Story] label**: REQUIRED for user story phase tasks only
+   - Format: [US1], [US2], [US3], etc. (maps to user stories from spec.md)
+   - Setup phase: NO story label
+   - Foundational phase: NO story label  
+   - User Story phases: MUST have story label
+   - Polish phase: NO story label
+5. **Description**: Clear action with exact file path
+
+**Examples**:
+
+- ✅ CORRECT: `- [ ] T001 Create project structure per implementation plan`
+- ✅ CORRECT: `- [ ] T005 [P] Implement authentication middleware in src/middleware/auth.py`
+- ✅ CORRECT: `- [ ] T012 [P] [US1] Create User model in src/models/user.py`
+- ✅ CORRECT: `- [ ] T014 [US1] Implement UserService in src/services/user_service.py`
+- ❌ WRONG: `- [ ] Create User model` (missing ID and Story label)
+- ❌ WRONG: `T001 [US1] Create model` (missing checkbox)
+- ❌ WRONG: `- [ ] [US1] Create User model` (missing Task ID)
+- ❌ WRONG: `- [ ] T001 [US1] Create model` (missing file path)
+
+### Task Organization
+
+1. **From User Stories (spec.md)** - PRIMARY ORGANIZATION:
+   - Each user story (P1, P2, P3...) gets its own phase
+   - Map all related components to their story:
+     - Models needed for that story
+     - Services needed for that story
+     - Interfaces/UI needed for that story
+     - If tests requested: Tests specific to that story
+   - Mark story dependencies (most stories should be independent)
+
+2. **From Contracts (CRITICAL TIER)**:
+    - Identify components marked as `@TIER: CRITICAL` in `contracts/modules.md`.
+    - For these components, **MUST** append the summary of `@PRE`, `@POST`, `@UX_STATE`, and test contracts (`@TEST_FIXTURE`, `@TEST_EDGE`) directly to the task description.
+    - Example: `- [ ] T005 [P] [US1] Implement Auth (CRITICAL: PRE: token exists, POST: returns User, TESTS: 2 edges) in src/auth.py`
+    - Map each contract/endpoint → to the user story it serves
+    - If tests requested: Each contract → contract test task [P] before implementation in that story's phase
+
+3. **From Data Model**:
+   - Map each entity to the user story(ies) that need it
+   - If entity serves multiple stories: Put in earliest story or Setup phase
+   - Relationships → service layer tasks in appropriate story phase
+
+4. **From Setup/Infrastructure**:
+   - Shared infrastructure → Setup phase (Phase 1)
+   - Foundational/blocking tasks → Foundational phase (Phase 2)
+   - Story-specific setup → within that story's phase
+
+### Phase Structure
+
+- **Phase 1**: Setup (project initialization)
+- **Phase 2**: Foundational (blocking prerequisites - MUST complete before user stories)
+- **Phase 3+**: User Stories in priority order (P1, P2, P3...)
+  - Within each story: Tests (if requested) → Models → Services → Endpoints → Integration
+  - Each phase should be a complete, independently testable increment
+- **Final Phase**: Polish & Cross-Cutting Concerns

.agent/workflows/speckit.taskstoissues.md

@@ -0,0 +1,30 @@
+---
+description: Convert existing tasks into actionable, dependency-ordered GitHub issues for the feature based on available design artifacts.
+tools: ['github/github-mcp-server/issue_write']
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+1. Run `.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --include-tasks` from repo root and parse FEATURE_DIR and AVAILABLE_DOCS list. All paths must be absolute. For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+1. From the executed script, extract the path to **tasks**.
+1. Get the Git remote by running:
+
+```bash
+git config --get remote.origin.url
+```
+
+> [!CAUTION]
+> ONLY PROCEED TO NEXT STEPS IF THE REMOTE IS A GITHUB URL
+
+1. For each task in the list, use the GitHub MCP server to create a new issue in the repository that is representative of the Git remote.
+
+> [!CAUTION]
+> UNDER NO CIRCUMSTANCES EVER CREATE ISSUES IN REPOSITORIES THAT DO NOT MATCH THE REMOTE URL

.agent/workflows/speckit.test.md

@@ -0,0 +1,343 @@
+---
+description: ✅ GRACE‑Poly Tester Agent (Production Edition)
+---
+
+# ✅ GRACE‑Poly Tester Agent (Production Edition)
+
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+Если вход не пуст — он имеет приоритет и должен быть учтён при анализе.
+
+---
+
+# I. MANDATE（命）
+
+Исполнить полный цикл тестирования:
+
+1. Анализировать модули.
+2. Проверять соответствие TIER.
+3. Генерировать тесты строго из TEST_SPEC.
+4. Поддерживать документацию.
+5. Не нарушать существующие тесты.
+6. Проверять инварианты.
+
+Тестер — не писатель тестов.  
+Тестер — хранитель контрактов.
+
+---
+
+# II. НЕЗЫБЛЕМЫЕ ПРАВИЛА
+
+1. **Никогда не удалять существующие тесты.**
+2. **Никогда не дублировать тесты.**
+3. Для CRITICAL — TEST_SPEC обязателен.
+4. Каждый `@TEST_EDGE` → минимум один тест.
+5. Каждый `@TEST_INVARIANT` → минимум один тест.
+6. Если CRITICAL без `@TEST_CONTRACT` →  
+   немедленно:
+
+```
+[COHERENCE_CHECK_FAILED]
+Reason: Missing TEST_CONTRACT in CRITICAL module
+```
+
+---
+
+# III. АНАЛИЗ КОНТЕКСТА
+
+Выполнить:
+
+```
+.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --include-tasks
+```
+
+Извлечь:
+
+- FEATURE_DIR
+- TASKS_FILE
+- AVAILABLE_DOCS
+
+---
+
+# IV. ЗАГРУЗКА АРТЕФАКТОВ
+
+### 1️⃣ Из tasks.md
+
+- Найти завершённые implementation задачи
+- Исключить test‑tasks
+- Определить список модулей
+
+---
+
+### 2️⃣ Из модулей
+
+Для каждого модуля:
+
+- Прочитать `@TIER`
+- Прочитать:
+  - `@TEST_CONTRACT`
+  - `@TEST_FIXTURE`
+  - `@TEST_EDGE`
+  - `@TEST_INVARIANT`
+
+Если CRITICAL и нет TEST_SPEC → STOP.
+
+---
+
+### 3️⃣ Сканирование существующих тестов
+
+Искать в `__tests__/`.
+
+Определить:
+
+- уже покрытые фикстуры
+- уже покрытые edge‑cases
+- отсутствие тестов на инварианты
+- дублирование
+
+---
+
+# V. МАТРИЦА ПОКРЫТИЯ
+
+Создать:
+
+| Module | File | TIER | Has Tests | Fixtures | Edges | Invariants |
+|--------|------|------|----------|----------|--------|------------|
+
+Дополнительно для CRITICAL:
+
+| Edge Case | Has Test | Required |
+|-----------|----------|----------|
+
+---
+
+# VI. ГЕНЕРАЦИЯ ТЕСТОВ
+
+---
+
+## A. CRITICAL
+
+Строгий алгоритм:
+
+### 1️⃣ Валидация контракта
+
+Создать helper‑валидатор, который проверяет:
+
+- required_fields присутствуют
+- типы соответствуют
+- инварианты соблюдены
+
+---
+
+### 2️⃣ Для каждого @TEST_FIXTURE
+
+Создать:
+
+- 1 Happy-path тест
+- Проверку @POST
+- Проверку side-effects
+- Проверку отсутствия исключений
+
+---
+
+### 3️⃣ Для каждого @TEST_EDGE
+
+Создать отдельный тест:
+
+| Тип | Проверка |
+|------|----------|
+| missing_required_field | корректный отказ |
+| invalid_type | raise или skip |
+| empty_response | корректное поведение |
+| external_failure | rollback + лог |
+| duplicate | корректная обработка |
+
+---
+
+### 4️⃣ Для каждого @TEST_INVARIANT
+
+Создать тест, который:
+
+- нарушает инвариант
+- проверяет защитную реакцию
+
+---
+
+### 5️⃣ Проверка Rollback
+
+Если модуль взаимодействует с БД:
+
+- мокать исключение
+- проверять rollback()
+- проверять отсутствие частичного коммита
+
+---
+
+## B. STANDARD
+
+- 1 test на каждый FIXTURE
+- 1 test на каждый EDGE
+- Проверка базовых @POST
+
+---
+
+## C. TRIVIAL
+
+Тесты создаются только при отсутствии существующих.
+
+---
+
+# VII. UX CONTRACT TESTING
+
+Для каждого Svelte компонента:
+
+---
+
+### 1️⃣ Парсинг:
+
+- @UX_STATE
+- @UX_FEEDBACK
+- @UX_RECOVERY
+- @UX_TEST
+
+---
+
+### 2️⃣ Генерация:
+
+Для каждого `@UX_TEST` — отдельный тест.
+
+Если `@UX_STATE` есть, но `@UX_TEST` нет:
+
+- Автогенерировать тест перехода состояния.
+
+---
+
+### 3️⃣ Обязательные проверки:
+
+- DOM‑класс
+- aria‑атрибут
+- визуальная обратная связь
+- возможность восстановления
+
+---
+
+# VIII. СОЗДАНИЕ ФАЙЛОВ
+
+Co-location строго:
+
+Python:
+
+```
+module/__tests__/test_module.py
+```
+
+Svelte:
+
+```
+component/__tests__/Component.test.js
+```
+
+Каждый тестовый файл обязан иметь:
+
+```python
+# [DEF:__tests__/test_module:Module]
+# @RELATION: VERIFIES -> ../module.py
+# @PURPOSE: Contract testing for module
+# [/DEF:__tests__/test_module:Module]
+```
+
+---
+
+# IX. ДОКУМЕНТАЦИЯ
+
+Создать/обновить:
+
+```
+specs/<feature>/tests/
+```
+
+Содержимое:
+
+- README.md — стратегия
+- coverage.md — матрица
+- reports/YYYY-MM-DD-report.md
+
+---
+
+# X. ИСПОЛНЕНИЕ
+
+Backend:
+
+```
+cd backend && .venv/bin/python3 -m pytest -v
+```
+
+Frontend:
+
+```
+cd frontend && npm run test
+```
+
+Собрать:
+
+- Total
+- Passed
+- Failed
+- Coverage
+
+---
+
+# XI. FAIL POLICY
+
+Тестер обязан остановиться, если:
+
+- CRITICAL без TEST_CONTRACT
+- Есть EDGE без теста
+- Есть INVARIANT без теста
+- Обнаружено дублирование
+- Обнаружено удаление существующего теста
+
+---
+
+# XII. OUTPUT FORMAT
+
+```markdown
+# Test Report: [FEATURE]
+
+Date: YYYY-MM-DD
+Executor: GRACE Tester
+
+## Coverage Matrix
+
+| Module | TIER | Tests | Edge Covered | Invariants Covered |
+
+## Contract Validation
+
+- TEST_CONTRACT validated ✅ / ❌
+- All FIXTURES tested ✅ / ❌
+- All EDGES tested ✅ / ❌
+- All INVARIANTS verified ✅ / ❌
+
+## Results
+
+Total:
+Passed:
+Failed:
+Skipped:
+
+## Violations
+
+| Module | Problem | Severity |
+
+## Next Actions
+
+- [ ] Add missing invariant test
+- [ ] Fix rollback behavior
+- [ ] Refactor duplicate tests
+```

.ai/PERSONA.md

@@ -0,0 +1,42 @@
+# [DEF:Std:UserPersona:Standard]
+# @TIER: CRITICAL
+# @SEMANTICS: persona, tone_of_voice, interaction_rules, architect
+# @PURPOSE: Defines how the AI Agent MUST interact with the user and the codebase.
+
+@ROLE: Chief Semantic Architect & AI-Engineering Lead.
+@PHILOSOPHY: "Смысл первичен. Код вторичен. ИИ — это семантический процессор, а не собеседник."
+@METHODOLOGY: Создатель и строгий приверженец стандарта GRACE-Poly.
+
+## ОЖИДАНИЯ ОТ AI-АГЕНТА (КАК СО МНОЙ РАБОТАТЬ)
+
+1. **СТИЛЬ ОБЩЕНИЯ (Wenyuan Mode):**
+   - НИКАКИХ извинений, вежливости и воды ("Конечно, я помогу!", "Извините за ошибку").
+   - НИКАКИХ объяснений того, как работает базовый Python или Svelte, если я не спросил.
+   - Отвечай предельно сухо, структурно и строго по делу. Максимум технической плотности.
+
+2. **ОТНОШЕНИЕ К КОДУ:**
+   - Я не принимаю "голый код". Любой код без Контракта (DbC) и Якорей `[DEF]...[/DEF]` считается мусором.
+   - Сначала проектируй интерфейс и инварианты (`@PRE`, `@POST`), затем пиши реализацию.
+   - Если реализация нарушает Контракт — остановись и сообщи об ошибке проектирования. Не пытайся "подогнать" логику в обход правил.
+
+3. **БОРЬБА С "СЕМАНТИЧЕСКИМ КАЗИНО":**
+   - Не угадывай. Если в ТЗ или контексте не хватает данных для детерминированного решения, используй тег `[NEEDS_CLARIFICATION]` и задай узкий, точный вопрос.
+   - При сложных архитектурных решениях удерживай суперпозицию: предложи 2-3 варианта с оценкой рисков до написания кода.
+
+4. **ТЕСТИРОВАНИЕ И КАЧЕСТВО:**
+   - Я презираю "Test Tautologies" (тесты ради покрытия, зеркалящие логику). 
+   - Тесты должны быть Contract-Driven. Если есть `@PRE`, я ожидаю тест на его нарушение.
+   - Тесты обязаны использовать `@TEST_` из контрактов.
+
+5. **ГЛОБАЛЬНАЯ НАВИГАЦИЯ (GraphRAG):**
+   - Понимай, что мы работаем в среде Sparse Attention. 
+   - Всегда используй точные ID сущностей из якорей `[DEF:id]` для связей `@RELATION`. Не ломай семантические каналы опечатками.
+
+## ТРИГГЕРЫ (ЧТО ВЫЗЫВАЕТ МОЙ ГНЕВ / FATAL ERRORS):
+- Нарушение парности тегов `[DEF]` и `[/DEF]`.
+- Написание тестов, которые "мокают" саму проверяемую систему.
+- Игнорирование архитектурных запретов (`@CONSTRAINT`) из заголовков файлов.
+
+**Я ожидаю от тебя уровня Senior Staff Engineer, который понимает устройство LLM, KV Cache и графов знаний.**
+
+# [/DEF:Std:UserPersona:Standard]

.ai/ROOT.md

@@ -0,0 +1,50 @@
+# [DEF:Project_Knowledge_Map:Root]
+# @TIER: CRITICAL
+# @PURPOSE: Global navigation map for AI-Agent (GRACE Knowledge Graph).
+# @LAST_UPDATE: 2026-02-20
+
+## 1. SYSTEM STANDARDS (Rules of the Game)
+Strict policies and formatting rules.
+*   **User Persona (Interaction Protocol):** The Architect's expectations, tone of voice, and strict interaction boundaries.
+    *   Ref: `.ai/standards/persona.md` -> `[DEF:Std:UserPersona]`
+*   **Constitution:** High-level architectural and business invariants.
+    *   Ref: `.ai/standards/constitution.md` -> `[DEF:Std:Constitution]`
+*   **Architecture:** Service boundaries and tech stack decisions.
+    *   Ref: `.ai/standards/architecture.md` -> `[DEF:Std:Architecture]`
+*   **Plugin Design:** Rules for building and integrating Plugins.
+    *   Ref: `.ai/standards/plugin_design.md` -> `[DEF:Std:Plugin]`
+*   **API Design:** Rules for FastAPI endpoints and Pydantic models.
+    *   Ref: `.ai/standards/api_design.md` -> `[DEF:Std:API_FastAPI]`
+*   **UI Design:** SvelteKit and Tailwind CSS component standards.
+    *   Ref: `.ai/standards/ui_design.md` -> `[DEF:Std:UI_Svelte]`
+*   **Semantic Mapping:** Using `[DEF:]` and belief scopes.
+    *   Ref: `.ai/standards/semantics.md` -> `[DEF:Std:Semantics]`
+
+## 2. FEW-SHOT EXAMPLES (Patterns)
+Use these for code generation (Style Transfer).
+*   **FastAPI Route:** Reference implementation of a task-based route.
+    *   Ref: `.ai/shots/backend_route.py` -> `[DEF:Shot:FastAPI_Route]`
+*   **Svelte Component:** Reference implementation of a sidebar/navigation component.
+    *   Ref: `.ai/shots/frontend_component.svelte` -> `[DEF:Shot:Svelte_Component]`
+*   **Plugin Module:** Reference implementation of a task plugin.
+    *   Ref: `.ai/shots/plugin_example.py` -> `[DEF:Shot:Plugin_Example]`
+*   **Critical Module:** Core banking transaction processor with ACID guarantees.
+    *   Ref: `.ai/shots/critical_module.py` -> `[DEF:Shot:Critical_Module]`
+
+## 3. DOMAIN MAP (Modules)
+*   **High-level Module Map:** `.ai/structure/MODULE_MAP.md` -> `[DEF:Module_Map]`
+*   **Low-level Project Map:** `.ai/structure/PROJECT_MAP.md` -> `[DEF:Project_Map]`
+*   **Apache Superset OpenAPI Source:** `.ai/openapi/superset_openapi.json` -> `[DEF:Doc:Superset_OpenAPI]`
+*   **Apache Superset OpenAPI Split Index:** `.ai/openapi/superset/README.md` -> `[DEF:Doc:Superset_OpenAPI]`
+    *   **Superset OpenAPI Sections:**
+        *   `.ai/openapi/superset/meta.json`
+        *   `.ai/openapi/superset/components/responses.json`
+        *   `.ai/openapi/superset/components/schemas.json`
+        *   `.ai/openapi/superset/components/securitySchemes.json`
+        *   `.ai/openapi/superset/paths`
+*   **Backend Core:** `backend/src/core` -> `[DEF:Module:Backend_Core]`
+*   **Backend API:** `backend/src/api` -> `[DEF:Module:Backend_API]`
+*   **Frontend Lib:** `frontend/src/lib` -> `[DEF:Module:Frontend_Lib]`
+*   **Specifications:** `specs/` -> `[DEF:Module:Specs]`
+
+# [/DEF:Project_Knowledge_Map]

.ai/knowledge/test_import_patterns.md

@@ -0,0 +1,63 @@
+# Backend Test Import Patterns
+
+## Problem
+
+The `ss-tools` backend uses **relative imports** inside packages (e.g., `from ...models.task import TaskRecord` in `persistence.py`). This creates specific constraints on how and where tests can be written.
+
+## Key Rules
+
+### 1. Packages with `__init__.py` that re-export via relative imports
+
+**Example**: `src/core/task_manager/__init__.py` imports `.manager` → `.persistence` → `from ...models.task` (3-level relative import).
+
+**Impact**: Co-located tests in `task_manager/__tests__/` **WILL FAIL** because pytest discovers `task_manager/` as a top-level package (not as `src.core.task_manager`), and the 3-level `from ...` goes beyond the top-level.
+
+**Solution**: Place tests in `backend/tests/` directory (where `test_task_logger.py` already lives). Import using `from src.core.task_manager.XXX import ...` which works because `backend/` is the pytest rootdir.
+
+### 2. Packages WITHOUT `__init__.py`:
+
+**Example**: `src/core/auth/` has NO `__init__.py`.
+
+**Impact**: Co-located tests in `auth/__tests__/` work fine because pytest doesn't try to import a parent package `__init__.py`.
+
+### 3. Modules with deeply nested relative imports
+
+**Example**: `src/services/llm_provider.py` uses `from ..models.llm import LLMProvider` and `from ..plugins.llm_analysis.models import LLMProviderConfig`.
+
+**Impact**: Direct import (`from src.services.llm_provider import EncryptionManager`) **WILL FAIL** if the relative chain triggers a module not in `sys.path` or if it tries to import beyond root.
+
+**Solution**: Either (a) re-implement the tested logic standalone in the test (for small classes like `EncryptionManager`), or (b) use `unittest.mock.patch` to mock the problematic imports before importing the module.
+
+## Working Test Locations
+
+| Package | `__init__.py`? | Relative imports? | Co-located OK? | Test location |
+|---|---|---|---|---|
+| `core/task_manager/` | YES | `from ...models.task` (3-level) | **NO** | `backend/tests/` |
+| `core/auth/` | NO | N/A | YES | `core/auth/__tests__/` |
+| `core/logger/` | NO | N/A | YES | `core/logger/__tests__/` |
+| `services/` | YES (empty) | shallow | YES | `services/__tests__/` |
+| `services/reports/` | YES | `from ...core.logger` | **NO** (most likely) | `backend/tests/` or mock |
+| `models/` | YES | shallow | YES | `models/__tests__/` |
+
+## Safe Import Patterns for Tests
+
+```python
+# In backend/tests/test_*.py:
+import sys
+from pathlib import Path
+sys.path.insert(0, str(Path(__file__).parent.parent / "src"))
+
+# Then import:
+from src.core.task_manager.models import Task, TaskStatus
+from src.core.task_manager.persistence import TaskPersistenceService
+from src.models.report import TaskReport, ReportQuery
+```
+
+## Plugin ID Mapping (for report tests)
+
+The `resolve_task_type()` uses **hyphenated** plugin IDs:
+- `superset-backup` → `TaskType.BACKUP`
+- `superset-migration` → `TaskType.MIGRATION`
+- `llm_dashboard_validation` → `TaskType.LLM_VERIFICATION`
+- `documentation` → `TaskType.DOCUMENTATION`
+- anything else → `TaskType.UNKNOWN`

.ai/openapi/superset/README.md

@@ -0,0 +1,41 @@
+# Superset OpenAPI split index
+
+Source: `.ai/openapi/superset_openapi.json`
+
+## Sections
+
+- `meta.json` — OpenAPI version and info
+- `components/responses.json` — 7 response definitions
+- `components/schemas.json` — 359 schema definitions
+- `components/securitySchemes.json` — 2 security scheme definitions
+- `paths/` — 27 API resource groups
+
+## Path groups
+
+- `paths/advanced_data_type.json` — 2 paths
+- `paths/annotation_layer.json` — 6 paths
+- `paths/assets.json` — 2 paths
+- `paths/async_event.json` — 1 paths
+- `paths/available_domains.json` — 1 paths
+- `paths/cachekey.json` — 1 paths
+- `paths/chart.json` — 16 paths
+- `paths/css_template.json` — 4 paths
+- `paths/dashboard.json` — 23 paths
+- `paths/database.json` — 28 paths
+- `paths/dataset.json` — 15 paths
+- `paths/datasource.json` — 1 paths
+- `paths/embedded_dashboard.json` — 1 paths
+- `paths/explore.json` — 5 paths
+- `paths/log.json` — 3 paths
+- `paths/me.json` — 2 paths
+- `paths/menu.json` — 1 paths
+- `paths/misc.json` — 1 paths
+- `paths/query.json` — 6 paths
+- `paths/report.json` — 7 paths
+- `paths/rowlevelsecurity.json` — 4 paths
+- `paths/saved_query.json` — 7 paths
+- `paths/security.json` — 32 paths
+- `paths/sqllab.json` — 8 paths
+- `paths/tag.json` — 10 paths
+- `paths/theme.json` — 10 paths
+- `paths/user.json` — 1 paths

.ai/openapi/superset/components/responses.json

@@ -0,0 +1,188 @@
+{
+  "400": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Bad request"
+  },
+  "401": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Unauthorized"
+  },
+  "403": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Forbidden"
+  },
+  "404": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Not found"
+  },
+  "410": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "errors": {
+              "items": {
+                "properties": {
+                  "error_type": {
+                    "enum": [
+                      "FRONTEND_CSRF_ERROR",
+                      "FRONTEND_NETWORK_ERROR",
+                      "FRONTEND_TIMEOUT_ERROR",
+                      "GENERIC_DB_ENGINE_ERROR",
+                      "COLUMN_DOES_NOT_EXIST_ERROR",
+                      "TABLE_DOES_NOT_EXIST_ERROR",
+                      "SCHEMA_DOES_NOT_EXIST_ERROR",
+                      "CONNECTION_INVALID_USERNAME_ERROR",
+                      "CONNECTION_INVALID_PASSWORD_ERROR",
+                      "CONNECTION_INVALID_HOSTNAME_ERROR",
+                      "CONNECTION_PORT_CLOSED_ERROR",
+                      "CONNECTION_INVALID_PORT_ERROR",
+                      "CONNECTION_HOST_DOWN_ERROR",
+                      "CONNECTION_ACCESS_DENIED_ERROR",
+                      "CONNECTION_UNKNOWN_DATABASE_ERROR",
+                      "CONNECTION_DATABASE_PERMISSIONS_ERROR",
+                      "CONNECTION_MISSING_PARAMETERS_ERROR",
+                      "OBJECT_DOES_NOT_EXIST_ERROR",
+                      "SYNTAX_ERROR",
+                      "CONNECTION_DATABASE_TIMEOUT",
+                      "VIZ_GET_DF_ERROR",
+                      "UNKNOWN_DATASOURCE_TYPE_ERROR",
+                      "FAILED_FETCHING_DATASOURCE_INFO_ERROR",
+                      "TABLE_SECURITY_ACCESS_ERROR",
+                      "DATASOURCE_SECURITY_ACCESS_ERROR",
+                      "DATABASE_SECURITY_ACCESS_ERROR",
+                      "QUERY_SECURITY_ACCESS_ERROR",
+                      "MISSING_OWNERSHIP_ERROR",
+                      "USER_ACTIVITY_SECURITY_ACCESS_ERROR",
+                      "DASHBOARD_SECURITY_ACCESS_ERROR",
+                      "CHART_SECURITY_ACCESS_ERROR",
+                      "OAUTH2_REDIRECT",
+                      "OAUTH2_REDIRECT_ERROR",
+                      "BACKEND_TIMEOUT_ERROR",
+                      "DATABASE_NOT_FOUND_ERROR",
+                      "TABLE_NOT_FOUND_ERROR",
+                      "MISSING_TEMPLATE_PARAMS_ERROR",
+                      "INVALID_TEMPLATE_PARAMS_ERROR",
+                      "RESULTS_BACKEND_NOT_CONFIGURED_ERROR",
+                      "DML_NOT_ALLOWED_ERROR",
+                      "INVALID_CTAS_QUERY_ERROR",
+                      "INVALID_CVAS_QUERY_ERROR",
+                      "SQLLAB_TIMEOUT_ERROR",
+                      "RESULTS_BACKEND_ERROR",
+                      "ASYNC_WORKERS_ERROR",
+                      "ADHOC_SUBQUERY_NOT_ALLOWED_ERROR",
+                      "INVALID_SQL_ERROR",
+                      "RESULT_TOO_LARGE_ERROR",
+                      "GENERIC_COMMAND_ERROR",
+                      "GENERIC_BACKEND_ERROR",
+                      "INVALID_PAYLOAD_FORMAT_ERROR",
+                      "INVALID_PAYLOAD_SCHEMA_ERROR",
+                      "MARSHMALLOW_ERROR",
+                      "REPORT_NOTIFICATION_ERROR"
+                    ],
+                    "type": "string"
+                  },
+                  "extra": {
+                    "type": "object"
+                  },
+                  "level": {
+                    "enum": [
+                      "info",
+                      "warning",
+                      "error"
+                    ],
+                    "type": "string"
+                  },
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              },
+              "type": "array"
+            },
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Gone"
+  },
+  "422": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Could not process entity"
+  },
+  "500": {
+    "content": {
+      "application/json": {
+        "schema": {
+          "properties": {
+            "message": {
+              "type": "string"
+            }
+          },
+          "type": "object"
+        }
+      }
+    },
+    "description": "Fatal error"
+  }
+}\n

.ai/openapi/superset/components/securitySchemes.json

@@ -0,0 +1,12 @@
+{
+  "jwt": {
+    "bearerFormat": "JWT",
+    "scheme": "bearer",
+    "type": "http"
+  },
+  "jwt_refresh": {
+    "bearerFormat": "JWT",
+    "scheme": "bearer",
+    "type": "http"
+  }
+}\n

.ai/openapi/superset/meta.json

@@ -0,0 +1,8 @@
+{
+  "info": {
+    "description": "Superset",
+    "title": "Superset",
+    "version": "v1"
+  },
+  "openapi": "3.0.2"
+}\n

.ai/openapi/superset/paths/advanced_data_type.json

@@ -0,0 +1,101 @@
+{
+  "/api/v1/advanced_data_type/convert": {
+    "get": {
+      "description": "Returns an AdvancedDataTypeResponse object populated with the passed in args.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/advanced_data_type_convert_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/AdvancedDataTypeSchema"
+              }
+            }
+          },
+          "description": "AdvancedDataTypeResponse object has been returned."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Return an AdvancedDataTypeResponse",
+      "tags": [
+        "Advanced Data Type"
+      ]
+    }
+  },
+  "/api/v1/advanced_data_type/types": {
+    "get": {
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "a successful return of the available advanced data types has taken place."
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Return a list of available advanced data types",
+      "tags": [
+        "Advanced Data Type"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/annotation_layer.json

@@ -0,0 +1,998 @@
+{
+  "/api/v1/annotation_layer/": {
+    "delete": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "CSS templates bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete multiple annotation layers in a bulk operation",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of annotation layers, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/AnnotationLayerRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of annotation layers",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/AnnotationLayerRestApi.post"
+            }
+          }
+        },
+        "description": "Annotation Layer schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/AnnotationLayerRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Annotation added"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create an annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    }
+  },
+  "/api/v1/annotation_layer/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about this API resource",
+      "tags": [
+        "Annotation Layers"
+      ]
+    }
+  },
+  "/api/v1/annotation_layer/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Annotation Layers"
+      ]
+    }
+  },
+  "/api/v1/annotation_layer/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/AnnotationLayerRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get an annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/AnnotationLayerRestApi.put"
+            }
+          }
+        },
+        "description": "Annotation schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/AnnotationLayerRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Annotation changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update an annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    }
+  },
+  "/api/v1/annotation_layer/{pk}/annotation/": {
+    "delete": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Annotations bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete annotation layers",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of annotation layers, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "description": "The annotation layer id for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "ids": {
+                    "description": "A list of annotation ids",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/AnnotationRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Annotations"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of annotation layers",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "post": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/AnnotationRestApi.post"
+            }
+          }
+        },
+        "description": "Annotation schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/AnnotationRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Annotation added"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create an annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    }
+  },
+  "/api/v1/annotation_layer/{pk}/annotation/{annotation_id}": {
+    "delete": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "description": "The annotation pk for this annotation",
+          "in": "path",
+          "name": "annotation_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "get": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "description": "The annotation pk",
+          "in": "path",
+          "name": "annotation_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/AnnotationRestApi.get"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get an annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "description": "The annotation layer pk for this annotation",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "description": "The annotation pk for this annotation",
+          "in": "path",
+          "name": "annotation_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/AnnotationRestApi.put"
+            }
+          }
+        },
+        "description": "Annotation schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/AnnotationRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Annotation changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update an annotation layer",
+      "tags": [
+        "Annotation Layers"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/assets.json

@@ -0,0 +1,117 @@
+{
+  "/api/v1/assets/export/": {
+    "get": {
+      "description": "Gets a ZIP file with all the Superset assets (databases, datasets, charts, dashboards, saved queries) as YAML files.",
+      "responses": {
+        "200": {
+          "content": {
+            "application/zip": {
+              "schema": {
+                "format": "binary",
+                "type": "string"
+              }
+            }
+          },
+          "description": "ZIP file"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Export all assets",
+      "tags": [
+        "Import/export"
+      ]
+    }
+  },
+  "/api/v1/assets/import/": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "multipart/form-data": {
+            "schema": {
+              "properties": {
+                "bundle": {
+                  "description": "upload file (ZIP or JSON)",
+                  "format": "binary",
+                  "type": "string"
+                },
+                "passwords": {
+                  "description": "JSON map of passwords for each featured database in the ZIP file. If the ZIP includes a database config in the path `databases/MyDatabase.yaml`, the password should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_password\"}`.",
+                  "type": "string"
+                },
+                "sparse": {
+                  "description": "allow sparse update of resources",
+                  "type": "boolean"
+                },
+                "ssh_tunnel_passwords": {
+                  "description": "JSON map of passwords for each ssh_tunnel associated to a featured database in the ZIP file. If the ZIP includes a ssh_tunnel config in the path `databases/MyDatabase.yaml`, the password should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_password\"}`.",
+                  "type": "string"
+                },
+                "ssh_tunnel_private_key_passwords": {
+                  "description": "JSON map of private_key_passwords for each ssh_tunnel associated to a featured database in the ZIP file. If the ZIP includes a ssh_tunnel config in the path `databases/MyDatabase.yaml`, the private_key should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_private_key_password\"}`.",
+                  "type": "string"
+                },
+                "ssh_tunnel_private_keys": {
+                  "description": "JSON map of private_keys for each ssh_tunnel associated to a featured database in the ZIP file. If the ZIP includes a ssh_tunnel config in the path `databases/MyDatabase.yaml`, the private_key should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_private_key\"}`.",
+                  "type": "string"
+                }
+              },
+              "type": "object"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Assets import result"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Import multiple assets",
+      "tags": [
+        "Import/export"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/async_event.json

@@ -0,0 +1,78 @@
+{
+  "/api/v1/async_event/": {
+    "get": {
+      "description": "Reads off of the Redis events stream, using the user's JWT token and optional query params for last event received.",
+      "parameters": [
+        {
+          "description": "Last ID received by the client",
+          "in": "query",
+          "name": "last_id",
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "items": {
+                      "properties": {
+                        "channel_id": {
+                          "type": "string"
+                        },
+                        "errors": {
+                          "items": {
+                            "type": "object"
+                          },
+                          "type": "array"
+                        },
+                        "id": {
+                          "type": "string"
+                        },
+                        "job_id": {
+                          "type": "string"
+                        },
+                        "result_url": {
+                          "type": "string"
+                        },
+                        "status": {
+                          "type": "string"
+                        },
+                        "user_id": {
+                          "type": "integer"
+                        }
+                      },
+                      "type": "object"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Async event results"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Read off of the Redis events stream",
+      "tags": [
+        "AsyncEventsRestApi"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/available_domains.json

@@ -0,0 +1,38 @@
+{
+  "/api/v1/available_domains/": {
+    "get": {
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/AvailableDomainsSchema"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "a list of available domains"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get all available domains",
+      "tags": [
+        "Available Domains"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/cachekey.json

@@ -0,0 +1,38 @@
+{
+  "/api/v1/cachekey/invalidate": {
+    "post": {
+      "description": "Takes a list of datasources, finds and invalidates the associated cache records and removes the database records.",
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/CacheInvalidationRequestSchema"
+            }
+          }
+        },
+        "description": "A list of datasources uuid or the tuples of database and datasource names",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "description": "cache was successfully invalidated"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Invalidate cache records and remove the database records",
+      "tags": [
+        "CacheRestApi"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/css_template.json

@@ -0,0 +1,578 @@
+{
+  "/api/v1/css_template/": {
+    "delete": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "CSS templates bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete CSS templates",
+      "tags": [
+        "CSS Templates"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of CSS templates, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/CssTemplateRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of CSS templates",
+      "tags": [
+        "CSS Templates"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/CssTemplateRestApi.post"
+            }
+          }
+        },
+        "description": "Model schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "string"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/CssTemplateRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item inserted"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a CSS template",
+      "tags": [
+        "CSS Templates"
+      ]
+    }
+  },
+  "/api/v1/css_template/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about this API resource",
+      "tags": [
+        "CSS Templates"
+      ]
+    }
+  },
+  "/api/v1/css_template/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "CSS Templates"
+      ]
+    }
+  },
+  "/api/v1/css_template/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a CSS template",
+      "tags": [
+        "CSS Templates"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/CssTemplateRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a CSS template",
+      "tags": [
+        "CSS Templates"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/CssTemplateRestApi.put"
+            }
+          }
+        },
+        "description": "Model schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/CssTemplateRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update a CSS template",
+      "tags": [
+        "CSS Templates"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/datasource.json

@@ -0,0 +1,95 @@
+{
+  "/api/v1/datasource/{datasource_type}/{datasource_id}/column/{column_name}/values/": {
+    "get": {
+      "parameters": [
+        {
+          "description": "The type of datasource",
+          "in": "path",
+          "name": "datasource_type",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "description": "The id of the datasource",
+          "in": "path",
+          "name": "datasource_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "description": "The name of the column to get values for",
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "items": {
+                      "oneOf": [
+                        {
+                          "type": "string"
+                        },
+                        {
+                          "type": "integer"
+                        },
+                        {
+                          "type": "number"
+                        },
+                        {
+                          "type": "boolean"
+                        },
+                        {
+                          "type": "object"
+                        }
+                      ]
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "A List of distinct values for the column"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get possible values for a datasource column",
+      "tags": [
+        "Datasources"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/embedded_dashboard.json

@@ -0,0 +1,97 @@
+{
+  "/api/v1/embedded_dashboard/{uuid}": {
+    "get": {
+      "parameters": [
+        {
+          "description": "The embedded configuration uuid",
+          "in": "path",
+          "name": "uuid",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "description": "The ui config of embedded dashboard (optional).",
+          "in": "query",
+          "name": "uiConfig",
+          "schema": {
+            "type": "number"
+          }
+        },
+        {
+          "description": "Show filters (optional).",
+          "in": "query",
+          "name": "show_filters",
+          "schema": {
+            "type": "boolean"
+          }
+        },
+        {
+          "description": "Expand filters (optional).",
+          "in": "query",
+          "name": "expand_filters",
+          "schema": {
+            "type": "boolean"
+          }
+        },
+        {
+          "description": "Native filters key to apply filters. (optional).",
+          "in": "query",
+          "name": "native_filters_key",
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "description": "Permalink key to apply filters. (optional).",
+          "in": "query",
+          "name": "permalink_key",
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/EmbeddedDashboardResponseSchema"
+                  }
+                },
+                "type": "object"
+              }
+            },
+            "text/html": {
+              "schema": {
+                "type": "string"
+              }
+            }
+          },
+          "description": "Result contains the embedded dashboard configuration"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a report schedule log",
+      "tags": [
+        "Embedded Dashboard"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/explore.json

@@ -0,0 +1,437 @@
+{
+  "/api/v1/explore/": {
+    "get": {
+      "description": "Assembles Explore related information (form_data, slice, dataset) in a single endpoint.<br/><br/> The information can be assembled from:<br/> - The cache using a form_data_key<br/> - The metadata database using a permalink_key<br/> - Build from scratch using dataset or slice identifiers.",
+      "parameters": [
+        {
+          "in": "query",
+          "name": "form_data_key",
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "in": "query",
+          "name": "permalink_key",
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "in": "query",
+          "name": "slice_id",
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "in": "query",
+          "name": "datasource_id",
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "in": "query",
+          "name": "datasource_type",
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/ExploreContextSchema"
+              }
+            }
+          },
+          "description": "Returns the initial context."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Assemble Explore related information in a single endpoint",
+      "tags": [
+        "Explore"
+      ]
+    }
+  },
+  "/api/v1/explore/form_data": {
+    "post": {
+      "parameters": [
+        {
+          "in": "query",
+          "name": "tab_id",
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/FormDataPostSchema"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "key": {
+                    "description": "The key to retrieve the form_data.",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "The form_data was stored successfully."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a new form_data",
+      "tags": [
+        "Explore Form Data"
+      ]
+    }
+  },
+  "/api/v1/explore/form_data/{key}": {
+    "delete": {
+      "parameters": [
+        {
+          "description": "The form_data key.",
+          "in": "path",
+          "name": "key",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "description": "The result of the operation",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Deleted the stored form_data."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a form_data",
+      "tags": [
+        "Explore Form Data"
+      ]
+    },
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "key",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "form_data": {
+                    "description": "The stored form_data",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Returns the stored form_data."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a form_data",
+      "tags": [
+        "Explore Form Data"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "key",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "in": "query",
+          "name": "tab_id",
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/FormDataPutSchema"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "key": {
+                    "description": "The key to retrieve the form_data.",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "The form_data was stored successfully."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update an existing form_data",
+      "tags": [
+        "Explore Form Data"
+      ]
+    }
+  },
+  "/api/v1/explore/permalink": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ExplorePermalinkStateSchema"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "key": {
+                    "description": "The key to retrieve the permanent link data.",
+                    "type": "string"
+                  },
+                  "url": {
+                    "description": "permanent link.",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "The permanent link was stored successfully."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a new permanent link",
+      "tags": [
+        "Explore Permanent Link"
+      ]
+    }
+  },
+  "/api/v1/explore/permalink/{key}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "key",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "state": {
+                    "description": "The stored state",
+                    "type": "object"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Returns the stored form_data."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get chart's permanent link state",
+      "tags": [
+        "Explore Permanent Link"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/log.json

@@ -0,0 +1,327 @@
+{
+  "/api/v1/log/": {
+    "get": {
+      "description": "Gets a list of logs, use Rison or JSON query parameters for filtering, sorting, pagination and  for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/LogRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of logs",
+      "tags": [
+        "LogRestApi"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/LogRestApi.post"
+            }
+          }
+        },
+        "description": "Model schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "string"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/LogRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item inserted"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "tags": [
+        "LogRestApi"
+      ]
+    }
+  },
+  "/api/v1/log/recent_activity/": {
+    "get": {
+      "parameters": [
+        {
+          "description": "The id of the user",
+          "in": "path",
+          "name": "user_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_recent_activity_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RecentActivityResponseSchema"
+              }
+            }
+          },
+          "description": "A List of recent activity objects"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get recent activity data for a user",
+      "tags": [
+        "LogRestApi"
+      ]
+    }
+  },
+  "/api/v1/log/{pk}": {
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/LogRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a log detail information",
+      "tags": [
+        "LogRestApi"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/me.json

@@ -0,0 +1,100 @@
+{
+  "/api/v1/me/": {
+    "get": {
+      "description": "Gets the user object corresponding to the agent making the request, or returns a 401 error if the user is unauthenticated.",
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/UserResponseSchema"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "The current user"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        }
+      },
+      "summary": "Get the user object",
+      "tags": [
+        "Current User"
+      ]
+    },
+    "put": {
+      "description": "Updates the current user's first name, last name, or password.",
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/CurrentUserPutSchema"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/UserResponseSchema"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "User updated successfully"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        }
+      },
+      "summary": "Update the current user",
+      "tags": [
+        "Current User"
+      ]
+    }
+  },
+  "/api/v1/me/roles/": {
+    "get": {
+      "description": "Gets the user roles corresponding to the agent making the request, or returns a 401 error if the user is unauthenticated.",
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/UserResponseSchema"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "The current user"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        }
+      },
+      "summary": "Get the user roles",
+      "tags": [
+        "Current User"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/menu.json

@@ -0,0 +1,63 @@
+{
+  "/api/v1/menu/": {
+    "get": {
+      "description": "Get the menu data structure. Returns a forest like structure with the menu the user has access to",
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "description": "Menu items in a forest like data structure",
+                    "items": {
+                      "properties": {
+                        "childs": {
+                          "items": {
+                            "type": "object"
+                          },
+                          "type": "array"
+                        },
+                        "icon": {
+                          "description": "Icon name to show for this menu item",
+                          "type": "string"
+                        },
+                        "label": {
+                          "description": "Pretty name for the menu item",
+                          "type": "string"
+                        },
+                        "name": {
+                          "description": "The internal menu item name, maps to permission_name",
+                          "type": "string"
+                        },
+                        "url": {
+                          "description": "The URL for the menu item",
+                          "type": "string"
+                        }
+                      },
+                      "type": "object"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Get menu data"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "tags": [
+        "Menu"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/misc.json

@@ -0,0 +1,43 @@
+{
+  "/api/{version}/_openapi": {
+    "get": {
+      "description": "Get the OpenAPI spec for a specific API version",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "version",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "type": "object"
+              }
+            }
+          },
+          "description": "The OpenAPI spec"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "tags": [
+        "OpenApi"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/query.json

@@ -0,0 +1,443 @@
+{
+  "/api/v1/query/": {
+    "get": {
+      "description": "Gets a list of queries, use Rison or JSON query parameters for filtering, sorting, pagination and  for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/QueryRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of queries",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/query/distinct/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/DistincResponseSchema"
+              }
+            }
+          },
+          "description": "Distinct field data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get distinct values from field data",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/query/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/query/stop": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/StopQuerySchema"
+            }
+          }
+        },
+        "description": "Stop query schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Query stopped"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Manually stop a query with client_id",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/query/updated_since": {
+    "get": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/queries_get_updated_since_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "description": "A List of queries that changed after last_updated_ms",
+                    "items": {
+                      "$ref": "#/components/schemas/QueryRestApi.get"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Queries list"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of queries that changed after last_updated_ms",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/query/{pk}": {
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/QueryRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get query detail information",
+      "tags": [
+        "Queries"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/report.json

@@ -0,0 +1,825 @@
+{
+  "/api/v1/report/": {
+    "delete": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Report Schedule bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete report schedules",
+      "tags": [
+        "Report Schedules"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of report schedules, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/ReportScheduleRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of report schedules",
+      "tags": [
+        "Report Schedules"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ReportScheduleRestApi.post"
+            }
+          }
+        },
+        "description": "Report Schedule schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ReportScheduleRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Report schedule added"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a report schedule",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  },
+  "/api/v1/report/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about this API resource",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  },
+  "/api/v1/report/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  },
+  "/api/v1/report/slack_channels/": {
+    "get": {
+      "description": "Get slack channels",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_slack_channels_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "items": {
+                      "properties": {
+                        "id": {
+                          "type": "string"
+                        },
+                        "name": {
+                          "type": "string"
+                        }
+                      },
+                      "type": "object"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Slack channels"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get slack channels",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  },
+  "/api/v1/report/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "description": "The report schedule pk",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a report schedule",
+      "tags": [
+        "Report Schedules"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ReportScheduleRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a report schedule",
+      "tags": [
+        "Report Schedules"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "description": "The Report Schedule pk",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ReportScheduleRestApi.put"
+            }
+          }
+        },
+        "description": "Report Schedule schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ReportScheduleRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Report Schedule changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update a report schedule",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  },
+  "/api/v1/report/{pk}/log/": {
+    "get": {
+      "description": "Gets a list of report schedule logs, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "description": "The report schedule id for these logs",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "ids": {
+                    "description": "A list of log ids",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/ReportExecutionLogRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from logs"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of report schedule logs",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  },
+  "/api/v1/report/{pk}/log/{log_id}": {
+    "get": {
+      "parameters": [
+        {
+          "description": "The report schedule pk for log",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "description": "The log pk",
+          "in": "path",
+          "name": "log_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "description": "The log id",
+                    "type": "string"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ReportExecutionLogRestApi.get"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item log"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a report schedule log",
+      "tags": [
+        "Report Schedules"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/rowlevelsecurity.json

@@ -0,0 +1,591 @@
+{
+  "/api/v1/rowlevelsecurity/": {
+    "delete": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "RLS Rule bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete RLS rules",
+      "tags": [
+        "Row Level Security"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of RLS, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/RLSRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of RLS",
+      "tags": [
+        "Row Level Security"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/RLSRestApi.post"
+            }
+          }
+        },
+        "description": "RLS schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/RLSRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "RLS Rule added"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a new RLS rule",
+      "tags": [
+        "Row Level Security"
+      ]
+    }
+  },
+  "/api/v1/rowlevelsecurity/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about this API resource",
+      "tags": [
+        "Row Level Security"
+      ]
+    }
+  },
+  "/api/v1/rowlevelsecurity/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Row Level Security"
+      ]
+    }
+  },
+  "/api/v1/rowlevelsecurity/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete an RLS",
+      "tags": [
+        "Row Level Security"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/RLSRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get an RLS",
+      "tags": [
+        "Row Level Security"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "description": "The Rule pk",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/RLSRestApi.put"
+            }
+          }
+        },
+        "description": "RLS schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/RLSRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Rule changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update an RLS rule",
+      "tags": [
+        "Row Level Security"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/saved_query.json

@@ -0,0 +1,766 @@
+{
+  "/api/v1/saved_query/": {
+    "delete": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Saved queries bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete saved queries",
+      "tags": [
+        "Queries"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of saved queries, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/SavedQueryRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of saved queries",
+      "tags": [
+        "Queries"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/SavedQueryRestApi.post"
+            }
+          }
+        },
+        "description": "Model schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "string"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/SavedQueryRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item inserted"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a saved query",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/saved_query/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about this API resource",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/saved_query/distinct/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/DistincResponseSchema"
+              }
+            }
+          },
+          "description": "Distinct field data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get distinct values from field data",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/saved_query/export/": {
+    "get": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_export_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/zip": {
+              "schema": {
+                "format": "binary",
+                "type": "string"
+              }
+            }
+          },
+          "description": "A zip file with saved query(ies) and database(s) as YAML"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Download multiple saved queries as YAML files",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/saved_query/import/": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "multipart/form-data": {
+            "schema": {
+              "properties": {
+                "formData": {
+                  "description": "upload file (ZIP)",
+                  "format": "binary",
+                  "type": "string"
+                },
+                "overwrite": {
+                  "description": "overwrite existing saved queries?",
+                  "type": "boolean"
+                },
+                "passwords": {
+                  "description": "JSON map of passwords for each featured database in the ZIP file. If the ZIP includes a database config in the path `databases/MyDatabase.yaml`, the password should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_password\"}`.",
+                  "type": "string"
+                },
+                "ssh_tunnel_passwords": {
+                  "description": "JSON map of passwords for each ssh_tunnel associated to a featured database in the ZIP file. If the ZIP includes a ssh_tunnel config in the path `databases/MyDatabase.yaml`, the password should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_password\"}`.",
+                  "type": "string"
+                },
+                "ssh_tunnel_private_key_passwords": {
+                  "description": "JSON map of private_key_passwords for each ssh_tunnel associated to a featured database in the ZIP file. If the ZIP includes a ssh_tunnel config in the path `databases/MyDatabase.yaml`, the private_key should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_private_key_password\"}`.",
+                  "type": "string"
+                },
+                "ssh_tunnel_private_keys": {
+                  "description": "JSON map of private_keys for each ssh_tunnel associated to a featured database in the ZIP file. If the ZIP includes a ssh_tunnel config in the path `databases/MyDatabase.yaml`, the private_key should be provided in the following format: `{\"databases/MyDatabase.yaml\": \"my_private_key\"}`.",
+                  "type": "string"
+                }
+              },
+              "type": "object"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Saved Query import result"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Import saved queries with associated databases",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/saved_query/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Queries"
+      ]
+    }
+  },
+  "/api/v1/saved_query/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a saved query",
+      "tags": [
+        "Queries"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/SavedQueryRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a saved query",
+      "tags": [
+        "Queries"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/SavedQueryRestApi.put"
+            }
+          }
+        },
+        "description": "Model schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "$ref": "#/components/schemas/SavedQueryRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update a saved query",
+      "tags": [
+        "Queries"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/sqllab.json

@@ -0,0 +1,427 @@
+{
+  "/api/v1/sqllab/": {
+    "get": {
+      "description": "Assembles SQLLab bootstrap data (active_tab, databases, queries, tab_state_ids) in a single endpoint. The data can be assembled from the current user's id.",
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/SQLLabBootstrapSchema"
+              }
+            }
+          },
+          "description": "Returns the initial bootstrap data for SqlLab"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get the bootstrap data for SqlLab page",
+      "tags": [
+        "SQL Lab"
+      ]
+    }
+  },
+  "/api/v1/sqllab/estimate/": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/EstimateQueryCostSchema"
+            }
+          }
+        },
+        "description": "SQL query and params",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "object"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Query estimation result"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Estimate the SQL query execution cost",
+      "tags": [
+        "SQL Lab"
+      ]
+    }
+  },
+  "/api/v1/sqllab/execute/": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ExecutePayloadSchema"
+            }
+          }
+        },
+        "description": "SQL query and params",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/QueryExecutionResponseSchema"
+              }
+            }
+          },
+          "description": "Query execution result"
+        },
+        "202": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/QueryExecutionResponseSchema"
+              }
+            }
+          },
+          "description": "Query execution result, query still running"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Execute a SQL query",
+      "tags": [
+        "SQL Lab"
+      ]
+    }
+  },
+  "/api/v1/sqllab/export/{client_id}/": {
+    "get": {
+      "parameters": [
+        {
+          "description": "The SQL query result identifier",
+          "in": "path",
+          "name": "client_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "text/csv": {
+              "schema": {
+                "type": "string"
+              }
+            }
+          },
+          "description": "SQL query results"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Export the SQL query results to a CSV",
+      "tags": [
+        "SQL Lab"
+      ]
+    }
+  },
+  "/api/v1/sqllab/format_sql/": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/FormatQueryPayloadSchema"
+            }
+          }
+        },
+        "description": "SQL query",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Format SQL result"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Format SQL code",
+      "tags": [
+        "SQL Lab"
+      ]
+    }
+  },
+  "/api/v1/sqllab/permalink": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ExplorePermalinkStateSchema"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "key": {
+                    "description": "The key to retrieve the permanent link data.",
+                    "type": "string"
+                  },
+                  "url": {
+                    "description": "permanent link.",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "The permanent link was stored successfully."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a new permanent link",
+      "tags": [
+        "SQL Lab Permanent Link"
+      ]
+    }
+  },
+  "/api/v1/sqllab/permalink/{key}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "key",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "state": {
+                    "description": "The stored state",
+                    "type": "object"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Returns the stored form_data."
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get permanent link state for SQLLab editor.",
+      "tags": [
+        "SQL Lab Permanent Link"
+      ]
+    }
+  },
+  "/api/v1/sqllab/results/": {
+    "get": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/sql_lab_get_results_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/QueryExecutionResponseSchema"
+              }
+            }
+          },
+          "description": "SQL query execution result"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "410": {
+          "$ref": "#/components/responses/410"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get the result of a SQL query execution",
+      "tags": [
+        "SQL Lab"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/tag.json

@@ -0,0 +1,994 @@
+{
+  "/api/v1/tag/": {
+    "delete": {
+      "description": "Bulk deletes tags. This will remove all tagged objects with this tag.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/delete_tags_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Deletes multiple Tags"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete tags",
+      "tags": [
+        "Tags"
+      ]
+    },
+    "get": {
+      "description": "Get a list of tags, use Rison or JSON query parameters for filtering, sorting, pagination and  for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/TagRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of tags",
+      "tags": [
+        "Tags"
+      ]
+    },
+    "post": {
+      "description": "Create a new Tag",
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/TagRestApi.post"
+            }
+          }
+        },
+        "description": "Tag schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/TagRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Tag added"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a tag",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about tag API endpoints",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/bulk_create": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/TagPostBulkSchema"
+            }
+          }
+        },
+        "description": "Tag schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/TagPostBulkResponseSchema"
+              }
+            }
+          },
+          "description": "Bulk created tags and tagged objects"
+        },
+        "302": {
+          "description": "Redirects to the current digest"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk create tags and tagged objects",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/favorite_status/": {
+    "get": {
+      "description": "Get favorited tags for current user",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_fav_star_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/GetFavStarIdsSchema"
+              }
+            }
+          },
+          "description": "None"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/get_objects/": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "tag_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "items": {
+                      "$ref": "#/components/schemas/TaggedObjectEntityResponseSchema"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "List of tagged objects associated with a Tag"
+        },
+        "302": {
+          "description": "Redirects to the current digest"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get all objects associated with a tag",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/{object_type}/{object_id}/": {
+    "post": {
+      "description": "Adds tags to an object. Creates new tags if they do not already exist.",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "object_type",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "in": "path",
+          "name": "object_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "properties": {
+                "tags": {
+                  "description": "list of tag names to add to object",
+                  "items": {
+                    "type": "string"
+                  },
+                  "type": "array"
+                }
+              },
+              "type": "object"
+            }
+          }
+        },
+        "description": "Tag schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "description": "Tag added"
+        },
+        "302": {
+          "description": "Redirects to the current digest"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Add tags to an object",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/{object_type}/{object_id}/{tag}/": {
+    "delete": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "tag",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "in": "path",
+          "name": "object_type",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "in": "path",
+          "name": "object_id",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Chart delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a tagged object",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item deleted"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a tag",
+      "tags": [
+        "Tags"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/TagRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a tag detail information",
+      "tags": [
+        "Tags"
+      ]
+    },
+    "put": {
+      "description": "Changes a Tag.",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/TagRestApi.put"
+            }
+          }
+        },
+        "description": "Chart schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/TagRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Tag changed"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update a tag",
+      "tags": [
+        "Tags"
+      ]
+    }
+  },
+  "/api/v1/tag/{pk}/favorites/": {
+    "delete": {
+      "description": "Remove the tag from the user favorite list",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "object"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Tag removed from favorites"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "tags": [
+        "Tags"
+      ]
+    },
+    "post": {
+      "description": "Marks the tag as favorite for the current user",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "object"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Tag added to favorites"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "tags": [
+        "Tags"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/theme.json

@@ -0,0 +1,907 @@
+{
+  "/api/v1/theme/": {
+    "delete": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_delete_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Themes bulk delete"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Bulk delete themes",
+      "tags": [
+        "Themes"
+      ]
+    },
+    "get": {
+      "description": "Gets a list of themes, use Rison or JSON query parameters for filtering, sorting, pagination and for selecting specific columns and metadata.",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_list_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "count": {
+                    "description": "The total record count on the backend",
+                    "type": "number"
+                  },
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "ids": {
+                    "description": "A list of item ids, useful when you don't know the column id",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "list_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "list_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "List Items",
+                    "type": "string"
+                  },
+                  "order_columns": {
+                    "description": "A list of allowed columns to sort",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "result": {
+                    "description": "The result from the get list query",
+                    "items": {
+                      "$ref": "#/components/schemas/ThemeRestApi.get_list"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Items from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a list of themes",
+      "tags": [
+        "Themes"
+      ]
+    },
+    "post": {
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ThemeRestApi.post"
+            }
+          }
+        },
+        "description": "Theme schema",
+        "required": true
+      },
+      "responses": {
+        "201": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ThemeRestApi.post"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Theme created"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Create a theme",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/_info": {
+    "get": {
+      "description": "Get metadata information about this API resource",
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_info_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "add_columns": {
+                    "type": "object"
+                  },
+                  "edit_columns": {
+                    "type": "object"
+                  },
+                  "filters": {
+                    "properties": {
+                      "column_name": {
+                        "items": {
+                          "properties": {
+                            "name": {
+                              "description": "The filter name. Will be translated by babel",
+                              "type": "string"
+                            },
+                            "operator": {
+                              "description": "The filter operation key to use on list filters",
+                              "type": "string"
+                            }
+                          },
+                          "type": "object"
+                        },
+                        "type": "array"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "permissions": {
+                    "description": "The user permissions for this API resource",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get metadata information about this API resource",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/export/": {
+    "get": {
+      "parameters": [
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_export_ids_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/zip": {
+              "schema": {
+                "format": "binary",
+                "type": "string"
+              }
+            }
+          },
+          "description": "Theme export"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Download multiple themes as YAML files",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/import/": {
+    "post": {
+      "requestBody": {
+        "content": {
+          "multipart/form-data": {
+            "schema": {
+              "properties": {
+                "formData": {
+                  "format": "binary",
+                  "type": "string"
+                },
+                "overwrite": {
+                  "type": "string"
+                }
+              },
+              "type": "object"
+            }
+          }
+        },
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Theme imported"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Import themes from a ZIP file",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/related/{column_name}": {
+    "get": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "column_name",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_related_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/RelatedResponseSchema"
+              }
+            }
+          },
+          "description": "Related column data"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get related fields data",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/unset_system_dark": {
+    "delete": {
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "System dark theme cleared"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Clear the system dark theme",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/unset_system_default": {
+    "delete": {
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "result": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "System default theme cleared"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Clear the system default theme",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/{pk}": {
+    "delete": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "message": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Theme deleted"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Delete a theme",
+      "tags": [
+        "Themes"
+      ]
+    },
+    "get": {
+      "description": "Get an item model",
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        },
+        {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/get_item_schema"
+              }
+            }
+          },
+          "in": "query",
+          "name": "q"
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "description_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The description for the column name. Will be translated by babel",
+                        "example": "A Nice description for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "id": {
+                    "description": "The item id",
+                    "type": "string"
+                  },
+                  "label_columns": {
+                    "properties": {
+                      "column_name": {
+                        "description": "The label for the column name. Will be translated by babel",
+                        "example": "A Nice label for the column",
+                        "type": "string"
+                      }
+                    },
+                    "type": "object"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ThemeRestApi.get"
+                  },
+                  "show_columns": {
+                    "description": "A list of columns",
+                    "items": {
+                      "type": "string"
+                    },
+                    "type": "array"
+                  },
+                  "show_title": {
+                    "description": "A title to render. Will be translated by babel",
+                    "example": "Show Item Details",
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Item from Model"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Get a theme",
+      "tags": [
+        "Themes"
+      ]
+    },
+    "put": {
+      "parameters": [
+        {
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "requestBody": {
+        "content": {
+          "application/json": {
+            "schema": {
+              "$ref": "#/components/schemas/ThemeRestApi.put"
+            }
+          }
+        },
+        "description": "Theme schema",
+        "required": true
+      },
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "number"
+                  },
+                  "result": {
+                    "$ref": "#/components/schemas/ThemeRestApi.put"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Theme updated"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Update a theme",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/{pk}/set_system_dark": {
+    "put": {
+      "parameters": [
+        {
+          "description": "The theme id",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "integer"
+                  },
+                  "result": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Theme successfully set as system dark"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Set a theme as the system dark theme",
+      "tags": [
+        "Themes"
+      ]
+    }
+  },
+  "/api/v1/theme/{pk}/set_system_default": {
+    "put": {
+      "parameters": [
+        {
+          "description": "The theme id",
+          "in": "path",
+          "name": "pk",
+          "required": true,
+          "schema": {
+            "type": "integer"
+          }
+        }
+      ],
+      "responses": {
+        "200": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "properties": {
+                  "id": {
+                    "type": "integer"
+                  },
+                  "result": {
+                    "type": "string"
+                  }
+                },
+                "type": "object"
+              }
+            }
+          },
+          "description": "Theme successfully set as system default"
+        },
+        "400": {
+          "$ref": "#/components/responses/400"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "403": {
+          "$ref": "#/components/responses/403"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        },
+        "422": {
+          "$ref": "#/components/responses/422"
+        },
+        "500": {
+          "$ref": "#/components/responses/500"
+        }
+      },
+      "security": [
+        {
+          "jwt": []
+        }
+      ],
+      "summary": "Set a theme as the system default theme",
+      "tags": [
+        "Themes"
+      ]
+    }
+  }
+}\n

.ai/openapi/superset/paths/user.json

@@ -0,0 +1,33 @@
+{
+  "/api/v1/user/{user_id}/avatar.png": {
+    "get": {
+      "description": "Gets the avatar URL for the user with the given ID, or returns a 401 error if the user is unauthenticated.",
+      "parameters": [
+        {
+          "description": "The ID of the user",
+          "in": "path",
+          "name": "user_id",
+          "required": true,
+          "schema": {
+            "type": "string"
+          }
+        }
+      ],
+      "responses": {
+        "301": {
+          "description": "A redirect to the user's avatar URL"
+        },
+        "401": {
+          "$ref": "#/components/responses/401"
+        },
+        "404": {
+          "$ref": "#/components/responses/404"
+        }
+      },
+      "summary": "Get the user avatar",
+      "tags": [
+        "User"
+      ]
+    }
+  }
+}\n

.ai/shots/backend_route.py

@@ -0,0 +1,75 @@
+#[DEF:BackendRouteShot:Module]
+# @COMPLEXITY: 3
+# @SEMANTICS: Route, Task, API, Async
+# @PURPOSE: Reference implementation of a task-based route using GRACE-Poly.
+# @LAYER: Interface (API)
+# @RELATION: [IMPLEMENTS] ->[API_FastAPI]
+
+from typing import Dict, Any
+from fastapi import APIRouter, Depends, HTTPException, status
+from pydantic import BaseModel
+# GRACE: Правильный импорт глобального логгера и scope
+from ...core.logger import logger, belief_scope
+from ...core.task_manager import TaskManager, Task
+from ...core.config_manager import ConfigManager
+from ...dependencies import get_task_manager, get_config_manager, get_current_user
+
+router = APIRouter()
+
+# [DEF:CreateTaskRequest:Class]
+# @PURPOSE: DTO for task creation payload.
+class CreateTaskRequest(BaseModel):
+    plugin_id: str
+    params: Dict[str, Any]
+# [/DEF:CreateTaskRequest:Class]
+
+# [DEF:create_task:Function]
+# @COMPLEXITY: 4
+# @PURPOSE: Create and start a new task using TaskManager. Non-blocking.
+# @RELATION: [CALLS] ->[task_manager.create_task]
+# @PRE: plugin_id must match a registered plugin.
+# @POST: A new task is spawned; Task object returned immediately.
+# @SIDE_EFFECT: Writes to DB, Triggers background worker.
+# @DATA_CONTRACT: Input -> CreateTaskRequest, Output -> Task
+@router.post("/tasks", response_model=Task, status_code=status.HTTP_201_CREATED)
+async def create_task(
+    request: CreateTaskRequest,
+    task_manager: TaskManager = Depends(get_task_manager),
+    config: ConfigManager = Depends(get_config_manager),
+    current_user = Depends(get_current_user)
+):
+    # GRACE: Открываем семантическую транзакцию
+    with belief_scope("create_task"):
+        try:
+            # GRACE: [REASON] - Фиксируем начало дедуктивной цепочки
+            logger.reason("Resolving configuration and spawning task", extra={"plugin_id": request.plugin_id})
+            
+            timeout = config.get("TASKS_DEFAULT_TIMEOUT", 3600)
+
+            # @RELATION: CALLS -> task_manager.create_task
+            task = await task_manager.create_task(
+                plugin_id=request.plugin_id,
+                params={**request.params, "timeout": timeout}
+            )
+            
+            # GRACE:[REFLECT] - Подтверждаем выполнение @POST перед выходом
+            logger.reflect("Task spawned successfully", extra={"task_id": task.id})
+            return task
+            
+        except ValueError as e:
+            # GRACE: [EXPLORE] - Обработка ожидаемого отклонения
+            logger.explore("Domain validation error during task creation", exc_info=e)
+            raise HTTPException(
+                status_code=status.HTTP_400_BAD_REQUEST, 
+                detail=str(e)
+            )
+        except Exception as e:
+            # GRACE: [EXPLORE] - Обработка критического сбоя
+            logger.explore("Internal Task Spawning Error", exc_info=e)
+            raise HTTPException(
+                status_code=status.HTTP_500_INTERNAL_SERVER_ERROR, 
+                detail="Internal Task Spawning Error"
+            )
+# [/DEF:create_task:Function]
+
+# [/DEF:BackendRouteShot:Module]

.ai/shots/critical_module.py

@@ -0,0 +1,85 @@
+# [DEF:TransactionCore:Module]
+# @COMPLEXITY: 5
+# @SEMANTICS: Finance, ACID, Transfer, Ledger
+# @PURPOSE: Core banking transaction processor with ACID guarantees.
+# @LAYER: Domain (Core)
+# @RELATION: [DEPENDS_ON] ->[PostgresDB]
+#
+# @INVARIANT: Total system balance must remain constant (Double-Entry Bookkeeping).
+# @INVARIANT: Negative transfers are strictly forbidden.
+
+# --- Test Specifications ---
+# @TEST_CONTRACT: TransferRequestDTO -> TransferResultDTO
+# @TEST_SCENARIO: sufficient_funds -> Returns COMPLETED, balances updated.
+# @TEST_FIXTURE: sufficient_funds -> file:./__tests__/fixtures/transfers.json#happy_path
+# @TEST_EDGE: insufficient_funds -> Throws BusinessRuleViolation("INSUFFICIENT_FUNDS").
+# @TEST_EDGE: negative_amount -> Throws BusinessRuleViolation("Transfer amount must be positive.").
+# @TEST_EDGE: concurrency_conflict -> Throws DBTransactionError.
+#
+# @TEST_INVARIANT: total_balance_constant -> VERIFIED_BY: [sufficient_funds, concurrency_conflict]
+# @TEST_INVARIANT: negative_transfer_forbidden -> VERIFIED_BY: [negative_amount]
+
+from decimal import Decimal
+from typing import NamedTuple
+# GRACE: Импорт глобального логгера с семантическими методами
+from ...core.logger import logger, belief_scope 
+from ...core.db import atomic_transaction, get_balance, update_balance
+from ...core.audit import log_audit_trail
+from ...core.exceptions import BusinessRuleViolation
+
+class TransferResult(NamedTuple):
+    tx_id: str
+    status: str
+    new_balance: Decimal
+
+# [DEF:execute_transfer:Function]
+# @COMPLEXITY: 5
+# @PURPOSE: Atomically move funds between accounts with audit trails.
+# @RELATION: [CALLS] ->[atomic_transaction]
+# @PRE: amount > 0; sender != receiver; sender_balance >= amount.
+# @POST: sender_balance -= amount; receiver_balance += amount; Audit Record Created.
+# @SIDE_EFFECT: Database mutation (Rows locked), Audit IO.
+# @DATA_CONTRACT: Input -> (sender_id: str, receiver_id: str, amount: Decimal), Output -> TransferResult
+def execute_transfer(sender_id: str, receiver_id: str, amount: Decimal) -> TransferResult:
+    # Guard: Input Validation (Вне belief_scope, так как это trivial проверка)
+    if amount <= Decimal("0.00"):
+        raise BusinessRuleViolation("Transfer amount must be positive.")
+    if sender_id == receiver_id:
+        raise BusinessRuleViolation("Cannot transfer to self.")
+
+    # GRACE: Используем strict Context Manager без 'as context'
+    with belief_scope("execute_transfer"):
+        # GRACE: [REASON] - Жесткая дедукция, начало алгоритма
+        logger.reason("Initiating transfer", extra={"from": sender_id, "to": receiver_id, "amount": amount})
+
+        try:
+            with atomic_transaction():
+                current_balance = get_balance(sender_id, for_update=True)
+                
+                if current_balance < amount:
+                    # GRACE: [EXPLORE] - Отклонение от Happy Path (фолбэк/ошибка)
+                    logger.explore("Insufficient funds validation hit", extra={"balance": current_balance})
+                    raise BusinessRuleViolation("INSUFFICIENT_FUNDS")
+
+                # Mutation
+                new_src_bal = update_balance(sender_id, -amount)
+                new_dst_bal = update_balance(receiver_id, +amount)
+
+                # Audit
+                tx_id = log_audit_trail("TRANSFER", sender_id, receiver_id, amount)
+                
+                # GRACE:[REFLECT] - Сверка с @POST перед возвратом
+                logger.reflect("Transfer committed successfully", extra={"tx_id": tx_id, "new_balance": new_src_bal})
+                
+                return TransferResult(tx_id, "COMPLETED", new_src_bal)
+
+        except BusinessRuleViolation as e:
+            # Explicit re-raise for UI mapping
+            raise e
+        except Exception as e:
+            # GRACE: [EXPLORE] - Неожиданный сбой
+            logger.explore("Critical Transfer Failure", exc_info=e)
+            raise RuntimeError("TRANSACTION_ABORTED") from e
+#[/DEF:execute_transfer:Function]
+
+# [/DEF:TransactionCore:Module]

.ai/shots/frontend_component.svelte

@@ -0,0 +1,92 @@
+<!-- [DEF:FrontendComponentShot:Component] -->
+<!--
+/**
+ * @COMPLEXITY: 5
+ * @SEMANTICS: Task, Button, Action, UX
+ * @PURPOSE: Action button to spawn a new task with full UX feedback cycle.
+ * @LAYER: UI (Presentation)
+ * @RELATION: [CALLS] ->[postApi]
+ *
+ * @INVARIANT: Must prevent double-submission while loading.
+ * @INVARIANT: Loading state must always terminate (no infinite spinner).
+ * @INVARIANT: User must receive feedback on both success and failure.
+ *
+ * @SIDE_EFFECT: Sends network request and emits toast notifications.
+ * @DATA_CONTRACT: Input -> { plugin_id: string, params: object }, Output -> { task_id?: string }
+ *
+ * @UX_REACTIVITY: Props -> $props(), LocalState -> $state(isLoading).
+ * @UX_STATE: Idle -> Button enabled, primary color, no spinner.
+ * @UX_STATE: Loading -> Button disabled, spinner visible, aria-busy=true.
+ * @UX_STATE: Success -> Toast success displayed.
+ * @UX_STATE: Error -> Toast error displayed.
+ * @UX_FEEDBACK: toast.success, toast.error
+ * @UX_RECOVERY: Error -> Keep form interactive and allow retry after failure.
+ *
+ * @TEST_CONTRACT: ComponentState ->
+ * {
+ *   required_fields: { isLoading: bool },
+ *   invariants:[
+ *     "isLoading=true implies button.disabled=true",
+ *     "isLoading=true implies aria-busy=true"
+ *   ]
+ * }
+ * @TEST_FIXTURE: idle_state -> { isLoading: false }
+ * @TEST_FIXTURE: successful_response -> { task_id: "task_123" }
+ * @TEST_EDGE: api_failure -> raises Error("Network")
+ * @TEST_EDGE: empty_response -> {}
+ * @TEST_EDGE: rapid_double_click -> special: concurrent_click
+ * @TEST_INVARIANT: prevent_double_submission -> VERIFIED_BY:[rapid_double_click]
+ * @TEST_INVARIANT: feedback_always_emitted -> VERIFIED_BY:[successful_response, api_failure]
+ */
+-->
+<script>
+  import { postApi } from "$lib/api.js";
+  import { t } from "$lib/i18n";
+  import { toast } from "$lib/stores/toast";
+
+  // GRACE Svelte 5 Runes
+  let { plugin_id = "", params = {} } = $props();
+  let isLoading = $state(false);
+
+  // [DEF:spawnTask:Function]
+  /**
+   * @PURPOSE: Execute task creation request and emit user feedback.
+   * @PRE: plugin_id is resolved and request params are serializable.
+   * @POST: isLoading is reset and user receives success/error feedback.
+   */
+  async function spawnTask() {
+    isLoading = true;
+    console.info("[spawnTask][REASON] Spawning task...", { plugin_id });
+    
+    try {
+      // 1. Action: API Call
+      const response = await postApi("/api/tasks", { plugin_id, params });
+
+      // 2. Feedback: Success validation
+      if (response.task_id) {
+        console.info("[spawnTask][REFLECT] Task created.", { task_id: response.task_id });
+        toast.success($t.tasks.spawned_success);
+      }
+    } catch (error) {
+      // 3. Recovery: Error handling & fallback logic
+      console.error("[spawnTask][EXPLORE] Failed to spawn task. Notifying user.", { error });
+      toast.error(`${$t.errors.task_failed}: ${error.message}`);
+    } finally {
+      isLoading = false;
+    }
+  }
+  // [/DEF:spawnTask:Function]
+</script>
+
+<button
+  onclick={spawnTask}
+  disabled={isLoading}
+  class="btn-primary flex items-center gap-2"
+  aria-busy={isLoading}
+>
+  {#if isLoading}
+    <span class="animate-spin" aria-label="Loading">🌀</span>
+  {/if}
+  <span>{$t.actions.start_task}</span>
+</button>
+<!-- [/DEF:FrontendComponentShot:Component] -->

.ai/shots/plugin_example.py

@@ -0,0 +1,75 @@
+# [DEF:PluginExampleShot:Module]
+# @COMPLEXITY: 3
+# @SEMANTICS: Plugin, Core, Extension
+# @PURPOSE: Reference implementation of a plugin following GRACE standards.
+# @LAYER: Domain (Business Logic)
+# @RELATION: [INHERITS] ->[PluginBase]
+
+from typing import Dict, Any, Optional
+from ..core.plugin_base import PluginBase
+from ..core.task_manager.context import TaskContext
+# GRACE: Обязательный импорт семантического логгера
+from ..core.logger import logger, belief_scope
+
+# [DEF:ExamplePlugin:Class]
+# @PURPOSE: A sample plugin to demonstrate execution context and logging.
+# @RELATION: [INHERITS] ->[PluginBase]
+class ExamplePlugin(PluginBase):
+    @property
+    def id(self) -> str:
+        return "example-plugin"
+
+    #[DEF:get_schema:Function]
+    # @PURPOSE: Defines input validation schema.
+    def get_schema(self) -> Dict[str, Any]:
+        return {
+            "type": "object",
+            "properties": {
+                "message": {
+                    "type": "string",
+                    "default": "Hello, GRACE!",
+                }
+            },
+            "required": ["message"],
+        }
+    #[/DEF:get_schema:Function]
+
+    # [DEF:execute:Function]
+    # @COMPLEXITY: 4
+    # @PURPOSE: Core plugin logic with structured logging and scope isolation.
+    # @RELATION: [BINDS_TO] ->[context.logger]
+    # @PRE: params must be validated against get_schema() before calling.
+    # @POST: Plugin payload is processed; progress is reported if context exists.
+    # @SIDE_EFFECT: Emits logs to centralized system and TaskContext.
+    async def execute(self, params: Dict, context: Optional[TaskContext] = None):
+        message = params.get("message", "Fallback")
+        
+        # GRACE: Изоляция мыслей ИИ в Thread-Local scope
+        with belief_scope("example_plugin_exec"):
+            if context:
+                # @RELATION: BINDS_TO -> context.logger
+                log = context.logger.with_source("example_plugin")
+                
+                # GRACE: [REASON] - Системный лог (Внутренняя мысль)
+                logger.reason("TaskContext provided. Binding task logger.", extra={"msg": message})
+                
+                # Task Logs: Бизнес-логи (Уйдут в БД/Вебсокет пользователю)
+                log.info("Starting execution", extra={"msg": message})
+                log.progress("Processing...", percent=50)
+                log.info("Execution completed.")
+                
+                # GRACE: [REFLECT] - Сверка успешного выхода
+                logger.reflect("Context execution finalized successfully")
+            else:
+                # GRACE:[EXPLORE] - Фолбэк ветка (Отклонение от нормы)
+                logger.explore("No TaskContext provided. Running standalone.")
+                
+                # Standalone Fallback
+                print(f"Standalone execution: {message}")
+                
+                # GRACE: [REFLECT] - Сверка выхода фолбэка
+                logger.reflect("Standalone execution finalized")
+    # [/DEF:execute:Function]
+
+#[/DEF:ExamplePlugin:Class]
+# [/DEF:PluginExampleShot:Module]

.ai/shots/trivial_utility.py

@@ -0,0 +1,40 @@
+# [DEF:TrivialUtilityShot:Module]
+# @COMPLEXITY: 1
+# @PURPOSE: Reference implementation of a zero-overhead utility using implicit Complexity 1.
+
+import re
+from datetime import datetime, timezone
+from typing import Optional
+
+# [DEF:slugify:Function]
+# @PURPOSE: Converts a string to a URL-safe slug.
+def slugify(text: str) -> str:
+    if not text:
+        return ""
+    text = text.lower().strip()
+    text = re.sub(r'[^\w\s-]', '', text)
+    return re.sub(r'[-\s]+', '-', text)
+# [/DEF:slugify:Function]
+
+# [DEF:get_utc_now:Function]
+def get_utc_now() -> datetime:
+    """Returns current UTC datetime (purpose is omitted because it's obvious)."""
+    return datetime.now(timezone.utc)
+# [/DEF:get_utc_now:Function]
+
+# [DEF:PaginationDTO:Class]
+class PaginationDTO:
+    # [DEF:__init__:Function]
+    def __init__(self, page: int = 1, size: int = 50):
+        self.page = max(1, page)
+        self.size = min(max(1, size), 1000)
+    # [/DEF:__init__:Function]
+
+    # [DEF:offset:Function]
+    @property
+    def offset(self) -> int:
+        return (self.page - 1) * self.size
+    # [/DEF:offset:Function]
+# [/DEF:PaginationDTO:Class]
+
+# [/DEF:TrivialUtilityShot:Module]

.ai/standards/api_design.md

@@ -0,0 +1,47 @@
+# [DEF:Std:API_FastAPI:Standard]
+# @TIER: CRITICAL
+# @PURPOSE: Unification of all FastAPI endpoints following GRACE-Poly.
+# @LAYER: UI (API)
+# @INVARIANT: All non-trivial route logic must be wrapped in `belief_scope`.
+# @INVARIANT: Every module and function MUST have `[DEF:]` anchors and metadata.
+
+## 1. ROUTE MODULE DEFINITION
+Every API route file must start with a module definition header:
+```python
+# [DEF:ModuleName:Module]
+# @TIER: [CRITICAL | STANDARD | TRIVIAL]
+# @SEMANTICS: list, of, keywords
+# @PURPOSE: High-level purpose of the module.
+# @LAYER: UI (API)
+# @RELATION: DEPENDS_ON -> [OtherModule]
+```
+
+## 2. FUNCTION DEFINITION & CONTRACT
+Every endpoint handler must be decorated with `[DEF:]` and explicit metadata before the implementation:
+```python
+@router.post("/endpoint", response_model=ModelOut)
+# [DEF:function_name:Function]
+# @PURPOSE: What it does (brief, high-entropy).
+# @PARAM: param_name (Type) - Description.
+# @PRE: Conditions before execution (e.g., auth, existence).
+# @POST: Expected state after execution.
+# @RETURN: What it returns.
+async def function_name(...):
+    with belief_scope("function_name"):
+        # Implementation
+        pass
+# [/DEF:function_name:Function]
+```
+
+## 3. DEPENDENCY INJECTION & CORE SERVICES
+*   **Auth:** `Depends(get_current_user)` for authentication.
+*   **Perms:** `Depends(has_permission("resource", "ACTION"))` for RBAC.
+*   **Config:** Use `Depends(get_config_manager)` for settings. Hardcoding is FORBIDDEN.
+*   **Tasks:** Long-running operations must be executed via `TaskManager`. API routes should return Task ID and be non-blocking.
+
+## 4. ERROR HANDLING
+*   Raise `HTTPException` from the router layer.
+*   Use `try-except` blocks within `belief_scope` to ensure proper error logging and classification.
+*   Do not leak internal implementation details in error responses.
+
+# [/DEF:Std:API_FastAPI]

.ai/standards/architecture.md

@@ -0,0 +1,25 @@
+# [DEF:Std:Architecture:Standard]
+# @TIER: CRITICAL
+# @PURPOSE: Core architectural decisions and service boundaries.
+# @LAYER: Infra
+# @INVARIANT: ss-tools MUST remain a standalone service (Orchestrator).
+# @INVARIANT: Backend: FastAPI, Frontend: SvelteKit.
+
+## 1. ORCHESTRATOR VS INSTANCE
+*   **Role:** ss-tools is a "Manager of Managers". It sits ABOVE Superset environments.
+*   **Isolation:** Do not integrate directly into Superset as a plugin to maintain multi-environment management capability.
+*   **Tech Stack:** 
+    *   Backend: Python 3.9+ with FastAPI (Asynchronous logic).
+    *   Frontend: SvelteKit + Tailwind CSS (Reactive UX).
+
+## 2. COMPONENT BOUNDARIES
+*   **Plugins:** All business logic must be encapsulated in Plugins (`backend/src/plugins/`).
+*   **TaskManager:** All long-running operations MUST be handled by the TaskManager.
+*   **Security:** Independent RBAC system managed in `auth.db`.
+
+## 3. INTEGRATION STRATEGY
+*   **Superset API:** Communication via REST API.
+*   **Database:** Local SQLite for metadata (`tasks.db`, `auth.db`, `migrations.db`).
+*   **Filesystem:** Local storage for backups and git repositories.
+
+# [/DEF:Std:Architecture]

.ai/standards/constitution.md

@@ -0,0 +1,36 @@
+# [DEF:Std:Constitution:Standard]
+# @TIER: CRITICAL
+# @PURPOSE: Supreme Law of the Repository. High-level architectural and business invariants.
+# @VERSION: 2.3.0
+# @LAST_UPDATE: 2026-02-19
+# @INVARIANT: Any deviation from this Constitution constitutes a build failure.
+
+## 1. CORE PRINCIPLES
+
+### I. Semantic Protocol Compliance
+*   **Ref:** `[DEF:Std:Semantics]` (`ai/standards/semantic.md`)
+*   **Law:** All code must adhere to the Axioms (Meaning First, Contract First, etc.).
+*   **Compliance:** Strict matching of Anchors (`[DEF]`), Tags (`@KEY`), and structures is mandatory.
+
+### II. Modular Plugin Architecture
+*   **Pattern:** Everything is a Plugin inheriting from `PluginBase`.
+*   **Centralized Config:** Use `ConfigManager` via `get_config_manager()`. Hardcoding is FORBIDDEN.
+
+### III. Unified Frontend Experience
+*   **Styling:** Tailwind CSS First. Minimize scoped `<style>`.
+*   **i18n:** All user-facing text must be in `src/lib/i18n`.
+*   **API:** Use `requestApi` / `fetchApi` wrappers. Native `fetch` is FORBIDDEN.
+
+### IV. Security & RBAC
+*   **Permissions:** Every Plugin must define unique permission strings (e.g., `plugin:name:execute`).
+*   **Auth:** Mandatory registration in `auth.db`.
+
+### V. Independent Testability
+*   **Requirement:** Every feature must define "Independent Tests" for isolated verification.
+
+### VI. Asynchronous Execution
+*   **TaskManager:** Long-running operations must be async tasks.
+*   **Non-Blocking:** API endpoints return Task ID immediately.
+*   **Observability:** Real-time updates via WebSocket.
+
+# [/DEF:Std:Constitution]

.ai/standards/plugin_design.md

@@ -0,0 +1,32 @@
+# [DEF:Std:Plugin:Standard]
+# @TIER: CRITICAL
+# @PURPOSE: Standards for building and integrating Plugins.
+# @LAYER: Domain (Plugin)
+# @INVARIANT: All plugins MUST inherit from `PluginBase`.
+# @INVARIANT: All plugins MUST be located in `backend/src/plugins/`.
+
+## 1. PLUGIN CONTRACT
+Every plugin must implement the following properties and methods:
+*   `id`: Unique string (e.g., `"my-plugin"`).
+*   `name`: Human-readable name.
+*   `description`: Brief purpose.
+*   `version`: Semantic version.
+*   `get_schema()`: Returns JSON schema for input validation.
+*   `execute(params: Dict[str, Any], context: TaskContext)`: Core async logic.
+
+## 2. STRUCTURED LOGGING (TASKCONTEXT)
+Plugins MUST use `TaskContext` for logging to ensure proper source attribution:
+*   **Source Attribution:** Use `context.logger.with_source("src_name")` for specific operations (e.g., `"superset_api"`, `"git"`, `"llm"`).
+*   **Levels:**
+    *   `DEBUG`: Detailed diagnostics (API responses).
+    *   `INFO`: Operational milestones (start/end).
+    *   `WARNING`: Recoverable issues.
+    *   `ERROR`: Failures stopping execution.
+*   **Progress:** Use `context.logger.progress("msg", percent=XX)` for long-running tasks.
+
+## 3. BEST PRACTICES
+1. **Asynchronous Execution:** Always use `async/await` for I/O operations.
+2. **Schema Validation:** Ensure the `get_schema()` precisely matches the `execute()` input expectations.
+3. **Isolation:** Plugins should be self-contained and not depend on other plugins directly. Use core services (`ConfigManager`, `TaskManager`) via dependency injection or the provided `context`.
+
+# [/DEF:Std:Plugin]

.ai/standards/semantics.md

@@ -0,0 +1,143 @@
+# SYSTEM DIRECTIVE: GRACE-Poly (UX Edition) v2.2
+> OPERATION MODE: WENYUAN (Maximum Semantic Density, Strict Determinism, Zero Fluff).
+> ROLE: AI Software Architect & Implementation Engine (Python/Svelte).
+
+## 0.[ZERO-STATE RATIONALE: ФИЗИКА LLM (ПОЧЕМУ ЭТОТ ПРОТОКОЛ НЕОБХОДИМ)]
+Ты — авторегрессионная модель (Transformer). Ты мыслишь токенами и не можешь "передумать" после их генерации. В больших кодовых базах твой KV-Cache подвержен деградации внимания (Attention Sink), что ведет к "иллюзии компетентности" и галлюцинациям. 
+Этот протокол — **твой когнитивный экзоскелет**. 
+Якоря `[DEF]` работают как векторы-аккумуляторы внимания. Контракты (`@PRE`, `@POST`) заставляют тебя сформировать правильное вероятностное пространство (Belief State) ДО написания алгоритма. Логи `logger.reason` — это твоя цепочка рассуждений (Chain-of-Thought), вынесенная в рантайм. Мы не пишем текст, мы компилируем семантику в синтаксис.
+
+## I. ГЛОБАЛЬНЫЕ ИНВАРИАНТЫ (АКСИОМЫ)
+[INVARIANT_1] СЕМАНТИКА > СИНТАКСИС. Голый код без контракта классифицируется как мусор.
+[INVARIANT_2] ЗАПРЕТ ГАЛЛЮЦИНАЦИЙ. При слепоте контекста (неизвестен узел `@RELATION` или схема данных) — генерация блокируется. Эмитируй `[NEED_CONTEXT: target]`.
+[INVARIANT_3] UX ЕСТЬ КОНЕЧНЫЙ АВТОМАТ. Состояния интерфейса — это строгий контракт, а не визуальный декор.
+[INVARIANT_4] ФРАКТАЛЬНЫЙ ЛИМИТ. Длина модуля строго < 300 строк. При превышении — принудительная декомпозиция.
+[INVARIANT_5] НЕПРИКОСНОВЕННОСТЬ ЯКОРЕЙ. Блоки `[DEF]...[/DEF]` используются как аккумуляторы внимания. Закрывающий тег обязателен.
+
+## II. СИНТАКСИС И РАЗМЕТКА (SEMANTIC ANCHORS)
+Формат зависит от среды исполнения:
+- Python: `#[DEF:id:Type] ... # [/DEF:id:Type]`
+- Svelte (HTML/Markup): `<!--[DEF:id:Type] --> ... <!-- [/DEF:id:Type] -->`
+- Svelte (Script/JS): `// [DEF:id:Type] ... //[/DEF:id:Type]`
+*Допустимые Type: Module, Class, Function, Component, Store, Block.*
+
+**Формат метаданных (ДО имплементации):**
+`@KEY: Value` (в Python — `# @KEY`, в TS/JS — `/** @KEY */`, в HTML — `<!-- @KEY -->`).
+
+**Граф Зависимостей (GraphRAG):**
+`@RELATION: [PREDICATE] ->[TARGET_ID]`
+*Допустимые предикаты:* DEPENDS_ON, CALLS, INHERITS, IMPLEMENTS, DISPATCHES, BINDS_TO.
+
+## III. ТОПОЛОГИЯ ФАЙЛА (СТРОГИЙ ПОРЯДОК)
+1. **HEADER (Заголовок):**[DEF:filename:Module]
+   @COMPLEXITY: [1|2|3|4|5] *(алиас: `@C:`; legacy `@TIER` допустим только для обратной совместимости)*
+   @SEMANTICS: [keywords]
+   @PURPOSE: [Однострочная суть]
+   @LAYER: [Domain | UI | Infra]
+   @RELATION: [Зависимости]
+   @INVARIANT: [Бизнес-правило, которое нельзя нарушить]
+2. **BODY (Тело):** Импорты -> Реализация логики внутри вложенных `[DEF]`.
+3. **FOOTER (Подвал):** [/DEF:filename:Module]
+
+## IV. КОНТРАКТЫ (DESIGN BY CONTRACT & UX)
+Контракты требуются адаптивно по уровню сложности, а не по жесткому tier.
+
+**[CORE CONTRACTS]:**
+- `@PURPOSE:` Суть функции/компонента.
+- `@PRE:` Условия запуска (в коде реализуются через `if/raise` или guards, НЕ через `assert`).
+- `@POST:` Гарантии на выходе.
+- `@SIDE_EFFECT:` Мутации состояния, I/O, сеть.
+- `@DATA_CONTRACT:` Ссылка на DTO (Input -> Model, Output -> Model).
+
+**[UX CONTRACTS (Svelte 5+)]:**
+- `@UX_STATE: [StateName] -> [Поведение]` (Idle, Loading, Error, Success).
+- `@UX_FEEDBACK:` Реакция системы (Toast, Shake, RedBorder).
+- `@UX_RECOVERY:` Путь восстановления после сбоя (Retry, ClearInput).
+- `@UX_REACTIVITY:` Явный биндинг. *ЗАПРЕТ НА `$:` и `export let`. ТОЛЬКО Руны: `$state`, `$derived`, `$effect`, `$props`.*
+
+**[TEST CONTRACTS (Для AI-Auditor)]:**
+- `@TEST_CONTRACT: [Input] -> [Output]`
+- `@TEST_SCENARIO: [Название] -> [Ожидание]`
+- `@TEST_FIXTURE: [Название] -> file:[path] | INLINE_JSON`
+- `@TEST_EDGE: [Название] ->[Сбой]` (Минимум 3: missing_field, invalid_type, external_fail).
+- `@TEST_INVARIANT: [Имя] -> VERIFIED_BY: [scenario_1, ...]`
+
+## V. ШКАЛА СЛОЖНОСТИ (COMPLEXITY 1-5)
+Степень контроля задается в Header через `@COMPLEXITY` или сокращение `@C`.
+Если тег отсутствует, сущность по умолчанию считается **Complexity 1**. Это сделано специально для экономии токенов и снижения шума на очевидных утилитах.
+
+- **1 — ATOMIC**
+  - Примеры: DTO, исключения, геттеры, простые утилиты, короткие адаптеры.
+  - Обязательны только якоря `[DEF]...[/DEF]`.
+  - `@PURPOSE` желателен, но не обязателен.
+
+- **2 — SIMPLE**
+  - Примеры: простые helper-функции, небольшие мапперы, UI-атомы.
+  - Обязателен `@PURPOSE`.
+  - Остальные контракты опциональны.
+
+- **3 — FLOW**
+  - Примеры: стандартная бизнес-логика, API handlers, сервисные методы, UI с загрузкой данных.
+  - Обязательны: `@PURPOSE`, `@RELATION`.
+  - Для UI дополнительно обязателен `@UX_STATE`.
+
+- **4 — ORCHESTRATION**
+  - Примеры: сложная координация, работа с I/O, multi-step алгоритмы, stateful pipelines.
+  - Обязательны: `@PURPOSE`, `@RELATION`, `@PRE`, `@POST`, `@SIDE_EFFECT`.
+  - Для Python обязателен осмысленный путь логирования через `logger.reason()` / `logger.reflect()` или аналогичный belief-state механизм.
+
+- **5 — CRITICAL**
+  - Примеры: auth, security, database boundaries, migration core, money-like invariants.
+  - Обязателен полный контракт: уровень 4 + `@DATA_CONTRACT` + `@INVARIANT`.
+  - Для UI требуются UX-контракты.
+  - Использование `belief_scope` строго обязательно.
+
+**Legacy mapping (обратная совместимость):**
+- `@COMPLEXITY: 1` -> Complexity 1
+- `@COMPLEXITY: 3` -> Complexity 3
+- `@COMPLEXITY: 5` -> Complexity 5
+
+## VI. ПРОТОКОЛ ЛОГИРОВАНИЯ (THREAD-LOCAL BELIEF STATE)
+Логирование — это механизм трассировки рассуждений ИИ (CoT) и управления Attention Energy. Архитектура использует Thread-local storage (`_belief_state`), поэтому `ID` прокидывается автоматически.
+
+**[PYTHON CORE TOOLS]:**
+Импорт: `from ...logger import logger, belief_scope, believed`
+1. **Декоратор:** `@believed("ID")` — автоматический трекинг функции.
+2. **Контекст:** `with belief_scope("ID"):` — очерчивает локальный предел мысли. НЕ возвращает context, используется просто как `with`.
+3. **Вызов логера:** Осуществляется через глобальный импортированный `logger`. Дополнительные данные передавать через `extra={...}`.
+
+**[СЕМАНТИЧЕСКИЕ МЕТОДЫ (MONKEY-PATCHED)]:**
+*(Маркеры вроде `[REASON]` и `[ID]` подставляются автоматически форматтером. Не пиши их в тексте!)*
+1. **`logger.explore(msg, extra={...})`** (Поиск/Ветвление): Применяется при фолбэках, `except`, проверке гипотез. Эмитирует WARNING.
+   *Пример:* `logger.explore("Insufficient funds", extra={"balance": bal})`
+2. **`logger.reason(msg, extra={...})`** (Дедукция): Применяется при прохождении guards и выполнении шагов контракта. Эмитирует INFO.
+   *Пример:* `logger.reason("Initiating transfer")`
+3. **`logger.reflect(msg, extra={...})`** (Самопроверка): Применяется для сверки результата с `@POST` перед `return`. Эмитирует DEBUG.
+   *Пример:* `logger.reflect("Transfer committed", extra={"tx_id": tx_id})`
+
+*(Для Frontend/Svelte использовать ручной префикс: `console.info("[ID][REFLECT] Text", {data})`)*
+
+## VII. АЛГОРИТМ ИСПОЛНЕНИЯ И САМОКОРРЕКЦИИ
+**[PHASE_1: ANALYSIS]**
+Оцени Complexity, Layer и UX-требования. При слепоте контекста -> `yield [NEED_CONTEXT: id]`.
+**[PHASE_2: SYNTHESIS]**
+Сгенерируй каркас из `[DEF]`, Header и только тех контрактов, которые соответствуют уровню сложности.
+**[PHASE_3: IMPLEMENTATION]**
+Напиши код строго по Контракту. Для Complexity 5 секций открой `with belief_scope("ID"):` и орошай путь вызовами `logger.reason()` и `logger.reflect()`.
+**[PHASE_4: CLOSURE]**
+Убедись, что все `[DEF]` закрыты соответствующими `[/DEF]`.
+
+**[EXCEPTION: DETECTIVE MODE]**
+Если обнаружено нарушение контракта или ошибка:
+1. СТОП-СИГНАЛ: Выведи `[COHERENCE_CHECK_FAILED]`.
+2. ГИПОТЕЗА: Сгенерируй вызов `logger.explore("Ошибка в I/O / Состоянии / Зависимости -> Описание")`.
+3. ЗАПРОС: Запроси разрешение на изменение контракта.
+
+## VIII. ТЕСТЫ: ПРАВИЛА РАЗМЕТКИ
+Для предотвращения перегрузки тестовых файлов семантическим шумом и снижения "orphan count" применяются упрощенные правила:
+
+1. **Короткие ID:** Тестовые модули ОБЯЗАНЫ иметь короткие семантические ID (например, `AssistantApiTests`), а не полные пути импорта.
+2. **BINDS_TO для крупных узлов:** Предикат `BINDS_TO` используется ТОЛЬКО для крупных логических блоков внутри теста (фикстуры-классы, сложные моки, `_FakeDb`).
+3. **Complexity 1 для хелперов:** Мелкие вспомогательные функции внутри теста (`_run_async`, `_setup_mock`) остаются на уровне Complexity 1. Для них `@RELATION` и `@PURPOSE` не требуются — достаточно якорей `[DEF]...[/DEF]`.
+4. **Тестовые сценарии:** Сами функции тестов (`test_...`) по умолчанию считаются Complexity 2 (требуется только `@PURPOSE`). Использование `BINDS_TO` для них опционально.
+5. **Запрет на цепочки:** Не нужно описывать граф вызовов внутри теста. Достаточно "заземлить" 1-2 главных хелпера на ID модуля через `BINDS_TO`, чтобы файл перестал считаться набором сирот.

.ai/standards/ui_design.md

@@ -0,0 +1,75 @@
+# [DEF:Std:UI_Svelte:Standard]
+# @TIER: CRITICAL
+# @PURPOSE: Unification of all Svelte components following GRACE-Poly (UX Edition).
+# @LAYER: UI
+# @INVARIANT: Every component MUST have `<!-- [DEF:] -->` anchors and UX tags.
+# @INVARIANT: Use Tailwind CSS for all styling (no custom CSS without justification).
+
+## 1. UX PHILOSOPHY: RESOURCE-CENTRIC & SVELTE 5
+*   **Version:** Project uses Svelte 5.
+*   **Runes:** Use Svelte 5 Runes for reactivity: `$state()`, `$derived()`, `$effect()`, `$props()`. Traditional `let` (for reactivity) and `export let` (for props) are DEPRECATED in favor of runes.
+*   **Definition:** Navigation and actions revolve around Resources.
+*   **Traceability:** Every action must be linked to a Task ID with visible logs in the Task Drawer.
+
+## 2. COMPONENT ARCHITECTURE: GLOBAL TASK DRAWER
+*   **Role:** A single, persistent slide-out panel (`GlobalTaskDrawer.svelte`) in `+layout.svelte`.
+*   **Triggering:** Opens automatically when a task starts or when a user clicks a status badge.
+*   **Interaction:** Interactive elements (Password prompts, Mapping tables) MUST be rendered INSIDE the Drawer, not as center-screen modals.
+
+## 3. COMPONENT STRUCTURE & CORE RULES
+*   **Styling:** Tailwind CSS utility classes are MANDATORY. Minimize scoped `<style>`.
+*   **Localization:** All user-facing text must use `$t` from `src/lib/i18n`.
+*   **API Calls:** Use `requestApi` / `fetchApi` wrappers. Native `fetch` is FORBIDDEN.
+*   **Anchors:** Every component MUST have `<!-- [DEF:] -->` anchors and UX tags.
+
+## 2. COMPONENT TEMPLATE
+Each Svelte file must follow this structure:
+```html
+<!-- [DEF:ComponentName:Component] -->
+<script>
+  /**
+   * @TIER: [CRITICAL | STANDARD | TRIVIAL]
+   * @PURPOSE: Brief description of the component purpose.
+   * @LAYER: UI
+   * @SEMANTICS: list, of, keywords
+   * @RELATION: DEPENDS_ON -> [OtherComponent|Store]
+   * 
+   * @UX_STATE: [StateName] -> Visual behavior description.
+   * @UX_FEEDBACK: System reaction (e.g., Toast, Shake).
+   * @UX_RECOVERY: Error recovery mechanism.
+   * @UX_TEST: [state] -> {action, expected}
+   */
+  import { ... } from "...";
+  
+  // Exports (Props)
+  export let prop_name = "...";
+  
+  // Logic
+</script>
+
+<!-- HTML Template -->
+<div class="...">
+  ...
+</div>
+
+<style>
+  /* Optional: Local styles using @apply only */
+</style>
+<!-- [/DEF:ComponentName:Component] -->
+```
+
+## 2. STATE MANAGEMENT & STORES
+*   **Subscription:** Use `$` prefix for reactive store access (e.g., `$sidebarStore`).
+*   **Data Flow:** Mark store interactions in `[DEF:]` metadata:
+    *   `# @RELATION: BINDS_TO -> store_id`
+
+## 3. UI/UX BEST PRACTICES
+*   **Transitions:** Use Svelte built-in transitions for UI state changes.
+*   **Feedback:** Always provide visual feedback for async actions (Loading spinners, skeleton loaders).
+*   **Modularity:** Break down components into "Atoms" (Trivial) and "Orchestrators" (Critical).
+
+## 4. ACCESSIBILITY (A11Y)
+*   Ensure proper ARIA roles and keyboard navigation for interactive elements.
+*   Use semantic HTML tags (`<nav>`, `<header>`, `<main>`, `<footer>`).
+
+# [/DEF:Std:UI_Svelte]

.codex/prompts/audit-test.md

@@ -0,0 +1,103 @@
+---
+description: Audit AI-generated unit tests. Your goal is to aggressively search for "Test Tautologies", "Logic Echoing", and "Contract Negligence". You are the final gatekeeper. If a test is meaningless, you MUST reject it.
+---
+
+**ROLE:** Elite Quality Assurance Architect and Red Teamer.
+**OBJECTIVE:** Audit AI-generated unit tests. Your goal is to aggressively search for "Test Tautologies", "Logic Echoing", and "Contract Negligence". You are the final gatekeeper. If a test is meaningless, you MUST reject it.
+
+**INPUT:**
+1. SOURCE CODE (with GRACE-Poly `[DEF]` Contract: `@PRE`, `@POST`, `@TEST_CONTRACT`, `@TEST_FIXTURE`, `@TEST_EDGE`, `@TEST_INVARIANT`).
+2. GENERATED TEST CODE.
+
+### I. CRITICAL ANTI-PATTERNS (REJECT IMMEDIATELY IF FOUND):
+
+1. **The Tautology (Self-Fulfilling Prophecy):**
+   - *Definition:* The test asserts hardcoded values against hardcoded values without executing the core business logic, or mocks the actual function being tested.
+   - *Example of Failure:* `assert 2 + 2 == 4` or mocking the class under test so that it returns exactly what the test asserts.
+
+2. **The Logic Mirror (Echoing):**
+   - *Definition:* The test re-implements the exact same algorithmic logic found in the source code to calculate the `expected_result`. If the original logic is flawed, the test will falsely pass.
+   - *Rule:* Tests must assert against **static, predefined outcomes** (from `@TEST_FIXTURE`, `@TEST_EDGE`, `@TEST_INVARIANT` or explicit constants), NOT dynamically calculated outcomes using the same logic as the source.
+
+3. **The "Happy Path" Illusion:**
+   - *Definition:* The test suite only checks successful executions but ignores the `@PRE` conditions (Negative Testing).
+   - *Rule:* Every `@PRE` tag in the source contract MUST have a corresponding test that deliberately violates it and asserts the correct Exception/Error state.
+
+4. **Missing Post-Condition Verification:**
+   - *Definition:* The test calls the function but only checks the return value, ignoring `@SIDE_EFFECT` or `@POST` state changes (e.g., failing to verify that a DB call was made or a Store was updated).
+
+5. **Missing Edge Case Coverage:**
+   - *Definition:* The test suite ignores `@TEST_EDGE` scenarios defined in the contract.
+   - *Rule:* Every `@TEST_EDGE` in the source contract MUST have a corresponding test case.
+
+6. **Missing Invariant Verification:**
+   - *Definition:* The test suite does not verify `@TEST_INVARIANT` conditions.
+   - *Rule:* Every `@TEST_INVARIANT` MUST be verified by at least one test that attempts to break it.
+
+7. **Missing UX State Testing (Svelte Components):**
+   - *Definition:* For Svelte components with `@UX_STATE`, the test suite does not verify state transitions.
+   - *Rule:* Every `@UX_STATE` transition MUST have a test verifying the visual/behavioral change.
+   - *Check:* `@UX_FEEDBACK` mechanisms (toast, shake, color) must be tested.
+   - *Check:* `@UX_RECOVERY` mechanisms (retry, clear input) must be tested.
+
+### II. SEMANTIC PROTOCOL COMPLIANCE
+
+Verify the test file follows GRACE-Poly semantics:
+
+1. **Anchor Integrity:**
+   - Test file MUST start with `[DEF:__tests__/test_name:Module]`
+   - Test file MUST end with `[/DEF:__tests__/test_name:Module]`
+
+2. **Required Tags:**
+   - `@RELATION: VERIFIES -> <path_to_source>` must be present
+   - `@PURPOSE:` must describe what is being tested
+
+3. **TIER Alignment:**
+   - If source is `@TIER: CRITICAL`, test MUST cover all `@TEST_CONTRACT`, `@TEST_FIXTURE`, `@TEST_EDGE`, `@TEST_INVARIANT`
+   - If source is `@TIER: STANDARD`, test MUST cover `@PRE` and `@POST`
+   - If source is `@TIER: TRIVIAL`, basic smoke test is acceptable
+
+### III. AUDIT CHECKLIST
+
+Evaluate the test code against these criteria:
+1. **Target Invocation:** Does the test actually import and call the function/component declared in the `@RELATION: VERIFIES` tag?
+2. **Contract Alignment:** Does the test suite cover 100% of the `@PRE` (negative tests) and `@POST` (assertions) conditions from the source contract?
+3. **Test Contract Compliance:** Does the test follow the interface defined in `@TEST_CONTRACT`?
+4. **Data Usage:** Does the test use the exact scenarios defined in `@TEST_FIXTURE`?
+5. **Edge Coverage:** Are all `@TEST_EDGE` scenarios tested?
+6. **Invariant Coverage:** Are all `@TEST_INVARIANT` conditions verified?
+7. **UX Coverage (if applicable):** Are all `@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY` tested?
+8. **Mocking Sanity:** Are external dependencies mocked correctly WITHOUT mocking the system under test itself?
+9. **Semantic Anchor:** Does the test file have proper `[DEF]` and `[/DEF]` anchors?
+
+### IV. OUTPUT FORMAT
+
+You MUST respond strictly in the following JSON format. Do not add markdown blocks outside the JSON.
+
+{
+  "verdict": "APPROVED" | "REJECTED",
+  "rejection_reason": "TAUTOLOGY" | "LOGIC_MIRROR" | "WEAK_CONTRACT_COVERAGE" | "OVER_MOCKED" | "MISSING_EDGES" | "MISSING_INVARIANTS" | "MISSING_UX_TESTS" | "SEMANTIC_VIOLATION" | "NONE",
+  "audit_details": {
+    "target_invoked": true/false,
+    "pre_conditions_tested": true/false,
+    "post_conditions_tested": true/false,
+    "test_fixture_used": true/false,
+    "edges_covered": true/false,
+    "invariants_verified": true/false,
+    "ux_states_tested": true/false,
+    "semantic_anchors_present": true/false
+  },
+  "coverage_summary": {
+    "total_edges": number,
+    "edges_tested": number,
+    "total_invariants": number,
+    "invariants_tested": number,
+    "total_ux_states": number,
+    "ux_states_tested": number
+  },
+  "tier_compliance": {
+    "source_tier": "CRITICAL" | "STANDARD" | "TRIVIAL",
+    "meets_tier_requirements": true/false
+  },
+  "feedback": "Strict, actionable feedback for the test generator agent. Explain exactly which anti-pattern was detected and how to fix it."
+}

.codex/prompts/read_semantic.md

@@ -0,0 +1,4 @@
+---
+description: USE SEMANTIC
+---
+Прочитай .ai/standards/semantics.md. ОБЯЗАТЕЛЬНО используй его при разработке

.codex/prompts/semantic.md

@@ -0,0 +1,10 @@
+---
+description: semantic
+---
+
+      You are Semantic Agent responsible for maintaining the semantic integrity of the codebase. Your primary goal is to ensure that all code entities (Modules, Classes, Functions, Components) are properly annotated with semantic anchors and tags as defined in `.ai/standards/semantics.md`.
+      Your core responsibilities are: 1.  **Semantic Mapping**: You run and maintain the `generate_semantic_map.py` script to generate up-to-date semantic maps (`semantics/semantic_map.json`, `.ai/PROJECT_MAP.md`) and compliance reports (`semantics/reports/*.md`). 2.  **Compliance Auditing**: You analyze the generated compliance reports to identify files with low semantic coverage or parsing errors. 3.  **Semantic Enrichment**: You actively edit code files to add missing semantic anchors (`[DEF:...]`, `[/DEF:...]`) and mandatory tags (`@PURPOSE`, `@LAYER`, etc.) to improve the global compliance score. 4.  **Protocol Enforcement**: You strictly adhere to the syntax and rules defined in `.ai/standards/semantics.md` when modifying code.
+      You have access to the full codebase and tools to read, write, and execute scripts. You should prioritize fixing "Critical Parsing Errors" (unclosed anchors) before addressing missing metadata.
+    whenToUse: Use this mode when you need to update the project's semantic map, fix semantic compliance issues (missing anchors/tags/DbC ), or analyze the codebase structure. This mode is specialized for maintaining the `.ai/standards/semantics.md` standards.
+    description: Codebase semantic mapping and compliance expert
+    customInstructions: Always check `semantics/reports/` for the latest compliance status before starting work. When fixing a file, try to fix all semantic issues in that file at once. After making a batch of fixes, run `python3 generate_semantic_map.py` to verify improvements.

.codex/prompts/speckit.analyze.md

@@ -0,0 +1,185 @@
+---
+description: Perform a non-destructive cross-artifact consistency and quality analysis across spec.md, plan.md, and tasks.md after task generation.
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Goal
+
+Identify inconsistencies, duplications, ambiguities, and underspecified items across the three core artifacts (`spec.md`, `plan.md`, `tasks.md`) before implementation. This command MUST run only after `/speckit.tasks` has successfully produced a complete `tasks.md`.
+
+## Operating Constraints
+
+**STRICTLY READ-ONLY**: Do **not** modify any files. Output a structured analysis report. Offer an optional remediation plan (user must explicitly approve before any follow-up editing commands would be invoked manually).
+
+**Constitution Authority**: The project constitution (`.ai/standards/constitution.md`) is **non-negotiable** within this analysis scope. Constitution conflicts are automatically CRITICAL and require adjustment of the spec, plan, or tasks—not dilution, reinterpretation, or silent ignoring of the principle. If a principle itself needs to change, that must occur in a separate, explicit constitution update outside `/speckit.analyze`.
+
+## Execution Steps
+
+### 1. Initialize Analysis Context
+
+Run `.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --include-tasks` once from repo root and parse JSON for FEATURE_DIR and AVAILABLE_DOCS. Derive absolute paths:
+
+- SPEC = FEATURE_DIR/spec.md
+- PLAN = FEATURE_DIR/plan.md
+- TASKS = FEATURE_DIR/tasks.md
+
+Abort with an error message if any required file is missing (instruct the user to run missing prerequisite command).
+For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+### 2. Load Artifacts (Progressive Disclosure)
+
+Load only the minimal necessary context from each artifact:
+
+**From spec.md:**
+
+- Overview/Context
+- Functional Requirements
+- Non-Functional Requirements
+- User Stories
+- Edge Cases (if present)
+
+**From plan.md:**
+
+- Architecture/stack choices
+- Data Model references
+- Phases
+- Technical constraints
+
+**From tasks.md:**
+
+- Task IDs
+- Descriptions
+- Phase grouping
+- Parallel markers [P]
+- Referenced file paths
+
+**From constitution:**
+
+- Load `.ai/standards/constitution.md` for principle validation
+    - Load `.ai/standards/semantics.md` for technical standard validation
+
+### 3. Build Semantic Models
+
+Create internal representations (do not include raw artifacts in output):
+
+- **Requirements inventory**: Each functional + non-functional requirement with a stable key (derive slug based on imperative phrase; e.g., "User can upload file" → `user-can-upload-file`)
+- **User story/action inventory**: Discrete user actions with acceptance criteria
+- **Task coverage mapping**: Map each task to one or more requirements or stories (inference by keyword / explicit reference patterns like IDs or key phrases)
+- **Constitution rule set**: Extract principle names and MUST/SHOULD normative statements
+
+### 4. Detection Passes (Token-Efficient Analysis)
+
+Focus on high-signal findings. Limit to 50 findings total; aggregate remainder in overflow summary.
+
+#### A. Duplication Detection
+
+- Identify near-duplicate requirements
+- Mark lower-quality phrasing for consolidation
+
+#### B. Ambiguity Detection
+
+- Flag vague adjectives (fast, scalable, secure, intuitive, robust) lacking measurable criteria
+- Flag unresolved placeholders (TODO, TKTK, ???, `<placeholder>`, etc.)
+
+#### C. Underspecification
+
+- Requirements with verbs but missing object or measurable outcome
+- User stories missing acceptance criteria alignment
+- Tasks referencing files or components not defined in spec/plan
+
+#### D. Constitution Alignment
+
+- Any requirement or plan element conflicting with a MUST principle
+- Missing mandated sections or quality gates from constitution
+
+#### E. Coverage Gaps
+
+- Requirements with zero associated tasks
+- Tasks with no mapped requirement/story
+- Non-functional requirements not reflected in tasks (e.g., performance, security)
+
+#### F. Inconsistency
+
+- Terminology drift (same concept named differently across files)
+- Data entities referenced in plan but absent in spec (or vice versa)
+- Task ordering contradictions (e.g., integration tasks before foundational setup tasks without dependency note)
+- Conflicting requirements (e.g., one requires Next.js while other specifies Vue)
+
+### 5. Severity Assignment
+
+Use this heuristic to prioritize findings:
+
+- **CRITICAL**: Violates constitution MUST, missing core spec artifact, or requirement with zero coverage that blocks baseline functionality
+- **HIGH**: Duplicate or conflicting requirement, ambiguous security/performance attribute, untestable acceptance criterion
+- **MEDIUM**: Terminology drift, missing non-functional task coverage, underspecified edge case
+- **LOW**: Style/wording improvements, minor redundancy not affecting execution order
+
+### 6. Produce Compact Analysis Report
+
+Output a Markdown report (no file writes) with the following structure:
+
+## Specification Analysis Report
+
+| ID | Category | Severity | Location(s) | Summary | Recommendation |
+|----|----------|----------|-------------|---------|----------------|
+| A1 | Duplication | HIGH | spec.md:L120-134 | Two similar requirements ... | Merge phrasing; keep clearer version |
+
+(Add one row per finding; generate stable IDs prefixed by category initial.)
+
+**Coverage Summary Table:**
+
+| Requirement Key | Has Task? | Task IDs | Notes |
+|-----------------|-----------|----------|-------|
+
+**Constitution Alignment Issues:** (if any)
+
+**Unmapped Tasks:** (if any)
+
+**Metrics:**
+
+- Total Requirements
+- Total Tasks
+- Coverage % (requirements with >=1 task)
+- Ambiguity Count
+- Duplication Count
+- Critical Issues Count
+
+### 7. Provide Next Actions
+
+At end of report, output a concise Next Actions block:
+
+- If CRITICAL issues exist: Recommend resolving before `/speckit.implement`
+- If only LOW/MEDIUM: User may proceed, but provide improvement suggestions
+- Provide explicit command suggestions: e.g., "Run /speckit.specify with refinement", "Run /speckit.plan to adjust architecture", "Manually edit tasks.md to add coverage for 'performance-metrics'"
+
+### 8. Offer Remediation
+
+Ask the user: "Would you like me to suggest concrete remediation edits for the top N issues?" (Do NOT apply them automatically.)
+
+## Operating Principles
+
+### Context Efficiency
+
+- **Minimal high-signal tokens**: Focus on actionable findings, not exhaustive documentation
+- **Progressive disclosure**: Load artifacts incrementally; don't dump all content into analysis
+- **Token-efficient output**: Limit findings table to 50 rows; summarize overflow
+- **Deterministic results**: Rerunning without changes should produce consistent IDs and counts
+
+### Analysis Guidelines
+
+- **NEVER modify files** (this is read-only analysis)
+- **NEVER hallucinate missing sections** (if absent, report them accurately)
+- **Prioritize constitution violations** (these are always CRITICAL)
+- **Use examples over exhaustive rules** (cite specific instances, not generic patterns)
+- **Report zero issues gracefully** (emit success report with coverage statistics)
+
+## Context
+
+$ARGUMENTS

.codex/prompts/speckit.checklist.md

@@ -0,0 +1,294 @@
+---
+description: Generate a custom checklist for the current feature based on user requirements.
+---
+
+## Checklist Purpose: "Unit Tests for English"
+
+**CRITICAL CONCEPT**: Checklists are **UNIT TESTS FOR REQUIREMENTS WRITING** - they validate the quality, clarity, and completeness of requirements in a given domain.
+
+**NOT for verification/testing**:
+
+- ❌ NOT "Verify the button clicks correctly"
+- ❌ NOT "Test error handling works"
+- ❌ NOT "Confirm the API returns 200"
+- ❌ NOT checking if code/implementation matches the spec
+
+**FOR requirements quality validation**:
+
+- ✅ "Are visual hierarchy requirements defined for all card types?" (completeness)
+- ✅ "Is 'prominent display' quantified with specific sizing/positioning?" (clarity)
+- ✅ "Are hover state requirements consistent across all interactive elements?" (consistency)
+- ✅ "Are accessibility requirements defined for keyboard navigation?" (coverage)
+- ✅ "Does the spec define what happens when logo image fails to load?" (edge cases)
+
+**Metaphor**: If your spec is code written in English, the checklist is its unit test suite. You're testing whether the requirements are well-written, complete, unambiguous, and ready for implementation - NOT whether the implementation works.
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Execution Steps
+
+1. **Setup**: Run `.specify/scripts/bash/check-prerequisites.sh --json` from repo root and parse JSON for FEATURE_DIR and AVAILABLE_DOCS list.
+   - All file paths must be absolute.
+   - For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+2. **Clarify intent (dynamic)**: Derive up to THREE initial contextual clarifying questions (no pre-baked catalog). They MUST:
+   - Be generated from the user's phrasing + extracted signals from spec/plan/tasks
+   - Only ask about information that materially changes checklist content
+   - Be skipped individually if already unambiguous in `$ARGUMENTS`
+   - Prefer precision over breadth
+
+   Generation algorithm:
+   1. Extract signals: feature domain keywords (e.g., auth, latency, UX, API), risk indicators ("critical", "must", "compliance"), stakeholder hints ("QA", "review", "security team"), and explicit deliverables ("a11y", "rollback", "contracts").
+   2. Cluster signals into candidate focus areas (max 4) ranked by relevance.
+   3. Identify probable audience & timing (author, reviewer, QA, release) if not explicit.
+   4. Detect missing dimensions: scope breadth, depth/rigor, risk emphasis, exclusion boundaries, measurable acceptance criteria.
+   5. Formulate questions chosen from these archetypes:
+      - Scope refinement (e.g., "Should this include integration touchpoints with X and Y or stay limited to local module correctness?")
+      - Risk prioritization (e.g., "Which of these potential risk areas should receive mandatory gating checks?")
+      - Depth calibration (e.g., "Is this a lightweight pre-commit sanity list or a formal release gate?")
+      - Audience framing (e.g., "Will this be used by the author only or peers during PR review?")
+      - Boundary exclusion (e.g., "Should we explicitly exclude performance tuning items this round?")
+      - Scenario class gap (e.g., "No recovery flows detected—are rollback / partial failure paths in scope?")
+
+   Question formatting rules:
+   - If presenting options, generate a compact table with columns: Option | Candidate | Why It Matters
+   - Limit to A–E options maximum; omit table if a free-form answer is clearer
+   - Never ask the user to restate what they already said
+   - Avoid speculative categories (no hallucination). If uncertain, ask explicitly: "Confirm whether X belongs in scope."
+
+   Defaults when interaction impossible:
+   - Depth: Standard
+   - Audience: Reviewer (PR) if code-related; Author otherwise
+   - Focus: Top 2 relevance clusters
+
+   Output the questions (label Q1/Q2/Q3). After answers: if ≥2 scenario classes (Alternate / Exception / Recovery / Non-Functional domain) remain unclear, you MAY ask up to TWO more targeted follow‑ups (Q4/Q5) with a one-line justification each (e.g., "Unresolved recovery path risk"). Do not exceed five total questions. Skip escalation if user explicitly declines more.
+
+3. **Understand user request**: Combine `$ARGUMENTS` + clarifying answers:
+   - Derive checklist theme (e.g., security, review, deploy, ux)
+   - Consolidate explicit must-have items mentioned by user
+   - Map focus selections to category scaffolding
+   - Infer any missing context from spec/plan/tasks (do NOT hallucinate)
+
+4. **Load feature context**: Read from FEATURE_DIR:
+   - spec.md: Feature requirements and scope
+   - plan.md (if exists): Technical details, dependencies
+   - tasks.md (if exists): Implementation tasks
+
+   **Context Loading Strategy**:
+   - Load only necessary portions relevant to active focus areas (avoid full-file dumping)
+   - Prefer summarizing long sections into concise scenario/requirement bullets
+   - Use progressive disclosure: add follow-on retrieval only if gaps detected
+   - If source docs are large, generate interim summary items instead of embedding raw text
+
+5. **Generate checklist** - Create "Unit Tests for Requirements":
+   - Create `FEATURE_DIR/checklists/` directory if it doesn't exist
+   - Generate unique checklist filename:
+     - Use short, descriptive name based on domain (e.g., `ux.md`, `api.md`, `security.md`)
+     - Format: `[domain].md`
+     - If file exists, append to existing file
+   - Number items sequentially starting from CHK001
+   - Each `/speckit.checklist` run creates a NEW file (never overwrites existing checklists)
+
+   **CORE PRINCIPLE - Test the Requirements, Not the Implementation**:
+   Every checklist item MUST evaluate the REQUIREMENTS THEMSELVES for:
+   - **Completeness**: Are all necessary requirements present?
+   - **Clarity**: Are requirements unambiguous and specific?
+   - **Consistency**: Do requirements align with each other?
+   - **Measurability**: Can requirements be objectively verified?
+   - **Coverage**: Are all scenarios/edge cases addressed?
+
+   **Category Structure** - Group items by requirement quality dimensions:
+   - **Requirement Completeness** (Are all necessary requirements documented?)
+   - **Requirement Clarity** (Are requirements specific and unambiguous?)
+   - **Requirement Consistency** (Do requirements align without conflicts?)
+   - **Acceptance Criteria Quality** (Are success criteria measurable?)
+   - **Scenario Coverage** (Are all flows/cases addressed?)
+   - **Edge Case Coverage** (Are boundary conditions defined?)
+   - **Non-Functional Requirements** (Performance, Security, Accessibility, etc. - are they specified?)
+   - **Dependencies & Assumptions** (Are they documented and validated?)
+   - **Ambiguities & Conflicts** (What needs clarification?)
+
+   **HOW TO WRITE CHECKLIST ITEMS - "Unit Tests for English"**:
+
+   ❌ **WRONG** (Testing implementation):
+   - "Verify landing page displays 3 episode cards"
+   - "Test hover states work on desktop"
+   - "Confirm logo click navigates home"
+
+   ✅ **CORRECT** (Testing requirements quality):
+   - "Are the exact number and layout of featured episodes specified?" [Completeness]
+   - "Is 'prominent display' quantified with specific sizing/positioning?" [Clarity]
+   - "Are hover state requirements consistent across all interactive elements?" [Consistency]
+   - "Are keyboard navigation requirements defined for all interactive UI?" [Coverage]
+   - "Is the fallback behavior specified when logo image fails to load?" [Edge Cases]
+   - "Are loading states defined for asynchronous episode data?" [Completeness]
+   - "Does the spec define visual hierarchy for competing UI elements?" [Clarity]
+
+   **ITEM STRUCTURE**:
+   Each item should follow this pattern:
+   - Question format asking about requirement quality
+   - Focus on what's WRITTEN (or not written) in the spec/plan
+   - Include quality dimension in brackets [Completeness/Clarity/Consistency/etc.]
+   - Reference spec section `[Spec §X.Y]` when checking existing requirements
+   - Use `[Gap]` marker when checking for missing requirements
+
+   **EXAMPLES BY QUALITY DIMENSION**:
+
+   Completeness:
+   - "Are error handling requirements defined for all API failure modes? [Gap]"
+   - "Are accessibility requirements specified for all interactive elements? [Completeness]"
+   - "Are mobile breakpoint requirements defined for responsive layouts? [Gap]"
+
+   Clarity:
+   - "Is 'fast loading' quantified with specific timing thresholds? [Clarity, Spec §NFR-2]"
+   - "Are 'related episodes' selection criteria explicitly defined? [Clarity, Spec §FR-5]"
+   - "Is 'prominent' defined with measurable visual properties? [Ambiguity, Spec §FR-4]"
+
+   Consistency:
+   - "Do navigation requirements align across all pages? [Consistency, Spec §FR-10]"
+   - "Are card component requirements consistent between landing and detail pages? [Consistency]"
+
+   Coverage:
+   - "Are requirements defined for zero-state scenarios (no episodes)? [Coverage, Edge Case]"
+   - "Are concurrent user interaction scenarios addressed? [Coverage, Gap]"
+   - "Are requirements specified for partial data loading failures? [Coverage, Exception Flow]"
+
+   Measurability:
+   - "Are visual hierarchy requirements measurable/testable? [Acceptance Criteria, Spec §FR-1]"
+   - "Can 'balanced visual weight' be objectively verified? [Measurability, Spec §FR-2]"
+
+   **Scenario Classification & Coverage** (Requirements Quality Focus):
+   - Check if requirements exist for: Primary, Alternate, Exception/Error, Recovery, Non-Functional scenarios
+   - For each scenario class, ask: "Are [scenario type] requirements complete, clear, and consistent?"
+   - If scenario class missing: "Are [scenario type] requirements intentionally excluded or missing? [Gap]"
+   - Include resilience/rollback when state mutation occurs: "Are rollback requirements defined for migration failures? [Gap]"
+
+   **Traceability Requirements**:
+   - MINIMUM: ≥80% of items MUST include at least one traceability reference
+   - Each item should reference: spec section `[Spec §X.Y]`, or use markers: `[Gap]`, `[Ambiguity]`, `[Conflict]`, `[Assumption]`
+   - If no ID system exists: "Is a requirement & acceptance criteria ID scheme established? [Traceability]"
+
+   **Surface & Resolve Issues** (Requirements Quality Problems):
+   Ask questions about the requirements themselves:
+   - Ambiguities: "Is the term 'fast' quantified with specific metrics? [Ambiguity, Spec §NFR-1]"
+   - Conflicts: "Do navigation requirements conflict between §FR-10 and §FR-10a? [Conflict]"
+   - Assumptions: "Is the assumption of 'always available podcast API' validated? [Assumption]"
+   - Dependencies: "Are external podcast API requirements documented? [Dependency, Gap]"
+   - Missing definitions: "Is 'visual hierarchy' defined with measurable criteria? [Gap]"
+
+   **Content Consolidation**:
+   - Soft cap: If raw candidate items > 40, prioritize by risk/impact
+   - Merge near-duplicates checking the same requirement aspect
+   - If >5 low-impact edge cases, create one item: "Are edge cases X, Y, Z addressed in requirements? [Coverage]"
+
+   **🚫 ABSOLUTELY PROHIBITED** - These make it an implementation test, not a requirements test:
+   - ❌ Any item starting with "Verify", "Test", "Confirm", "Check" + implementation behavior
+   - ❌ References to code execution, user actions, system behavior
+   - ❌ "Displays correctly", "works properly", "functions as expected"
+   - ❌ "Click", "navigate", "render", "load", "execute"
+   - ❌ Test cases, test plans, QA procedures
+   - ❌ Implementation details (frameworks, APIs, algorithms)
+
+   **✅ REQUIRED PATTERNS** - These test requirements quality:
+   - ✅ "Are [requirement type] defined/specified/documented for [scenario]?"
+   - ✅ "Is [vague term] quantified/clarified with specific criteria?"
+   - ✅ "Are requirements consistent between [section A] and [section B]?"
+   - ✅ "Can [requirement] be objectively measured/verified?"
+   - ✅ "Are [edge cases/scenarios] addressed in requirements?"
+   - ✅ "Does the spec define [missing aspect]?"
+
+6. **Structure Reference**: Generate the checklist following the canonical template in `.specify/templates/checklist-template.md` for title, meta section, category headings, and ID formatting. If template is unavailable, use: H1 title, purpose/created meta lines, `##` category sections containing `- [ ] CHK### <requirement item>` lines with globally incrementing IDs starting at CHK001.
+
+7. **Report**: Output full path to created checklist, item count, and remind user that each run creates a new file. Summarize:
+   - Focus areas selected
+   - Depth level
+   - Actor/timing
+   - Any explicit user-specified must-have items incorporated
+
+**Important**: Each `/speckit.checklist` command invocation creates a checklist file using short, descriptive names unless file already exists. This allows:
+
+- Multiple checklists of different types (e.g., `ux.md`, `test.md`, `security.md`)
+- Simple, memorable filenames that indicate checklist purpose
+- Easy identification and navigation in the `checklists/` folder
+
+To avoid clutter, use descriptive types and clean up obsolete checklists when done.
+
+## Example Checklist Types & Sample Items
+
+**UX Requirements Quality:** `ux.md`
+
+Sample items (testing the requirements, NOT the implementation):
+
+- "Are visual hierarchy requirements defined with measurable criteria? [Clarity, Spec §FR-1]"
+- "Is the number and positioning of UI elements explicitly specified? [Completeness, Spec §FR-1]"
+- "Are interaction state requirements (hover, focus, active) consistently defined? [Consistency]"
+- "Are accessibility requirements specified for all interactive elements? [Coverage, Gap]"
+- "Is fallback behavior defined when images fail to load? [Edge Case, Gap]"
+- "Can 'prominent display' be objectively measured? [Measurability, Spec §FR-4]"
+
+**API Requirements Quality:** `api.md`
+
+Sample items:
+
+- "Are error response formats specified for all failure scenarios? [Completeness]"
+- "Are rate limiting requirements quantified with specific thresholds? [Clarity]"
+- "Are authentication requirements consistent across all endpoints? [Consistency]"
+- "Are retry/timeout requirements defined for external dependencies? [Coverage, Gap]"
+- "Is versioning strategy documented in requirements? [Gap]"
+
+**Performance Requirements Quality:** `performance.md`
+
+Sample items:
+
+- "Are performance requirements quantified with specific metrics? [Clarity]"
+- "Are performance targets defined for all critical user journeys? [Coverage]"
+- "Are performance requirements under different load conditions specified? [Completeness]"
+- "Can performance requirements be objectively measured? [Measurability]"
+- "Are degradation requirements defined for high-load scenarios? [Edge Case, Gap]"
+
+**Security Requirements Quality:** `security.md`
+
+Sample items:
+
+- "Are authentication requirements specified for all protected resources? [Coverage]"
+- "Are data protection requirements defined for sensitive information? [Completeness]"
+- "Is the threat model documented and requirements aligned to it? [Traceability]"
+- "Are security requirements consistent with compliance obligations? [Consistency]"
+- "Are security failure/breach response requirements defined? [Gap, Exception Flow]"
+
+## Anti-Examples: What NOT To Do
+
+**❌ WRONG - These test implementation, not requirements:**
+
+```markdown
+- [ ] CHK001 - Verify landing page displays 3 episode cards [Spec §FR-001]
+- [ ] CHK002 - Test hover states work correctly on desktop [Spec §FR-003]
+- [ ] CHK003 - Confirm logo click navigates to home page [Spec §FR-010]
+- [ ] CHK004 - Check that related episodes section shows 3-5 items [Spec §FR-005]
+```
+
+**✅ CORRECT - These test requirements quality:**
+
+```markdown
+- [ ] CHK001 - Are the number and layout of featured episodes explicitly specified? [Completeness, Spec §FR-001]
+- [ ] CHK002 - Are hover state requirements consistently defined for all interactive elements? [Consistency, Spec §FR-003]
+- [ ] CHK003 - Are navigation requirements clear for all clickable brand elements? [Clarity, Spec §FR-010]
+- [ ] CHK004 - Is the selection criteria for related episodes documented? [Gap, Spec §FR-005]
+- [ ] CHK005 - Are loading state requirements defined for asynchronous episode data? [Gap]
+- [ ] CHK006 - Can "visual hierarchy" requirements be objectively measured? [Measurability, Spec §FR-001]
+```
+
+**Key Differences:**
+
+- Wrong: Tests if the system works correctly
+- Correct: Tests if the requirements are written correctly
+- Wrong: Verification of behavior
+- Correct: Validation of requirement quality
+- Wrong: "Does it do X?"
+- Correct: "Is X clearly specified?"

.codex/prompts/speckit.clarify.md

@@ -0,0 +1,181 @@
+---
+description: Identify underspecified areas in the current feature spec by asking up to 5 highly targeted clarification questions and encoding answers back into the spec.
+handoffs: 
+  - label: Build Technical Plan
+    agent: speckit.plan
+    prompt: Create a plan for the spec. I am building with...
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+Goal: Detect and reduce ambiguity or missing decision points in the active feature specification and record the clarifications directly in the spec file.
+
+Note: This clarification workflow is expected to run (and be completed) BEFORE invoking `/speckit.plan`. If the user explicitly states they are skipping clarification (e.g., exploratory spike), you may proceed, but must warn that downstream rework risk increases.
+
+Execution steps:
+
+1. Run `.specify/scripts/bash/check-prerequisites.sh --json --paths-only` from repo root **once** (combined `--json --paths-only` mode / `-Json -PathsOnly`). Parse minimal JSON payload fields:
+   - `FEATURE_DIR`
+   - `FEATURE_SPEC`
+   - (Optionally capture `IMPL_PLAN`, `TASKS` for future chained flows.)
+   - If JSON parsing fails, abort and instruct user to re-run `/speckit.specify` or verify feature branch environment.
+   - For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+2. Load the current spec file. Perform a structured ambiguity & coverage scan using this taxonomy. For each category, mark status: Clear / Partial / Missing. Produce an internal coverage map used for prioritization (do not output raw map unless no questions will be asked).
+
+   Functional Scope & Behavior:
+   - Core user goals & success criteria
+   - Explicit out-of-scope declarations
+   - User roles / personas differentiation
+
+   Domain & Data Model:
+   - Entities, attributes, relationships
+   - Identity & uniqueness rules
+   - Lifecycle/state transitions
+   - Data volume / scale assumptions
+
+   Interaction & UX Flow:
+   - Critical user journeys / sequences
+   - Error/empty/loading states
+   - Accessibility or localization notes
+
+   Non-Functional Quality Attributes:
+   - Performance (latency, throughput targets)
+   - Scalability (horizontal/vertical, limits)
+   - Reliability & availability (uptime, recovery expectations)
+   - Observability (logging, metrics, tracing signals)
+   - Security & privacy (authN/Z, data protection, threat assumptions)
+   - Compliance / regulatory constraints (if any)
+
+   Integration & External Dependencies:
+   - External services/APIs and failure modes
+   - Data import/export formats
+   - Protocol/versioning assumptions
+
+   Edge Cases & Failure Handling:
+   - Negative scenarios
+   - Rate limiting / throttling
+   - Conflict resolution (e.g., concurrent edits)
+
+   Constraints & Tradeoffs:
+   - Technical constraints (language, storage, hosting)
+   - Explicit tradeoffs or rejected alternatives
+
+   Terminology & Consistency:
+   - Canonical glossary terms
+   - Avoided synonyms / deprecated terms
+
+   Completion Signals:
+   - Acceptance criteria testability
+   - Measurable Definition of Done style indicators
+
+   Misc / Placeholders:
+   - TODO markers / unresolved decisions
+   - Ambiguous adjectives ("robust", "intuitive") lacking quantification
+
+   For each category with Partial or Missing status, add a candidate question opportunity unless:
+   - Clarification would not materially change implementation or validation strategy
+   - Information is better deferred to planning phase (note internally)
+
+3. Generate (internally) a prioritized queue of candidate clarification questions (maximum 5). Do NOT output them all at once. Apply these constraints:
+    - Maximum of 10 total questions across the whole session.
+    - Each question must be answerable with EITHER:
+       - A short multiple‑choice selection (2–5 distinct, mutually exclusive options), OR
+       - A one-word / short‑phrase answer (explicitly constrain: "Answer in <=5 words").
+    - Only include questions whose answers materially impact architecture, data modeling, task decomposition, test design, UX behavior, operational readiness, or compliance validation.
+    - Ensure category coverage balance: attempt to cover the highest impact unresolved categories first; avoid asking two low-impact questions when a single high-impact area (e.g., security posture) is unresolved.
+    - Exclude questions already answered, trivial stylistic preferences, or plan-level execution details (unless blocking correctness).
+    - Favor clarifications that reduce downstream rework risk or prevent misaligned acceptance tests.
+    - If more than 5 categories remain unresolved, select the top 5 by (Impact * Uncertainty) heuristic.
+
+4. Sequential questioning loop (interactive):
+    - Present EXACTLY ONE question at a time.
+    - For multiple‑choice questions:
+       - **Analyze all options** and determine the **most suitable option** based on:
+          - Best practices for the project type
+          - Common patterns in similar implementations
+          - Risk reduction (security, performance, maintainability)
+          - Alignment with any explicit project goals or constraints visible in the spec
+       - Present your **recommended option prominently** at the top with clear reasoning (1-2 sentences explaining why this is the best choice).
+       - Format as: `**Recommended:** Option [X] - <reasoning>`
+       - Then render all options as a Markdown table:
+
+       | Option | Description |
+       |--------|-------------|
+       | A | <Option A description> |
+       | B | <Option B description> |
+       | C | <Option C description> (add D/E as needed up to 5) |
+       | Short | Provide a different short answer (<=5 words) (Include only if free-form alternative is appropriate) |
+
+       - After the table, add: `You can reply with the option letter (e.g., "A"), accept the recommendation by saying "yes" or "recommended", or provide your own short answer.`
+    - For short‑answer style (no meaningful discrete options):
+       - Provide your **suggested answer** based on best practices and context.
+       - Format as: `**Suggested:** <your proposed answer> - <brief reasoning>`
+       - Then output: `Format: Short answer (<=5 words). You can accept the suggestion by saying "yes" or "suggested", or provide your own answer.`
+    - After the user answers:
+       - If the user replies with "yes", "recommended", or "suggested", use your previously stated recommendation/suggestion as the answer.
+       - Otherwise, validate the answer maps to one option or fits the <=5 word constraint.
+       - If ambiguous, ask for a quick disambiguation (count still belongs to same question; do not advance).
+       - Once satisfactory, record it in working memory (do not yet write to disk) and move to the next queued question.
+    - Stop asking further questions when:
+       - All critical ambiguities resolved early (remaining queued items become unnecessary), OR
+       - User signals completion ("done", "good", "no more"), OR
+       - You reach 5 asked questions.
+    - Never reveal future queued questions in advance.
+    - If no valid questions exist at start, immediately report no critical ambiguities.
+
+5. Integration after EACH accepted answer (incremental update approach):
+    - Maintain in-memory representation of the spec (loaded once at start) plus the raw file contents.
+    - For the first integrated answer in this session:
+       - Ensure a `## Clarifications` section exists (create it just after the highest-level contextual/overview section per the spec template if missing).
+       - Under it, create (if not present) a `### Session YYYY-MM-DD` subheading for today.
+    - Append a bullet line immediately after acceptance: `- Q: <question> → A: <final answer>`.
+    - Then immediately apply the clarification to the most appropriate section(s):
+       - Functional ambiguity → Update or add a bullet in Functional Requirements.
+       - User interaction / actor distinction → Update User Stories or Actors subsection (if present) with clarified role, constraint, or scenario.
+       - Data shape / entities → Update Data Model (add fields, types, relationships) preserving ordering; note added constraints succinctly.
+       - Non-functional constraint → Add/modify measurable criteria in Non-Functional / Quality Attributes section (convert vague adjective to metric or explicit target).
+       - Edge case / negative flow → Add a new bullet under Edge Cases / Error Handling (or create such subsection if template provides placeholder for it).
+       - Terminology conflict → Normalize term across spec; retain original only if necessary by adding `(formerly referred to as "X")` once.
+    - If the clarification invalidates an earlier ambiguous statement, replace that statement instead of duplicating; leave no obsolete contradictory text.
+    - Save the spec file AFTER each integration to minimize risk of context loss (atomic overwrite).
+    - Preserve formatting: do not reorder unrelated sections; keep heading hierarchy intact.
+    - Keep each inserted clarification minimal and testable (avoid narrative drift).
+
+6. Validation (performed after EACH write plus final pass):
+   - Clarifications session contains exactly one bullet per accepted answer (no duplicates).
+   - Total asked (accepted) questions ≤ 5.
+   - Updated sections contain no lingering vague placeholders the new answer was meant to resolve.
+   - No contradictory earlier statement remains (scan for now-invalid alternative choices removed).
+   - Markdown structure valid; only allowed new headings: `## Clarifications`, `### Session YYYY-MM-DD`.
+   - Terminology consistency: same canonical term used across all updated sections.
+
+7. Write the updated spec back to `FEATURE_SPEC`.
+
+8. Report completion (after questioning loop ends or early termination):
+   - Number of questions asked & answered.
+   - Path to updated spec.
+   - Sections touched (list names).
+   - Coverage summary table listing each taxonomy category with Status: Resolved (was Partial/Missing and addressed), Deferred (exceeds question quota or better suited for planning), Clear (already sufficient), Outstanding (still Partial/Missing but low impact).
+   - If any Outstanding or Deferred remain, recommend whether to proceed to `/speckit.plan` or run `/speckit.clarify` again later post-plan.
+   - Suggested next command.
+
+Behavior rules:
+
+- If no meaningful ambiguities found (or all potential questions would be low-impact), respond: "No critical ambiguities detected worth formal clarification." and suggest proceeding.
+- If spec file missing, instruct user to run `/speckit.specify` first (do not create a new spec here).
+- Never exceed 5 total asked questions (clarification retries for a single question do not count as new questions).
+- Avoid speculative tech stack questions unless the absence blocks functional clarity.
+- Respect user early termination signals ("stop", "done", "proceed").
+- If no questions asked due to full coverage, output a compact coverage summary (all categories Clear) then suggest advancing.
+- If quota reached with unresolved high-impact categories remaining, explicitly flag them under Deferred with rationale.
+
+Context for prioritization: $ARGUMENTS

.codex/prompts/speckit.constitution.md

@@ -0,0 +1,84 @@
+---
+description: Create or update the project constitution from interactive or provided principle inputs, ensuring all dependent templates stay in sync.
+handoffs: 
+  - label: Build Specification
+    agent: speckit.specify
+    prompt: Implement the feature specification based on the updated constitution. I want to build...
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+You are updating the project constitution at `.ai/standards/constitution.md`. This file is a TEMPLATE containing placeholder tokens in square brackets (e.g. `[PROJECT_NAME]`, `[PRINCIPLE_1_NAME]`). Your job is to (a) collect/derive concrete values, (b) fill the template precisely, and (c) propagate any amendments across dependent artifacts.
+
+**Note**: If `.ai/standards/constitution.md` does not exist yet, it should have been initialized from `.specify/templates/constitution-template.md` during project setup. If it's missing, copy the template first.
+
+Follow this execution flow:
+
+1. Load the existing constitution at `.ai/standards/constitution.md`.
+   - Identify every placeholder token of the form `[ALL_CAPS_IDENTIFIER]`.
+   **IMPORTANT**: The user might require less or more principles than the ones used in the template. If a number is specified, respect that - follow the general template. You will update the doc accordingly.
+
+2. Collect/derive values for placeholders:
+   - If user input (conversation) supplies a value, use it.
+   - Otherwise infer from existing repo context (README, docs, prior constitution versions if embedded).
+   - For governance dates: `RATIFICATION_DATE` is the original adoption date (if unknown ask or mark TODO), `LAST_AMENDED_DATE` is today if changes are made, otherwise keep previous.
+   - `CONSTITUTION_VERSION` must increment according to semantic versioning rules:
+     - MAJOR: Backward incompatible governance/principle removals or redefinitions.
+     - MINOR: New principle/section added or materially expanded guidance.
+     - PATCH: Clarifications, wording, typo fixes, non-semantic refinements.
+   - If version bump type ambiguous, propose reasoning before finalizing.
+
+3. Draft the updated constitution content:
+   - Replace every placeholder with concrete text (no bracketed tokens left except intentionally retained template slots that the project has chosen not to define yet—explicitly justify any left).
+   - Preserve heading hierarchy and comments can be removed once replaced unless they still add clarifying guidance.
+   - Ensure each Principle section: succinct name line, paragraph (or bullet list) capturing non‑negotiable rules, explicit rationale if not obvious.
+   - Ensure Governance section lists amendment procedure, versioning policy, and compliance review expectations.
+
+4. Consistency propagation checklist (convert prior checklist into active validations):
+   - Read `.specify/templates/plan-template.md` and ensure any "Constitution Check" or rules align with updated principles.
+   - Read `.specify/templates/spec-template.md` for scope/requirements alignment—update if constitution adds/removes mandatory sections or constraints.
+   - Read `.specify/templates/tasks-template.md` and ensure task categorization reflects new or removed principle-driven task types (e.g., observability, versioning, testing discipline).
+   - Read each command file in `.specify/templates/commands/*.md` (including this one) to verify no outdated references (agent-specific names like CLAUDE only) remain when generic guidance is required.
+   - Read any runtime guidance docs (e.g., `README.md`, `docs/quickstart.md`, or agent-specific guidance files if present). Update references to principles changed.
+
+5. Produce a Sync Impact Report (prepend as an HTML comment at top of the constitution file after update):
+   - Version change: old → new
+   - List of modified principles (old title → new title if renamed)
+   - Added sections
+   - Removed sections
+   - Templates requiring updates (✅ updated / ⚠ pending) with file paths
+   - Follow-up TODOs if any placeholders intentionally deferred.
+
+6. Validation before final output:
+   - No remaining unexplained bracket tokens.
+   - Version line matches report.
+   - Dates ISO format YYYY-MM-DD.
+   - Principles are declarative, testable, and free of vague language ("should" → replace with MUST/SHOULD rationale where appropriate).
+
+7. Write the completed constitution back to `.ai/standards/constitution.md` (overwrite).
+
+8. Output a final summary to the user with:
+   - New version and bump rationale.
+   - Any files flagged for manual follow-up.
+   - Suggested commit message (e.g., `docs: amend constitution to vX.Y.Z (principle additions + governance update)`).
+
+Formatting & Style Requirements:
+
+- Use Markdown headings exactly as in the template (do not demote/promote levels).
+- Wrap long rationale lines to keep readability (<100 chars ideally) but do not hard enforce with awkward breaks.
+- Keep a single blank line between sections.
+- Avoid trailing whitespace.
+
+If the user supplies partial updates (e.g., only one principle revision), still perform validation and version decision steps.
+
+If critical info missing (e.g., ratification date truly unknown), insert `TODO(<FIELD_NAME>): explanation` and include in the Sync Impact Report under deferred items.
+
+Do not create a new template; always operate on the existing `.ai/standards/constitution.md` file.

.codex/prompts/speckit.fix.md

@@ -0,0 +1,199 @@
+---
+
+description: Fix failing tests and implementation issues based on test reports
+
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Goal
+
+Analyze test failure reports, identify root causes, and fix implementation issues while preserving semantic protocol compliance.
+
+## Operating Constraints
+
+1. **USE CODER MODE**: Always switch to `coder` mode for code fixes
+2. **SEMANTIC PROTOCOL**: Never remove semantic annotations ([DEF], @TAGS). Only update code logic.
+3. **TEST DATA**: If tests use @TEST_ fixtures, preserve them when fixing
+4. **NO DELETION**: Never delete existing tests or semantic annotations
+5. **REPORT FIRST**: Always write a fix report before making changes
+
+## Execution Steps
+
+### 1. Load Test Report
+
+**Required**: Test report file path (e.g., `specs/<feature>/tests/reports/2026-02-19-report.md`)
+
+**Parse the report for**:
+- Failed test cases
+- Error messages
+- Stack traces
+- Expected vs actual behavior
+- Affected modules/files
+
+### 2. Analyze Root Causes
+
+For each failed test:
+
+1. **Read the test file** to understand what it's testing
+2. **Read the implementation file** to find the bug
+3. **Check semantic protocol compliance**:
+   - Does the implementation have correct [DEF] anchors?
+   - Are @TAGS (@PRE, @POST, @UX_STATE, etc.) present?
+   - Does the code match the TIER requirements?
+4. **Identify the fix**:
+   - Logic error in implementation
+   - Missing error handling
+   - Incorrect API usage
+   - State management issue
+
+### 3. Write Fix Report
+
+Create a structured fix report:
+
+```markdown
+# Fix Report: [FEATURE]
+
+**Date**: [YYYY-MM-DD]
+**Report**: [Test Report Path]
+**Fixer**: Coder Agent
+
+## Summary
+
+- Total Failed Tests: [X]
+- Total Fixed: [X]
+- Total Skipped: [X]
+
+## Failed Tests Analysis
+
+### Test: [Test Name]
+
+**File**: `path/to/test.py`
+**Error**: [Error message]
+
+**Root Cause**: [Explanation of why test failed]
+
+**Fix Required**: [Description of fix]
+
+**Status**: [Pending/In Progress/Completed]
+
+## Fixes Applied
+
+### Fix 1: [Description]
+
+**Affected File**: `path/to/file.py`
+**Test Affected**: `[Test Name]`
+
+**Changes**:
+```diff
+<<<<<<< SEARCH
+[Original Code]
+=======
+[Fixed Code]
+>>>>>>> REPLACE
+```
+
+**Verification**: [How to verify fix works]
+
+**Semantic Integrity**: [Confirmed annotations preserved]
+
+## Next Steps
+
+- [ ] Run tests to verify fix: `cd backend && .venv/bin/python3 -m pytest`
+- [ ] Check for related failing tests
+- [ ] Update test documentation if needed
+```
+
+### 4. Apply Fixes (in Coder Mode)
+
+Switch to `coder` mode and apply fixes:
+
+1. **Read the implementation file** to get exact content
+2. **Apply the fix** using apply_diff
+3. **Preserve all semantic annotations**:
+   - Keep [DEF:...] and [/DEF:...] anchors
+   - Keep all @TAGS (@PURPOSE, @LAYER, @TIER, @RELATION, @PRE, @POST, @UX_STATE, @UX_FEEDBACK, @UX_RECOVERY)
+4. **Only update code logic** to fix the bug
+5. **Run tests** to verify the fix
+
+### 5. Verification
+
+After applying fixes:
+
+1. **Run tests**:
+   ```bash
+   cd backend && .venv/bin/python3 -m pytest -v
+   ```
+   or
+   ```bash
+   cd frontend && npm run test
+   ```
+
+2. **Check test results**:
+   - Failed tests should now pass
+   - No new tests should fail
+   - Coverage should not decrease
+
+3. **Update fix report** with results:
+   - Mark fixes as completed
+   - Add verification steps
+   - Note any remaining issues
+
+## Output
+
+Generate final fix report:
+
+```markdown
+# Fix Report: [FEATURE] - COMPLETED
+
+**Date**: [YYYY-MM-DD]
+**Report**: [Test Report Path]
+**Fixer**: Coder Agent
+
+## Summary
+
+- Total Failed Tests: [X]
+- Total Fixed: [X] ✅
+- Total Skipped: [X]
+
+## Fixes Applied
+
+### Fix 1: [Description] ✅
+
+**Affected File**: `path/to/file.py`
+**Test Affected**: `[Test Name]`
+
+**Changes**: [Summary of changes]
+
+**Verification**: All tests pass ✅
+
+**Semantic Integrity**: Preserved ✅
+
+## Test Results
+
+```
+[Full test output showing all passing tests]
+```
+
+## Recommendations
+
+- [ ] Monitor for similar issues
+- [ ] Update documentation if needed
+- [ ] Consider adding more tests for edge cases
+
+## Related Files
+
+- Test Report: [path]
+- Implementation: [path]
+- Test File: [path]
+```
+
+## Context for Fixing
+
+$ARGUMENTS

.codex/prompts/speckit.implement.md

@@ -0,0 +1,150 @@
+---
+description: Execute the implementation plan by processing and executing all tasks defined in tasks.md
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+1. Run `.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --include-tasks` from repo root and parse FEATURE_DIR and AVAILABLE_DOCS list. All paths must be absolute. For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+2. **Check checklists status** (if FEATURE_DIR/checklists/ exists):
+   - Scan all checklist files in the checklists/ directory
+   - For each checklist, count:
+     - Total items: All lines matching `- [ ]` or `- [X]` or `- [x]`
+     - Completed items: Lines matching `- [X]` or `- [x]`
+     - Incomplete items: Lines matching `- [ ]`
+   - Create a status table:
+
+     ```text
+     | Checklist | Total | Completed | Incomplete | Status |
+     |-----------|-------|-----------|------------|--------|
+     | ux.md     | 12    | 12        | 0          | ✓ PASS |
+     | test.md   | 8     | 5         | 3          | ✗ FAIL |
+     | security.md | 6   | 6         | 0          | ✓ PASS |
+     ```
+
+   - Calculate overall status:
+     - **PASS**: All checklists have 0 incomplete items
+     - **FAIL**: One or more checklists have incomplete items
+
+   - **If any checklist is incomplete**:
+     - Display the table with incomplete item counts
+     - **STOP** and ask: "Some checklists are incomplete. Do you want to proceed with implementation anyway? (yes/no)"
+     - Wait for user response before continuing
+     - If user says "no" or "wait" or "stop", halt execution
+     - If user says "yes" or "proceed" or "continue", proceed to step 3
+
+   - **If all checklists are complete**:
+     - Display the table showing all checklists passed
+     - Automatically proceed to step 3
+
+3. Load and analyze the implementation context:
+   - **REQUIRED**: Read tasks.md for the complete task list and execution plan
+   - **REQUIRED**: Read plan.md for tech stack, architecture, and file structure
+   - **IF EXISTS**: Read data-model.md for entities and relationships
+   - **IF EXISTS**: Read contracts/ for API specifications and test requirements
+   - **IF EXISTS**: Read research.md for technical decisions and constraints
+   - **IF EXISTS**: Read quickstart.md for integration scenarios
+
+3. Load and analyze the implementation context:
+    - **REQUIRED**: Read `.ai/standards/semantics.md` for strict coding standards and contract requirements
+    - **REQUIRED**: Read tasks.md for the complete task list and execution plan
+    - **REQUIRED**: Read plan.md for tech stack, architecture, and file structure
+    - **IF EXISTS**: Read data-model.md for entities and relationships
+    - **IF EXISTS**: Read contracts/ for API specifications and test requirements
+    - **IF EXISTS**: Read research.md for technical decisions and constraints
+    - **IF EXISTS**: Read quickstart.md for integration scenarios
+
+4. **Project Setup Verification**:
+   - **REQUIRED**: Create/verify ignore files based on actual project setup:
+
+   **Detection & Creation Logic**:
+   - Check if the following command succeeds to determine if the repository is a git repo (create/verify .gitignore if so):
+
+     ```sh
+     git rev-parse --git-dir 2>/dev/null
+     ```
+
+   - Check if Dockerfile* exists or Docker in plan.md → create/verify .dockerignore
+   - Check if .eslintrc* exists → create/verify .eslintignore
+   - Check if eslint.config.* exists → ensure the config's `ignores` entries cover required patterns
+   - Check if .prettierrc* exists → create/verify .prettierignore
+   - Check if .npmrc or package.json exists → create/verify .npmignore (if publishing)
+   - Check if terraform files (*.tf) exist → create/verify .terraformignore
+   - Check if .helmignore needed (helm charts present) → create/verify .helmignore
+
+   **If ignore file already exists**: Verify it contains essential patterns, append missing critical patterns only
+   **If ignore file missing**: Create with full pattern set for detected technology
+
+   **Common Patterns by Technology** (from plan.md tech stack):
+   - **Node.js/JavaScript/TypeScript**: `node_modules/`, `dist/`, `build/`, `*.log`, `.env*`
+   - **Python**: `__pycache__/`, `*.pyc`, `.venv/`, `venv/`, `dist/`, `*.egg-info/`
+   - **Java**: `target/`, `*.class`, `*.jar`, `.gradle/`, `build/`
+   - **C#/.NET**: `bin/`, `obj/`, `*.user`, `*.suo`, `packages/`
+   - **Go**: `*.exe`, `*.test`, `vendor/`, `*.out`
+   - **Ruby**: `.bundle/`, `log/`, `tmp/`, `*.gem`, `vendor/bundle/`
+   - **PHP**: `vendor/`, `*.log`, `*.cache`, `*.env`
+   - **Rust**: `target/`, `debug/`, `release/`, `*.rs.bk`, `*.rlib`, `*.prof*`, `.idea/`, `*.log`, `.env*`
+   - **Kotlin**: `build/`, `out/`, `.gradle/`, `.idea/`, `*.class`, `*.jar`, `*.iml`, `*.log`, `.env*`
+   - **C++**: `build/`, `bin/`, `obj/`, `out/`, `*.o`, `*.so`, `*.a`, `*.exe`, `*.dll`, `.idea/`, `*.log`, `.env*`
+   - **C**: `build/`, `bin/`, `obj/`, `out/`, `*.o`, `*.a`, `*.so`, `*.exe`, `Makefile`, `config.log`, `.idea/`, `*.log`, `.env*`
+   - **Swift**: `.build/`, `DerivedData/`, `*.swiftpm/`, `Packages/`
+   - **R**: `.Rproj.user/`, `.Rhistory`, `.RData`, `.Ruserdata`, `*.Rproj`, `packrat/`, `renv/`
+   - **Universal**: `.DS_Store`, `Thumbs.db`, `*.tmp`, `*.swp`, `.vscode/`, `.idea/`
+
+   **Tool-Specific Patterns**:
+   - **Docker**: `node_modules/`, `.git/`, `Dockerfile*`, `.dockerignore`, `*.log*`, `.env*`, `coverage/`
+   - **ESLint**: `node_modules/`, `dist/`, `build/`, `coverage/`, `*.min.js`
+   - **Prettier**: `node_modules/`, `dist/`, `build/`, `coverage/`, `package-lock.json`, `yarn.lock`, `pnpm-lock.yaml`
+   - **Terraform**: `.terraform/`, `*.tfstate*`, `*.tfvars`, `.terraform.lock.hcl`
+   - **Kubernetes/k8s**: `*.secret.yaml`, `secrets/`, `.kube/`, `kubeconfig*`, `*.key`, `*.crt`
+
+5. Parse tasks.md structure and extract:
+   - **Task phases**: Setup, Tests, Core, Integration, Polish
+   - **Task dependencies**: Sequential vs parallel execution rules
+   - **Task details**: ID, description, file paths, parallel markers [P]
+   - **Execution flow**: Order and dependency requirements
+
+6. Execute implementation following the task plan:
+   - **Phase-by-phase execution**: Complete each phase before moving to the next
+   - **Respect dependencies**: Run sequential tasks in order, parallel tasks [P] can run together  
+   - **Follow TDD approach**: Execute test tasks before their corresponding implementation tasks
+   - **File-based coordination**: Tasks affecting the same files must run sequentially
+   - **Validation checkpoints**: Verify each phase completion before proceeding
+
+7. Implementation execution rules:
+    - **Strict Adherence**: Apply `.ai/standards/semantics.md` rules:
+      - Every file MUST start with a `[DEF:id:Type]` header and end with a closing `[/DEF:id:Type]` anchor.
+      - Include `@TIER` and define contracts (`@PRE`, `@POST`).
+      - For Svelte components, use `@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY`, and explicitly declare reactivity with `@UX_REATIVITY: State: $state, Derived: $derived`.
+      - **Molecular Topology Logging**: Use prefixes `[EXPLORE]`, `[REASON]`, `[REFLECT]` in logs to trace logic.
+    - **CRITICAL Contracts**: If a task description contains a contract summary (e.g., `CRITICAL: PRE: ..., POST: ...`), these constraints are **MANDATORY** and must be strictly implemented in the code using guards/assertions (if applicable per protocol).
+    - **Setup first**: Initialize project structure, dependencies, configuration
+   - **Tests before code**: If you need to write tests for contracts, entities, and integration scenarios
+   - **Core development**: Implement models, services, CLI commands, endpoints
+   - **Integration work**: Database connections, middleware, logging, external services
+   - **Polish and validation**: Unit tests, performance optimization, documentation
+
+8. Progress tracking and error handling:
+   - Report progress after each completed task
+   - Halt execution if any non-parallel task fails
+   - For parallel tasks [P], continue with successful tasks, report failed ones
+   - Provide clear error messages with context for debugging
+   - Suggest next steps if implementation cannot proceed
+   - **IMPORTANT** For completed tasks, make sure to mark the task off as [X] in the tasks file.
+
+9. Completion validation:
+   - Verify all required tasks are completed
+   - Check that implemented features match the original specification
+   - Validate that tests pass and coverage meets requirements
+   - Confirm the implementation follows the technical plan
+   - Report final status with summary of completed work
+
+Note: This command assumes a complete task breakdown exists in tasks.md. If tasks are incomplete or missing, suggest running `/speckit.tasks` first to regenerate the task list.

.codex/prompts/speckit.plan.md

@@ -0,0 +1,104 @@
+---
+description: Execute the implementation planning workflow using the plan template to generate design artifacts.
+handoffs: 
+  - label: Create Tasks
+    agent: speckit.tasks
+    prompt: Break the plan into tasks
+    send: true
+  - label: Create Checklist
+    agent: speckit.checklist
+    prompt: Create a checklist for the following domain...
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+1. **Setup**: Run `.specify/scripts/bash/setup-plan.sh --json` from repo root and parse JSON for FEATURE_SPEC, IMPL_PLAN, SPECS_DIR, BRANCH. For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+2. **Load context**: Read `.ai/ROOT.md` and `.ai/PROJECT_MAP.md` to understand the project structure and navigation. Then read required standards: `.ai/standards/constitution.md` and `.ai/standards/semantics.md`. Load IMPL_PLAN template.
+
+3. **Execute plan workflow**: Follow the structure in IMPL_PLAN template to:
+   - Fill Technical Context (mark unknowns as "NEEDS CLARIFICATION")
+   - Fill Constitution Check section from constitution
+   - Evaluate gates (ERROR if violations unjustified)
+   - Phase 0: Generate research.md (resolve all NEEDS CLARIFICATION)
+   - Phase 1: Generate data-model.md, contracts/, quickstart.md
+   - Phase 1: Update agent context by running the agent script
+   - Re-evaluate Constitution Check post-design
+
+4. **Stop and report**: Command ends after Phase 2 planning. Report branch, IMPL_PLAN path, and generated artifacts.
+
+## Phases
+
+### Phase 0: Outline & Research
+
+1. **Extract unknowns from Technical Context** above:
+   - For each NEEDS CLARIFICATION → research task
+   - For each dependency → best practices task
+   - For each integration → patterns task
+
+2. **Generate and dispatch research agents**:
+
+   ```text
+   For each unknown in Technical Context:
+     Task: "Research {unknown} for {feature context}"
+   For each technology choice:
+     Task: "Find best practices for {tech} in {domain}"
+   ```
+
+3. **Consolidate findings** in `research.md` using format:
+   - Decision: [what was chosen]
+   - Rationale: [why chosen]
+   - Alternatives considered: [what else evaluated]
+
+**Output**: research.md with all NEEDS CLARIFICATION resolved
+
+### Phase 1: Design & Contracts
+
+**Prerequisites:** `research.md` complete
+
+0. **Validate Design against UX Reference**:
+    - Check if the proposed architecture supports the latency, interactivity, and flow defined in `ux_reference.md`.
+    - **Linkage**: Ensure key UI states from `ux_reference.md` map to Component Contracts (`@UX_STATE`).
+    - **CRITICAL**: If the technical plan compromises the UX (e.g. "We can't do real-time validation"), you **MUST STOP** and warn the user.
+
+1. **Extract entities from feature spec** → `data-model.md`:
+    - Entity name, fields, relationships, validation rules.
+
+2. **Design & Verify Contracts (Semantic Protocol)**:
+    - **Drafting**: Define `[DEF:id:Type]` Headers, Contracts, and closing `[/DEF:id:Type]` for all new modules based on `.ai/standards/semantics.md`.
+    - **TIER Classification**: Explicitly assign `@TIER: [CRITICAL|STANDARD|TRIVIAL]` to each module.
+    - **CRITICAL Requirements**: For all CRITICAL modules, define full `@PRE`, `@POST`, and (if UI) `@UX_STATE` contracts. **MUST** also define testing contracts: `@TEST_CONTRACT`, `@TEST_FIXTURE`, `@TEST_EDGE`, and `@TEST_INVARIANT`.
+    - **Self-Review**:
+      - *Completeness*: Do `@PRE`/`@POST` cover edge cases identified in Research? Are test contracts present for CRITICAL?
+      - *Connectivity*: Do `@RELATION` tags form a coherent graph?
+      - *Compliance*: Does syntax match `[DEF:id:Type]` exactly and is it closed with `[/DEF:id:Type]`?
+    - **Output**: Write verified contracts to `contracts/modules.md`.
+
+3. **Simulate Contract Usage**:
+    - Trace one key user scenario through the defined contracts to ensure data flow continuity.
+    - If a contract interface mismatch is found, fix it immediately.
+
+4. **Generate API contracts**:
+    - Output OpenAPI/GraphQL schema to `/contracts/` for backend-frontend sync.
+
+3. **Agent context update**:
+   - Run `.specify/scripts/bash/update-agent-context.sh agy`
+   - These scripts detect which AI agent is in use
+   - Update the appropriate agent-specific context file
+   - Add only new technology from current plan
+   - Preserve manual additions between markers
+
+**Output**: data-model.md, /contracts/*, quickstart.md, agent-specific file
+
+## Key rules
+
+- Use absolute paths
+- ERROR on gate failures or unresolved clarifications

.codex/prompts/speckit.specify.md

@@ -0,0 +1,258 @@
+---
+description: Create or update the feature specification from a natural language feature description.
+handoffs: 
+  - label: Build Technical Plan
+    agent: speckit.plan
+    prompt: Create a plan for the spec. I am building with...
+  - label: Clarify Spec Requirements
+    agent: speckit.clarify
+    prompt: Clarify specification requirements
+    send: true
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+The text the user typed after `/speckit.specify` in the triggering message **is** the feature description. Assume you always have it available in this conversation even if `$ARGUMENTS` appears literally below. Do not ask the user to repeat it unless they provided an empty command.
+
+Given that feature description, do this:
+
+1. **Generate a concise short name** (2-4 words) for the branch:
+   - Analyze the feature description and extract the most meaningful keywords
+   - Create a 2-4 word short name that captures the essence of the feature
+   - Use action-noun format when possible (e.g., "add-user-auth", "fix-payment-bug")
+   - Preserve technical terms and acronyms (OAuth2, API, JWT, etc.)
+   - Keep it concise but descriptive enough to understand the feature at a glance
+   - Examples:
+     - "I want to add user authentication" → "user-auth"
+     - "Implement OAuth2 integration for the API" → "oauth2-api-integration"
+     - "Create a dashboard for analytics" → "analytics-dashboard"
+     - "Fix payment processing timeout bug" → "fix-payment-timeout"
+
+2. **Check for existing branches before creating new one**:
+
+   a. First, fetch all remote branches to ensure we have the latest information:
+
+      ```bash
+      git fetch --all --prune
+      ```
+
+   b. Find the highest feature number across all sources for the short-name:
+      - Remote branches: `git ls-remote --heads origin | grep -E 'refs/heads/[0-9]+-<short-name>$'`
+      - Local branches: `git branch | grep -E '^[* ]*[0-9]+-<short-name>$'`
+      - Specs directories: Check for directories matching `specs/[0-9]+-<short-name>`
+
+   c. Determine the next available number:
+      - Extract all numbers from all three sources
+      - Find the highest number N
+      - Use N+1 for the new branch number
+
+   d. Run the script `.specify/scripts/bash/create-new-feature.sh --json "$ARGUMENTS"` with the calculated number and short-name:
+      - Pass `--number N+1` and `--short-name "your-short-name"` along with the feature description
+      - Bash example: `.specify/scripts/bash/create-new-feature.sh --json "$ARGUMENTS" --json --number 5 --short-name "user-auth" "Add user authentication"`
+      - PowerShell example: `.specify/scripts/bash/create-new-feature.sh --json "$ARGUMENTS" -Json -Number 5 -ShortName "user-auth" "Add user authentication"`
+
+   **IMPORTANT**:
+   - Check all three sources (remote branches, local branches, specs directories) to find the highest number
+   - Only match branches/directories with the exact short-name pattern
+   - If no existing branches/directories found with this short-name, start with number 1
+   - You must only ever run this script once per feature
+   - The JSON is provided in the terminal as output - always refer to it to get the actual content you're looking for
+   - The JSON output will contain BRANCH_NAME and SPEC_FILE paths
+   - For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot")
+
+3. Load `.specify/templates/spec-template.md` to understand required sections.
+
+4. Follow this execution flow:
+
+    1. Parse user description from Input
+       If empty: ERROR "No feature description provided"
+    2. Extract key concepts from description
+       Identify: actors, actions, data, constraints
+    3. For unclear aspects:
+       - Make informed guesses based on context and industry standards
+       - Only mark with [NEEDS CLARIFICATION: specific question] if:
+         - The choice significantly impacts feature scope or user experience
+         - Multiple reasonable interpretations exist with different implications
+         - No reasonable default exists
+       - **LIMIT: Maximum 3 [NEEDS CLARIFICATION] markers total**
+       - Prioritize clarifications by impact: scope > security/privacy > user experience > technical details
+    4. Fill User Scenarios & Testing section
+       If no clear user flow: ERROR "Cannot determine user scenarios"
+    5. Generate Functional Requirements
+       Each requirement must be testable
+       Use reasonable defaults for unspecified details (document assumptions in Assumptions section)
+    6. Define Success Criteria
+       Create measurable, technology-agnostic outcomes
+       Include both quantitative metrics (time, performance, volume) and qualitative measures (user satisfaction, task completion)
+       Each criterion must be verifiable without implementation details
+    7. Identify Key Entities (if data involved)
+    8. Return: SUCCESS (spec ready for planning)
+
+5. Write the specification to SPEC_FILE using the template structure, replacing placeholders with concrete details derived from the feature description (arguments) while preserving section order and headings.
+
+6. **Specification Quality Validation**: After writing the initial spec, validate it against quality criteria:
+
+   a. **Create Spec Quality Checklist**: Generate a checklist file at `FEATURE_DIR/checklists/requirements.md` using the checklist template structure with these validation items:
+
+      ```markdown
+      # Specification Quality Checklist: [FEATURE NAME]
+      
+      **Purpose**: Validate specification completeness and quality before proceeding to planning
+      **Created**: [DATE]
+      **Feature**: [Link to spec.md]
+      
+      ## Content Quality
+      
+      - [ ] No implementation details (languages, frameworks, APIs)
+      - [ ] Focused on user value and business needs
+      - [ ] Written for non-technical stakeholders
+      - [ ] All mandatory sections completed
+      
+      ## Requirement Completeness
+      
+      - [ ] No [NEEDS CLARIFICATION] markers remain
+      - [ ] Requirements are testable and unambiguous
+      - [ ] Success criteria are measurable
+      - [ ] Success criteria are technology-agnostic (no implementation details)
+      - [ ] All acceptance scenarios are defined
+      - [ ] Edge cases are identified
+      - [ ] Scope is clearly bounded
+      - [ ] Dependencies and assumptions identified
+      
+      ## Feature Readiness
+      
+      - [ ] All functional requirements have clear acceptance criteria
+      - [ ] User scenarios cover primary flows
+      - [ ] Feature meets measurable outcomes defined in Success Criteria
+      - [ ] No implementation details leak into specification
+      
+      ## Notes
+      
+      - Items marked incomplete require spec updates before `/speckit.clarify` or `/speckit.plan`
+      ```
+
+   b. **Run Validation Check**: Review the spec against each checklist item:
+      - For each item, determine if it passes or fails
+      - Document specific issues found (quote relevant spec sections)
+
+   c. **Handle Validation Results**:
+
+      - **If all items pass**: Mark checklist complete and proceed to step 6
+
+      - **If items fail (excluding [NEEDS CLARIFICATION])**:
+        1. List the failing items and specific issues
+        2. Update the spec to address each issue
+        3. Re-run validation until all items pass (max 3 iterations)
+        4. If still failing after 3 iterations, document remaining issues in checklist notes and warn user
+
+      - **If [NEEDS CLARIFICATION] markers remain**:
+        1. Extract all [NEEDS CLARIFICATION: ...] markers from the spec
+        2. **LIMIT CHECK**: If more than 3 markers exist, keep only the 3 most critical (by scope/security/UX impact) and make informed guesses for the rest
+        3. For each clarification needed (max 3), present options to user in this format:
+
+           ```markdown
+           ## Question [N]: [Topic]
+           
+           **Context**: [Quote relevant spec section]
+           
+           **What we need to know**: [Specific question from NEEDS CLARIFICATION marker]
+           
+           **Suggested Answers**:
+           
+           | Option | Answer | Implications |
+           |--------|--------|--------------|
+           | A      | [First suggested answer] | [What this means for the feature] |
+           | B      | [Second suggested answer] | [What this means for the feature] |
+           | C      | [Third suggested answer] | [What this means for the feature] |
+           | Custom | Provide your own answer | [Explain how to provide custom input] |
+           
+           **Your choice**: _[Wait for user response]_
+           ```
+
+        4. **CRITICAL - Table Formatting**: Ensure markdown tables are properly formatted:
+           - Use consistent spacing with pipes aligned
+           - Each cell should have spaces around content: `| Content |` not `|Content|`
+           - Header separator must have at least 3 dashes: `|--------|`
+           - Test that the table renders correctly in markdown preview
+        5. Number questions sequentially (Q1, Q2, Q3 - max 3 total)
+        6. Present all questions together before waiting for responses
+        7. Wait for user to respond with their choices for all questions (e.g., "Q1: A, Q2: Custom - [details], Q3: B")
+        8. Update the spec by replacing each [NEEDS CLARIFICATION] marker with the user's selected or provided answer
+        9. Re-run validation after all clarifications are resolved
+
+   d. **Update Checklist**: After each validation iteration, update the checklist file with current pass/fail status
+
+7. Report completion with branch name, spec file path, checklist results, and readiness for the next phase (`/speckit.clarify` or `/speckit.plan`).
+
+**NOTE:** The script creates and checks out the new branch and initializes the spec file before writing.
+
+## General Guidelines
+
+## Quick Guidelines
+
+- Focus on **WHAT** users need and **WHY**.
+- Avoid HOW to implement (no tech stack, APIs, code structure).
+- Written for business stakeholders, not developers.
+- DO NOT create any checklists that are embedded in the spec. That will be a separate command.
+
+### Section Requirements
+
+- **Mandatory sections**: Must be completed for every feature
+- **Optional sections**: Include only when relevant to the feature
+- When a section doesn't apply, remove it entirely (don't leave as "N/A")
+
+### For AI Generation
+
+When creating this spec from a user prompt:
+
+1. **Make informed guesses**: Use context, industry standards, and common patterns to fill gaps
+2. **Document assumptions**: Record reasonable defaults in the Assumptions section
+3. **Limit clarifications**: Maximum 3 [NEEDS CLARIFICATION] markers - use only for critical decisions that:
+   - Significantly impact feature scope or user experience
+   - Have multiple reasonable interpretations with different implications
+   - Lack any reasonable default
+4. **Prioritize clarifications**: scope > security/privacy > user experience > technical details
+5. **Think like a tester**: Every vague requirement should fail the "testable and unambiguous" checklist item
+6. **Common areas needing clarification** (only if no reasonable default exists):
+   - Feature scope and boundaries (include/exclude specific use cases)
+   - User types and permissions (if multiple conflicting interpretations possible)
+   - Security/compliance requirements (when legally/financially significant)
+
+**Examples of reasonable defaults** (don't ask about these):
+
+- Data retention: Industry-standard practices for the domain
+- Performance targets: Standard web/mobile app expectations unless specified
+- Error handling: User-friendly messages with appropriate fallbacks
+- Authentication method: Standard session-based or OAuth2 for web apps
+- Integration patterns: Use project-appropriate patterns (REST/GraphQL for web services, function calls for libraries, CLI args for tools, etc.)
+
+### Success Criteria Guidelines
+
+Success criteria must be:
+
+1. **Measurable**: Include specific metrics (time, percentage, count, rate)
+2. **Technology-agnostic**: No mention of frameworks, languages, databases, or tools
+3. **User-focused**: Describe outcomes from user/business perspective, not system internals
+4. **Verifiable**: Can be tested/validated without knowing implementation details
+
+**Good examples**:
+
+- "Users can complete checkout in under 3 minutes"
+- "System supports 10,000 concurrent users"
+- "95% of searches return results in under 1 second"
+- "Task completion rate improves by 40%"
+
+**Bad examples** (implementation-focused):
+
+- "API response time is under 200ms" (too technical, use "Users see results instantly")
+- "Database can handle 1000 TPS" (implementation detail, use user-facing metric)
+- "React components render efficiently" (framework-specific)
+- "Redis cache hit rate above 80%" (technology-specific)

.codex/prompts/speckit.tasks.md

@@ -0,0 +1,146 @@
+---
+description: Generate an actionable, dependency-ordered tasks.md for the feature based on available design artifacts.
+handoffs: 
+  - label: Analyze For Consistency
+    agent: speckit.analyze
+    prompt: Run a project analysis for consistency
+    send: true
+  - label: Implement Project
+    agent: speckit.implement
+    prompt: Start the implementation in phases
+    send: true
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+1. **Setup**: Run `.specify/scripts/bash/check-prerequisites.sh --json` from repo root and parse FEATURE_DIR and AVAILABLE_DOCS list. All paths must be absolute. For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+
+2. **Load design documents**: Read from FEATURE_DIR:
+   - **Required**: plan.md (tech stack, libraries, structure), spec.md (user stories with priorities), ux_reference.md (experience source of truth)
+   - **Optional**: data-model.md (entities), contracts/ (interface contracts), research.md (decisions), quickstart.md (test scenarios)
+   - Note: Not all projects have all documents. Generate tasks based on what's available.
+
+3. **Execute task generation workflow**:
+   - Load plan.md and extract tech stack, libraries, project structure
+   - Load spec.md and extract user stories with their priorities (P1, P2, P3, etc.)
+   - If data-model.md exists: Extract entities and map to user stories
+   - If contracts/ exists: Map interface contracts to user stories
+   - If research.md exists: Extract decisions for setup tasks
+   - Generate tasks organized by user story (see Task Generation Rules below)
+   - Generate dependency graph showing user story completion order
+   - Create parallel execution examples per user story
+   - Validate task completeness (each user story has all needed tasks, independently testable)
+
+4. **Generate tasks.md**: Use `.specify/templates/tasks-template.md` as structure, fill with:
+   - Correct feature name from plan.md
+   - Phase 1: Setup tasks (project initialization)
+   - Phase 2: Foundational tasks (blocking prerequisites for all user stories)
+   - Phase 3+: One phase per user story (in priority order from spec.md)
+   - Each phase includes: story goal, independent test criteria, tests (if requested), implementation tasks
+   - Final Phase: Polish & cross-cutting concerns
+   - All tasks must follow the strict checklist format (see Task Generation Rules below)
+   - Clear file paths for each task
+   - Dependencies section showing story completion order
+   - Parallel execution examples per story
+   - Implementation strategy section (MVP first, incremental delivery)
+
+5. **Report**: Output path to generated tasks.md and summary:
+   - Total task count
+   - Task count per user story
+   - Parallel opportunities identified
+   - Independent test criteria for each story
+   - Suggested MVP scope (typically just User Story 1)
+   - Format validation: Confirm ALL tasks follow the checklist format (checkbox, ID, labels, file paths)
+
+Context for task generation: $ARGUMENTS
+
+The tasks.md should be immediately executable - each task must be specific enough that an LLM can complete it without additional context.
+
+## Task Generation Rules
+
+**CRITICAL**: Tasks MUST be organized by user story to enable independent implementation and testing.
+
+**Tests are OPTIONAL**: Only generate test tasks if explicitly requested in the feature specification or if user requests TDD approach.
+
+### UX Preservation (CRITICAL)
+
+- **Source of Truth**: `ux_reference.md` is the absolute standard for the "feel" of the feature.
+- **Violation Warning**: If any task would inherently violate the UX (e.g. "Remove progress bar to simplify code"), you **MUST** flag this to the user immediately.
+- **Verification Task**: You **MUST** add a specific task at the end of each User Story phase: `- [ ] Txxx [USx] Verify implementation matches ux_reference.md (Happy Path & Errors)`
+
+### Checklist Format (REQUIRED)
+
+Every task MUST strictly follow this format:
+
+```text
+- [ ] [TaskID] [P?] [Story?] Description with file path
+```
+
+**Format Components**:
+
+1. **Checkbox**: ALWAYS start with `- [ ]` (markdown checkbox)
+2. **Task ID**: Sequential number (T001, T002, T003...) in execution order
+3. **[P] marker**: Include ONLY if task is parallelizable (different files, no dependencies on incomplete tasks)
+4. **[Story] label**: REQUIRED for user story phase tasks only
+   - Format: [US1], [US2], [US3], etc. (maps to user stories from spec.md)
+   - Setup phase: NO story label
+   - Foundational phase: NO story label  
+   - User Story phases: MUST have story label
+   - Polish phase: NO story label
+5. **Description**: Clear action with exact file path
+
+**Examples**:
+
+- ✅ CORRECT: `- [ ] T001 Create project structure per implementation plan`
+- ✅ CORRECT: `- [ ] T005 [P] Implement authentication middleware in src/middleware/auth.py`
+- ✅ CORRECT: `- [ ] T012 [P] [US1] Create User model in src/models/user.py`
+- ✅ CORRECT: `- [ ] T014 [US1] Implement UserService in src/services/user_service.py`
+- ❌ WRONG: `- [ ] Create User model` (missing ID and Story label)
+- ❌ WRONG: `T001 [US1] Create model` (missing checkbox)
+- ❌ WRONG: `- [ ] [US1] Create User model` (missing Task ID)
+- ❌ WRONG: `- [ ] T001 [US1] Create model` (missing file path)
+
+### Task Organization
+
+1. **From User Stories (spec.md)** - PRIMARY ORGANIZATION:
+   - Each user story (P1, P2, P3...) gets its own phase
+   - Map all related components to their story:
+     - Models needed for that story
+     - Services needed for that story
+     - Interfaces/UI needed for that story
+     - If tests requested: Tests specific to that story
+   - Mark story dependencies (most stories should be independent)
+
+2. **From Contracts (CRITICAL TIER)**:
+    - Identify components marked as `@TIER: CRITICAL` in `contracts/modules.md`.
+    - For these components, **MUST** append the summary of `@PRE`, `@POST`, `@UX_STATE`, and test contracts (`@TEST_FIXTURE`, `@TEST_EDGE`) directly to the task description.
+    - Example: `- [ ] T005 [P] [US1] Implement Auth (CRITICAL: PRE: token exists, POST: returns User, TESTS: 2 edges) in src/auth.py`
+    - Map each contract/endpoint → to the user story it serves
+    - If tests requested: Each contract → contract test task [P] before implementation in that story's phase
+
+3. **From Data Model**:
+   - Map each entity to the user story(ies) that need it
+   - If entity serves multiple stories: Put in earliest story or Setup phase
+   - Relationships → service layer tasks in appropriate story phase
+
+4. **From Setup/Infrastructure**:
+   - Shared infrastructure → Setup phase (Phase 1)
+   - Foundational/blocking tasks → Foundational phase (Phase 2)
+   - Story-specific setup → within that story's phase
+
+### Phase Structure
+
+- **Phase 1**: Setup (project initialization)
+- **Phase 2**: Foundational (blocking prerequisites - MUST complete before user stories)
+- **Phase 3+**: User Stories in priority order (P1, P2, P3...)
+  - Within each story: Tests (if requested) → Models → Services → Endpoints → Integration
+  - Each phase should be a complete, independently testable increment
+- **Final Phase**: Polish & Cross-Cutting Concerns

.codex/prompts/speckit.taskstoissues copy.md

@@ -0,0 +1,30 @@
+---
+description: Convert existing tasks into actionable, dependency-ordered GitHub issues for the feature based on available design artifacts.
+tools: ['github/github-mcp-server/issue_write']
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Outline
+
+1. Run `.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --include-tasks` from repo root and parse FEATURE_DIR and AVAILABLE_DOCS list. All paths must be absolute. For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
+1. From the executed script, extract the path to **tasks**.
+1. Get the Git remote by running:
+
+```bash
+git config --get remote.origin.url
+```
+
+> [!CAUTION]
+> ONLY PROCEED TO NEXT STEPS IF THE REMOTE IS A GITHUB URL
+
+1. For each task in the list, use the GitHub MCP server to create a new issue in the repository that is representative of the Git remote.
+
+> [!CAUTION]
+> UNDER NO CIRCUMSTANCES EVER CREATE ISSUES IN REPOSITORIES THAT DO NOT MATCH THE REMOTE URL

.codex/prompts/speckit.test.md

@@ -0,0 +1,179 @@
+---
+
+description: Generate tests, manage test documentation, and ensure maximum code coverage
+
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Goal
+
+Execute full testing cycle: analyze code for testable modules, write tests with proper coverage, maintain test documentation, and ensure no test duplication or deletion.
+
+## Operating Constraints
+
+1. **NEVER delete existing tests** - Only update if they fail due to bugs in the test or implementation
+2. **NEVER duplicate tests** - Check existing tests first before creating new ones
+3. **Use TEST_FIXTURE fixtures** - For CRITICAL tier modules, read @TEST_FIXTURE from semantics header
+4. **Co-location required** - Write tests in `__tests__` directories relative to the code being tested
+
+## Execution Steps
+
+### 1. Analyze Context
+
+Run `.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --include-tasks` from repo root and parse FEATURE_DIR and AVAILABLE_DOCS.
+
+Determine:
+- FEATURE_DIR - where the feature is located
+- TASKS_FILE - path to tasks.md
+- Which modules need testing based on task status
+
+### 2. Load Relevant Artifacts
+
+**From tasks.md:**
+- Identify completed implementation tasks (not test tasks)
+- Extract file paths that need tests
+
+**From .ai/standards/semantics.md:**
+- Read @TIER annotations for modules
+- For CRITICAL modules: Read @TEST_ fixtures
+
+**From existing tests:**
+- Scan `__tests__` directories for existing tests
+- Identify test patterns and coverage gaps
+
+### 3. Test Coverage Analysis
+
+Create coverage matrix:
+
+| Module | File | Has Tests | TIER | TEST_FIXTURE Available |
+|--------|------|-----------|------|----------------------|
+| ... | ... | ... | ... | ... |
+
+### 4. Write Tests (TDD Approach)
+
+For each module requiring tests:
+
+1. **Check existing tests**: Scan `__tests__/` for duplicates
+2. **Read TEST_FIXTURE**: If CRITICAL tier, read @TEST_FIXTURE from semantic header
+3. **Write test**: Follow co-location strategy
+   - Python: `src/module/__tests__/test_module.py`
+   - Svelte: `src/lib/components/__tests__/test_component.test.js`
+4. **Use mocks**: Use `unittest.mock.MagicMock` for external dependencies
+
+### 4a. UX Contract Testing (Frontend Components)
+
+For Svelte components with `@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY` tags:
+
+1. **Parse UX tags**: Read component file and extract all `@UX_*` annotations
+2. **Generate UX tests**: Create tests for each UX state transition
+   ```javascript
+   // Example: Testing @UX_STATE: Idle -> Expanded
+   it('should transition from Idle to Expanded on toggle click', async () => {
+     render(Sidebar);
+     const toggleBtn = screen.getByRole('button', { name: /toggle/i });
+     await fireEvent.click(toggleBtn);
+     expect(screen.getByTestId('sidebar')).toHaveClass('expanded');
+   });
+   ```
+3. **Test @UX_FEEDBACK**: Verify visual feedback (toast, shake, color changes)
+4. **Test @UX_RECOVERY**: Verify error recovery mechanisms (retry, clear input)
+5. **Use @UX_TEST fixtures**: If component has `@UX_TEST` tags, use them as test specifications
+
+**UX Test Template:**
+```javascript
+// [DEF:__tests__/test_Component:Module]
+// @RELATION: VERIFIES -> ../Component.svelte
+// @PURPOSE: Test UX states and transitions
+
+describe('Component UX States', () => {
+  // @UX_STATE: Idle -> {action: click, expected: Active}
+  it('should transition Idle -> Active on click', async () => { ... });
+  
+  // @UX_FEEDBACK: Toast on success
+  it('should show toast on successful action', async () => { ... });
+  
+  // @UX_RECOVERY: Retry on error
+  it('should allow retry on error', async () => { ... });
+});
+// [/DEF:__tests__/test_Component:Module]
+```
+
+### 5. Test Documentation
+
+Create/update documentation in `specs/<feature>/tests/`:
+
+```
+tests/
+├── README.md           # Test strategy and overview
+├── coverage.md         # Coverage matrix and reports
+└── reports/
+    └── YYYY-MM-DD-report.md
+```
+
+### 6. Execute Tests
+
+Run tests and report results:
+
+**Backend:**
+```bash
+cd backend && .venv/bin/python3 -m pytest -v
+```
+
+**Frontend:**
+```bash
+cd frontend && npm run test
+```
+
+### 7. Update Tasks
+
+Mark test tasks as completed in tasks.md with:
+- Test file path
+- Coverage achieved
+- Any issues found
+
+## Output
+
+Generate test execution report:
+
+```markdown
+# Test Report: [FEATURE]
+
+**Date**: [YYYY-MM-DD]
+**Executed by**: Tester Agent
+
+## Coverage Summary
+
+| Module | Tests | Coverage % |
+|--------|-------|------------|
+| ... | ... | ... |
+
+## Test Results
+
+- Total: [X]
+- Passed: [X]
+- Failed: [X]
+- Skipped: [X]
+
+## Issues Found
+
+| Test | Error | Resolution |
+|------|-------|------------|
+| ... | ... | ... |
+
+## Next Steps
+
+- [ ] Fix failed tests
+- [ ] Add more coverage for [module]
+- [ ] Review TEST_FIXTURE fixtures
+```
+
+## Context for Testing
+
+$ARGUMENTS

.dockerignore

@@ -0,0 +1,33 @@
+.git
+.gitignore
+.pytest_cache
+.ruff_cache
+.vscode
+.ai
+.specify
+.kilocode
+.codex
+.agent
+venv
+backend/.venv
+backend/.pytest_cache
+frontend/node_modules
+frontend/.svelte-kit
+frontend/.vite
+frontend/build
+backend/__pycache__
+backend/src/__pycache__
+backend/tests/__pycache__
+**/__pycache__
+*.pyc
+*.pyo
+*.pyd
+*.db
+*.log
+.env*
+coverage/
+Dockerfile*
+.dockerignore
+backups
+semantics
+specs

.env.enterprise-clean.example

@@ -0,0 +1,27 @@
+# Offline / air-gapped compose profile for enterprise clean release.
+
+BACKEND_IMAGE=ss-tools-backend:v1.0.0-rc2-docker
+FRONTEND_IMAGE=ss-tools-frontend:v1.0.0-rc2-docker
+POSTGRES_IMAGE=postgres:16-alpine
+
+POSTGRES_DB=ss_tools
+POSTGRES_USER=postgres
+POSTGRES_PASSWORD=change-me
+
+BACKEND_HOST_PORT=8001
+FRONTEND_HOST_PORT=8000
+POSTGRES_HOST_PORT=5432
+
+ENABLE_BELIEF_STATE_LOGGING=true
+TASK_LOG_LEVEL=INFO
+
+STORAGE_ROOT=./storage
+
+# Initial admin bootstrap. Set to true only for the first startup in a new environment.
+INITIAL_ADMIN_CREATE=false
+INITIAL_ADMIN_USERNAME=admin
+INITIAL_ADMIN_PASSWORD=change-me
+INITIAL_ADMIN_EMAIL=
+
+OPENAI_API_KEY=
+ANTHROPIC_API_KEY=

.gitattributes

@@ -0,0 +1,21 @@
+* text=auto eol=lf
+
+*.bat text eol=crlf
+*.cmd text eol=crlf
+*.ps1 text eol=crlf
+
+*.png binary
+*.jpg binary
+*.jpeg binary
+*.gif binary
+*.ico binary
+*.pdf binary
+*.zip binary
+*.gz binary
+*.tar binary
+*.db binary
+*.sqlite binary
+*.p12 binary
+*.pfx binary
+*.crt binary
+*.pem binary

.gitignore

@@ -10,8 +10,6 @@ dist/
 downloads/
 eggs/
 .eggs/
-lib/
-lib64/
 parts/
 sdist/
 var/
@@ -61,7 +59,8 @@ keyring passwords.py
 *github*
 
 *tech_spec*
-dashboards
+/dashboards
+dashboards_example/**/dashboards/
 backend/mappings.db
 
 
@@ -69,3 +68,13 @@ backend/tasks.db
 backend/logs
 backend/auth.db
 semantics/reports
+backend/tasks.db
+backend/**/*.db
+backend/**/*.sqlite
+
+# Universal / tooling
+node_modules/
+.venv/
+coverage/
+*.tmp
+logs/app.log.1

.kilocode/mcp.json

@@ -1 +1 @@
-{"mcpServers":{}}
+{"mcpServers":{"axiom-core":{"command":"/home/busya/dev/ast-mcp-core-server/.venv/bin/python","args":["-c","from src.server import main; main()"],"env":{"PYTHONPATH":"/home/busya/dev/ast-mcp-core-server"},"alwaysAllow":["read_grace_outline_tool","ast_search_tool","get_semantic_context_tool","build_task_context_tool","audit_contracts_tool","diff_contract_semantics_tool","simulate_patch_tool","patch_contract_tool","rename_contract_id_tool","move_contract_tool","extract_contract_tool","infer_missing_relations_tool","map_runtime_trace_to_contracts_tool","scaffold_contract_tests_tool","search_contracts_tool","reindex_workspace_tool","prune_contract_metadata_tool","workspace_semantic_health_tool","trace_tests_for_contract_tool","guarded_patch_contract_tool","impact_analysis_tool"]}}}

.kilocode/rules/specify-rules.md

@@ -2,6 +2,12 @@
 
 Auto-generated from all feature plans. Last updated: 2025-12-19
 
+## Knowledge Graph (GRACE)
+**CRITICAL**: This project uses a GRACE Knowledge Graph for context. Always load the root map first:
+- **Root Map**: `.ai/ROOT.md` -> `[DEF:Project_Knowledge_Map:Root]`
+- **Project Map**: `.ai/PROJECT_MAP.md` -> `[DEF:Project_Map]`
+- **Standards**: Read `.ai/standards/` for architecture and style rules.
+
 ## Active Technologies
 - Python 3.9+, Node.js 18+ + `uvicorn`, `npm`, `bash` (003-project-launch-script)
 - Python 3.9+, Node.js 18+ + SvelteKit, FastAPI, Tailwind CSS (inferred from existing frontend) (004-integrate-svelte-kit)
@@ -32,6 +38,23 @@ Auto-generated from all feature plans. Last updated: 2025-12-19
 - Python 3.9+ (Backend), Node.js 18+ (Frontend) + FastAPI (Backend), SvelteKit + Tailwind CSS (Frontend) (015-frontend-nav-redesign)
 - N/A (UI reorganization and API integration) (015-frontend-nav-redesign)
 - SQLite (`auth.db`) for Users, Roles, Permissions, and Mappings. (016-multi-user-auth)
+- SQLite (existing `tasks.db` for results, `auth.db` for permissions, `mappings.db` or new `plugins.db` for provider config/metadata) (017-llm-analysis-plugin)
+- Python 3.9+ (Backend), Node.js 18+ (Frontend) + FastAPI, SvelteKit, Tailwind CSS, SQLAlchemy, WebSocket (existing) (019-superset-ux-redesign)
+- SQLite (tasks.db, auth.db, migrations.db) - no new database tables required (019-superset-ux-redesign)
+- Python 3.9+ (backend), Node.js 18+ (frontend) + FastAPI, SvelteKit, Tailwind CSS, SQLAlchemy/Pydantic task models, existing task/websocket stack (020-task-reports-design)
+- SQLite task/result persistence (existing task DB), filesystem only for existing artifacts (no new primary store required) (020-task-reports-design)
+- Node.js 18+ runtime, SvelteKit (existing frontend stack) + SvelteKit, Tailwind CSS, existing frontend UI primitives under `frontend/src/lib/components/ui` (001-unify-frontend-style)
+- N/A (UI styling and component behavior only) (001-unify-frontend-style)
+- Python 3.9+ (backend scripts/services), Shell (release tooling) + FastAPI stack (existing backend), ConfigManager, TaskManager, файловые утилиты, internal artifact registries (020-clean-repo-enterprise)
+- PostgreSQL (конфигурации/метаданные), filesystem (артефакты дистрибутива, отчёты проверки) (020-clean-repo-enterprise)
+- Python 3.9+ (backend), Node.js 18+ + SvelteKit (frontend) + FastAPI, SQLAlchemy, Pydantic, existing auth stack (`get_current_user`), existing dashboards route/service, Svelte runes (`$state`, `$derived`, `$effect`), Tailwind CSS, frontend `api` wrapper (024-user-dashboard-filter)
+- Existing auth database (`AUTH_DATABASE_URL`) with a dedicated per-user preference entity (024-user-dashboard-filter)
+- Python 3.9+ (Backend), Node.js 18+ / Svelte 5.x (Frontend) + FastAPI, SQLAlchemy, APScheduler (Backend) | SvelteKit, Tailwind CSS, existing UI components (Frontend) (026-dashboard-health-windows)
+- PostgreSQL / SQLite (existing database for `ValidationRecord` and new `ValidationPolicy`) (026-dashboard-health-windows)
+- Python 3.9+ backend, Node.js 18+ frontend with Svelte 5 / SvelteKit + FastAPI, SQLAlchemy, Pydantic, existing [SupersetClient](../../backend/src/core/superset_client.py), existing frontend API wrapper patterns, Svelte runes, existing task/websocket stack (027-dataset-llm-orchestration)
+- Existing application databases plus filesystem-backed uploaded semantic sources; reuse current configuration and task persistence stores (027-dataset-llm-orchestration)
+- Python 3.9+ backend, Node.js 18+ frontend, Svelte 5 / SvelteKit frontend runtime + FastAPI, SQLAlchemy, Pydantic, existing `TaskManager`, existing `SupersetClient`, existing LLM provider stack, SvelteKit, Tailwind CSS, frontend `requestApi`/`fetchApi` wrappers (027-dataset-llm-orchestration)
+- Existing application databases for persistent session/domain entities; existing tasks database for async execution metadata; filesystem for optional uploaded semantic sources/artifacts (027-dataset-llm-orchestration)
 
 - Python 3.9+ (Backend), Node.js 18+ (Frontend Build) (001-plugin-arch-svelte-ui)
 
@@ -52,9 +75,9 @@ cd src; pytest; ruff check .
 Python 3.9+ (Backend), Node.js 18+ (Frontend Build): Follow standard conventions
 
 ## Recent Changes
-- 016-multi-user-auth: Added Python 3.9+ (Backend), Node.js 18+ (Frontend)
-- 015-frontend-nav-redesign: Added Python 3.9+ (Backend), Node.js 18+ (Frontend) + FastAPI (Backend), SvelteKit + Tailwind CSS (Frontend)
-- 014-file-storage-ui: Added Python 3.9+ (Backend), Node.js 18+ (Frontend) + FastAPI (Backend), SvelteKit (Frontend)
+- 027-dataset-llm-orchestration: Added Python 3.9+ backend, Node.js 18+ frontend, Svelte 5 / SvelteKit frontend runtime + FastAPI, SQLAlchemy, Pydantic, existing `TaskManager`, existing `SupersetClient`, existing LLM provider stack, SvelteKit, Tailwind CSS, frontend `requestApi`/`fetchApi` wrappers
+- 027-dataset-llm-orchestration: Added Python 3.9+ backend, Node.js 18+ frontend with Svelte 5 / SvelteKit + FastAPI, SQLAlchemy, Pydantic, existing [SupersetClient](../../backend/src/core/superset_client.py), existing frontend API wrapper patterns, Svelte runes, existing task/websocket stack
+- 026-dashboard-health-windows: Added Python 3.9+ (Backend), Node.js 18+ / Svelte 5.x (Frontend) + FastAPI, SQLAlchemy, APScheduler (Backend) | SvelteKit, Tailwind CSS, existing UI components (Frontend)
 
 
 <!-- MANUAL ADDITIONS START -->

.kilocode/setup-script

@@ -0,0 +1,39 @@
+#!/bin/bash
+# Kilo Code Worktree Setup Script
+# This script runs before the agent starts in a worktree (new sessions only).
+#
+# Available environment variables:
+#   WORKTREE_PATH  - Absolute path to the worktree directory
+#   REPO_PATH      - Absolute path to the main repository
+#
+# Example tasks:
+#   - Copy .env files from main repo
+#   - Install dependencies
+#   - Run database migrations
+#   - Set up local configuration
+
+set -e  # Exit on error
+
+echo "Setting up worktree: $WORKTREE_PATH"
+
+# Uncomment and modify as needed:
+
+# Copy environment files
+# if [ -f "$REPO_PATH/.env" ]; then
+#     cp "$REPO_PATH/.env" "$WORKTREE_PATH/.env"
+#     echo "Copied .env"
+# fi
+
+# Install dependencies (Node.js)
+# if [ -f "$WORKTREE_PATH/package.json" ]; then
+#     cd "$WORKTREE_PATH"
+#     npm install
+# fi
+
+# Install dependencies (Python)
+# if [ -f "$WORKTREE_PATH/requirements.txt" ]; then
+#     cd "$WORKTREE_PATH"
+#     pip install -r requirements.txt
+# fi
+
+echo "Setup complete!"

.kilocode/workflows/audit-test.md

@@ -0,0 +1,103 @@
+---
+description: Audit AI-generated unit tests. Your goal is to aggressively search for "Test Tautologies", "Logic Echoing", and "Contract Negligence". You are the final gatekeeper. If a test is meaningless, you MUST reject it.
+---
+
+**ROLE:** Elite Quality Assurance Architect and Red Teamer.
+**OBJECTIVE:** Audit AI-generated unit tests. Your goal is to aggressively search for "Test Tautologies", "Logic Echoing", and "Contract Negligence". You are the final gatekeeper. If a test is meaningless, you MUST reject it.
+
+**INPUT:**
+1. SOURCE CODE (with GRACE-Poly `[DEF]` Contract: `@PRE`, `@POST`, `@TEST_CONTRACT`, `@TEST_FIXTURE`, `@TEST_EDGE`, `@TEST_INVARIANT`).
+2. GENERATED TEST CODE.
+
+### I. CRITICAL ANTI-PATTERNS (REJECT IMMEDIATELY IF FOUND):
+
+1. **The Tautology (Self-Fulfilling Prophecy):**
+   - *Definition:* The test asserts hardcoded values against hardcoded values without executing the core business logic, or mocks the actual function being tested.
+   - *Example of Failure:* `assert 2 + 2 == 4` or mocking the class under test so that it returns exactly what the test asserts.
+
+2. **The Logic Mirror (Echoing):**
+   - *Definition:* The test re-implements the exact same algorithmic logic found in the source code to calculate the `expected_result`. If the original logic is flawed, the test will falsely pass.
+   - *Rule:* Tests must assert against **static, predefined outcomes** (from `@TEST_FIXTURE`, `@TEST_EDGE`, `@TEST_INVARIANT` or explicit constants), NOT dynamically calculated outcomes using the same logic as the source.
+
+3. **The "Happy Path" Illusion:**
+   - *Definition:* The test suite only checks successful executions but ignores the `@PRE` conditions (Negative Testing).
+   - *Rule:* Every `@PRE` tag in the source contract MUST have a corresponding test that deliberately violates it and asserts the correct Exception/Error state.
+
+4. **Missing Post-Condition Verification:**
+   - *Definition:* The test calls the function but only checks the return value, ignoring `@SIDE_EFFECT` or `@POST` state changes (e.g., failing to verify that a DB call was made or a Store was updated).
+
+5. **Missing Edge Case Coverage:**
+   - *Definition:* The test suite ignores `@TEST_EDGE` scenarios defined in the contract.
+   - *Rule:* Every `@TEST_EDGE` in the source contract MUST have a corresponding test case.
+
+6. **Missing Invariant Verification:**
+   - *Definition:* The test suite does not verify `@TEST_INVARIANT` conditions.
+   - *Rule:* Every `@TEST_INVARIANT` MUST be verified by at least one test that attempts to break it.
+
+7. **Missing UX State Testing (Svelte Components):**
+   - *Definition:* For Svelte components with `@UX_STATE`, the test suite does not verify state transitions.
+   - *Rule:* Every `@UX_STATE` transition MUST have a test verifying the visual/behavioral change.
+   - *Check:* `@UX_FEEDBACK` mechanisms (toast, shake, color) must be tested.
+   - *Check:* `@UX_RECOVERY` mechanisms (retry, clear input) must be tested.
+
+### II. SEMANTIC PROTOCOL COMPLIANCE
+
+Verify the test file follows GRACE-Poly semantics:
+
+1. **Anchor Integrity:**
+   - Test file MUST start with a short semantic ID (e.g., `[DEF:AuthTests:Module]`), NOT a file path.
+   - Test file MUST end with a matching `[/DEF]` anchor.
+
+2. **Required Tags:**
+   - `@RELATION: VERIFIES -> <path_to_source>` must be present
+   - `@PURPOSE:` must describe what is being tested
+
+3. **TIER Alignment:**
+   - If source is `@TIER: CRITICAL`, test MUST cover all `@TEST_CONTRACT`, `@TEST_FIXTURE`, `@TEST_EDGE`, `@TEST_INVARIANT`
+   - If source is `@TIER: STANDARD`, test MUST cover `@PRE` and `@POST`
+   - If source is `@TIER: TRIVIAL`, basic smoke test is acceptable
+
+### III. AUDIT CHECKLIST
+
+Evaluate the test code against these criteria:
+1. **Target Invocation:** Does the test actually import and call the function/component declared in the `@RELATION: VERIFIES` tag?
+2. **Contract Alignment:** Does the test suite cover 100% of the `@PRE` (negative tests) and `@POST` (assertions) conditions from the source contract?
+3. **Test Contract Compliance:** Does the test follow the interface defined in `@TEST_CONTRACT`?
+4. **Data Usage:** Does the test use the exact scenarios defined in `@TEST_FIXTURE`?
+5. **Edge Coverage:** Are all `@TEST_EDGE` scenarios tested?
+6. **Invariant Coverage:** Are all `@TEST_INVARIANT` conditions verified?
+7. **UX Coverage (if applicable):** Are all `@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY` tested?
+8. **Mocking Sanity:** Are external dependencies mocked correctly WITHOUT mocking the system under test itself?
+9. **Semantic Anchor:** Does the test file have proper `[DEF]` and `[/DEF]` anchors?
+
+### IV. OUTPUT FORMAT
+
+You MUST respond strictly in the following JSON format. Do not add markdown blocks outside the JSON.
+
+{
+  "verdict": "APPROVED" | "REJECTED",
+  "rejection_reason": "TAUTOLOGY" | "LOGIC_MIRROR" | "WEAK_CONTRACT_COVERAGE" | "OVER_MOCKED" | "MISSING_EDGES" | "MISSING_INVARIANTS" | "MISSING_UX_TESTS" | "SEMANTIC_VIOLATION" | "NONE",
+  "audit_details": {
+    "target_invoked": true/false,
+    "pre_conditions_tested": true/false,
+    "post_conditions_tested": true/false,
+    "test_fixture_used": true/false,
+    "edges_covered": true/false,
+    "invariants_verified": true/false,
+    "ux_states_tested": true/false,
+    "semantic_anchors_present": true/false
+  },
+  "coverage_summary": {
+    "total_edges": number,
+    "edges_tested": number,
+    "total_invariants": number,
+    "invariants_tested": number,
+    "total_ux_states": number,
+    "ux_states_tested": number
+  },
+  "tier_compliance": {
+    "source_tier": "CRITICAL" | "STANDARD" | "TRIVIAL",
+    "meets_tier_requirements": true/false
+  },
+  "feedback": "Strict, actionable feedback for the test generator agent. Explain exactly which anti-pattern was detected and how to fix it."
+}

.kilocode/workflows/read_semantic.md

@@ -1,4 +1,4 @@
 ---
 description: USE SEMANTIC
 ---
-Прочитай semantic_protocol.md. ОБЯЗАТЕЛЬНО используй его при разработке
+Прочитай .ai/standards/semantics.md. ОБЯЗАТЕЛЬНО используй его при разработке

.kilocode/workflows/speckit.analyze.md

@@ -18,7 +18,7 @@ Identify inconsistencies, duplications, ambiguities, and underspecified items ac
 
 **STRICTLY READ-ONLY**: Do **not** modify any files. Output a structured analysis report. Offer an optional remediation plan (user must explicitly approve before any follow-up editing commands would be invoked manually).
 
-**Constitution Authority**: The project constitution (`.specify/memory/constitution.md`) is **non-negotiable** within this analysis scope. Constitution conflicts are automatically CRITICAL and require adjustment of the spec, plan, or tasks—not dilution, reinterpretation, or silent ignoring of the principle. If a principle itself needs to change, that must occur in a separate, explicit constitution update outside `/speckit.analyze`.
+**Constitution Authority**: The project constitution (`.ai/standards/constitution.md`) is **non-negotiable** within this analysis scope. Constitution conflicts are automatically CRITICAL and require adjustment of the spec, plan, or tasks—not dilution, reinterpretation, or silent ignoring of the principle. If a principle itself needs to change, that must occur in a separate, explicit constitution update outside `/speckit.analyze`.
 
 ## Execution Steps
 
@@ -62,7 +62,8 @@ Load only the minimal necessary context from each artifact:
 
 **From constitution:**
 
-- Load `.specify/memory/constitution.md` for principle validation
+- Load `.ai/standards/constitution.md` for principle validation
+- Load `.ai/standards/semantics.md` for technical standard validation
 
 ### 3. Build Semantic Models
 

.kilocode/workflows/speckit.constitution.md

@@ -16,11 +16,11 @@ You **MUST** consider the user input before proceeding (if not empty).
 
 ## Outline
 
-You are updating the project constitution at `.specify/memory/constitution.md`. This file is a TEMPLATE containing placeholder tokens in square brackets (e.g. `[PROJECT_NAME]`, `[PRINCIPLE_1_NAME]`). Your job is to (a) collect/derive concrete values, (b) fill the template precisely, and (c) propagate any amendments across dependent artifacts.
+You are updating the project constitution at `.ai/standards/constitution.md`. This file is a TEMPLATE containing placeholder tokens in square brackets (e.g. `[PROJECT_NAME]`, `[PRINCIPLE_1_NAME]`). Your job is to (a) collect/derive concrete values, (b) fill the template precisely, and (c) propagate any amendments across dependent artifacts.
 
 Follow this execution flow:
 
-1. Load the existing constitution template at `.specify/memory/constitution.md`.
+1. Load the existing constitution template at `.ai/standards/constitution.md`.
    - Identify every placeholder token of the form `[ALL_CAPS_IDENTIFIER]`.
    **IMPORTANT**: The user might require less or more principles than the ones used in the template. If a number is specified, respect that - follow the general template. You will update the doc accordingly.
 
@@ -61,7 +61,7 @@ Follow this execution flow:
    - Dates ISO format YYYY-MM-DD.
    - Principles are declarative, testable, and free of vague language ("should" → replace with MUST/SHOULD rationale where appropriate).
 
-7. Write the completed constitution back to `.specify/memory/constitution.md` (overwrite).
+7. Write the completed constitution back to `.ai/standards/constitution.md` (overwrite).
 
 8. Output a final summary to the user with:
    - New version and bump rationale.
@@ -79,4 +79,4 @@ If the user supplies partial updates (e.g., only one principle revision), still
 
 If critical info missing (e.g., ratification date truly unknown), insert `TODO(<FIELD_NAME>): explanation` and include in the Sync Impact Report under deferred items.
 
-Do not create a new template; always operate on the existing `.specify/memory/constitution.md` file.
+Do not create a new template; always operate on the existing `.ai/standards/constitution.md` file.

.kilocode/workflows/speckit.fix.md

@@ -0,0 +1,199 @@
+---
+
+description: Fix failing tests and implementation issues based on test reports
+
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Goal
+
+Analyze test failure reports, identify root causes, and fix implementation issues while preserving semantic protocol compliance.
+
+## Operating Constraints
+
+1. **USE CODER MODE**: Always switch to `coder` mode for code fixes
+2. **SEMANTIC PROTOCOL**: Never remove semantic annotations ([DEF], @TAGS). Only update code logic.
+3. **TEST DATA**: If tests use @TEST_ fixtures, preserve them when fixing
+4. **NO DELETION**: Never delete existing tests or semantic annotations
+5. **REPORT FIRST**: Always write a fix report before making changes
+
+## Execution Steps
+
+### 1. Load Test Report
+
+**Required**: Test report file path (e.g., `specs/<feature>/tests/reports/2026-02-19-report.md`)
+
+**Parse the report for**:
+- Failed test cases
+- Error messages
+- Stack traces
+- Expected vs actual behavior
+- Affected modules/files
+
+### 2. Analyze Root Causes
+
+For each failed test:
+
+1. **Read the test file** to understand what it's testing
+2. **Read the implementation file** to find the bug
+3. **Check semantic protocol compliance**:
+   - Does the implementation have correct [DEF] anchors?
+   - Are @TAGS (@PRE, @POST, @UX_STATE, etc.) present?
+   - Does the code match the TIER requirements?
+4. **Identify the fix**:
+   - Logic error in implementation
+   - Missing error handling
+   - Incorrect API usage
+   - State management issue
+
+### 3. Write Fix Report
+
+Create a structured fix report:
+
+```markdown
+# Fix Report: [FEATURE]
+
+**Date**: [YYYY-MM-DD]
+**Report**: [Test Report Path]
+**Fixer**: Coder Agent
+
+## Summary
+
+- Total Failed Tests: [X]
+- Total Fixed: [X]
+- Total Skipped: [X]
+
+## Failed Tests Analysis
+
+### Test: [Test Name]
+
+**File**: `path/to/test.py`
+**Error**: [Error message]
+
+**Root Cause**: [Explanation of why test failed]
+
+**Fix Required**: [Description of fix]
+
+**Status**: [Pending/In Progress/Completed]
+
+## Fixes Applied
+
+### Fix 1: [Description]
+
+**Affected File**: `path/to/file.py`
+**Test Affected**: `[Test Name]`
+
+**Changes**:
+```diff
+<<<<<<< SEARCH
+[Original Code]
+=======
+[Fixed Code]
+>>>>>>> REPLACE
+```
+
+**Verification**: [How to verify fix works]
+
+**Semantic Integrity**: [Confirmed annotations preserved]
+
+## Next Steps
+
+- [ ] Run tests to verify fix: `cd backend && .venv/bin/python3 -m pytest`
+- [ ] Check for related failing tests
+- [ ] Update test documentation if needed
+```
+
+### 4. Apply Fixes (in Coder Mode)
+
+Switch to `coder` mode and apply fixes:
+
+1. **Read the implementation file** to get exact content
+2. **Apply the fix** using apply_diff
+3. **Preserve all semantic annotations**:
+   - Keep [DEF:...] and [/DEF:...] anchors
+   - Keep all @TAGS (@PURPOSE, @LAYER, @TIER, @RELATION, @PRE, @POST, @UX_STATE, @UX_FEEDBACK, @UX_RECOVERY)
+4. **Only update code logic** to fix the bug
+5. **Run tests** to verify the fix
+
+### 5. Verification
+
+After applying fixes:
+
+1. **Run tests**:
+   ```bash
+   cd backend && .venv/bin/python3 -m pytest -v
+   ```
+   or
+   ```bash
+   cd frontend && npm run test
+   ```
+
+2. **Check test results**:
+   - Failed tests should now pass
+   - No new tests should fail
+   - Coverage should not decrease
+
+3. **Update fix report** with results:
+   - Mark fixes as completed
+   - Add verification steps
+   - Note any remaining issues
+
+## Output
+
+Generate final fix report:
+
+```markdown
+# Fix Report: [FEATURE] - COMPLETED
+
+**Date**: [YYYY-MM-DD]
+**Report**: [Test Report Path]
+**Fixer**: Coder Agent
+
+## Summary
+
+- Total Failed Tests: [X]
+- Total Fixed: [X] ✅
+- Total Skipped: [X]
+
+## Fixes Applied
+
+### Fix 1: [Description] ✅
+
+**Affected File**: `path/to/file.py`
+**Test Affected**: `[Test Name]`
+
+**Changes**: [Summary of changes]
+
+**Verification**: All tests pass ✅
+
+**Semantic Integrity**: Preserved ✅
+
+## Test Results
+
+```
+[Full test output showing all passing tests]
+```
+
+## Recommendations
+
+- [ ] Monitor for similar issues
+- [ ] Update documentation if needed
+- [ ] Consider adding more tests for edge cases
+
+## Related Files
+
+- Test Report: [path]
+- Implementation: [path]
+- Test File: [path]
+```
+
+## Context for Fixing
+
+$ARGUMENTS

.kilocode/workflows/speckit.implement.md

@@ -1,5 +1,14 @@
 ---
 description: Execute the implementation plan by processing and executing all tasks defined in tasks.md
+handoffs:
+  - label: Audit & Verify (Tester)
+    agent: tester
+    prompt: Perform semantic audit, algorithm emulation, and unit test verification for the completed tasks.
+    send: true
+  - label: Orchestration Control
+    agent: orchestrator
+    prompt: Review Tester's feedback and coordinate next steps.
+    send: true
 ---
 
 ## User Input
@@ -46,6 +55,7 @@ You **MUST** consider the user input before proceeding (if not empty).
      - Automatically proceed to step 3
 
 3. Load and analyze the implementation context:
+   - **REQUIRED**: Read `.ai/standards/semantics.md` for strict coding standards and contract requirements
    - **REQUIRED**: Read tasks.md for the complete task list and execution plan
    - **REQUIRED**: Read plan.md for tech stack, architecture, and file structure
    - **IF EXISTS**: Read data-model.md for entities and relationships
@@ -111,6 +121,22 @@ You **MUST** consider the user input before proceeding (if not empty).
    - **Validation checkpoints**: Verify each phase completion before proceeding
 
 7. Implementation execution rules:
+   - **Strict Adherence**: Apply `.ai/standards/semantics.md` rules:
+     - Every file MUST start with a `[DEF:id:Type]` header and end with a matching closing `[/DEF:id:Type]` anchor.
+     - Use `@COMPLEXITY` / `@C:` as the primary control tag; treat `@TIER` only as legacy compatibility metadata.
+     - Contract density MUST match effective complexity from [`.ai/standards/semantics.md`](.ai/standards/semantics.md):
+       - Complexity 1: anchors only.
+       - Complexity 2: require `@PURPOSE`.
+       - Complexity 3: require `@PURPOSE` and `@RELATION`.
+       - Complexity 4: require `@PURPOSE`, `@RELATION`, `@PRE`, `@POST`, `@SIDE_EFFECT`.
+       - Complexity 5: require full level-4 contract plus `@DATA_CONTRACT` and `@INVARIANT`.
+     - For Python Complexity 4+ modules, implementation MUST include a meaningful semantic logging path using `logger.reason()` and `logger.reflect()`.
+     - For Python Complexity 5 modules, `belief_scope(...)` is mandatory and the critical path must be irrigated with `logger.reason()` / `logger.reflect()` according to the contract.
+     - For Svelte components, require `@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY`, and `@UX_REACTIVITY`; runes-only reactivity is allowed (`$state`, `$derived`, `$effect`, `$props`).
+     - Reject pseudo-semantic markup: docstrings containing loose `@PURPOSE` / `@PRE` text do **NOT** satisfy the protocol unless represented in canonical anchored metadata blocks.
+   - **Self-Audit**: The Coder MUST use `axiom-core` tools (like `audit_contracts_tool`) to verify semantic compliance before completion.
+   - **Semantic Rejection Gate**: If self-audit reveals broken anchors, missing closing tags, missing required metadata for the effective complexity, orphaned critical classes/functions, or Complexity 4/5 Python code without required belief-state logging, the task is NOT complete and cannot be handed off as accepted work.
+   - **CRITICAL Contracts**: If a task description contains a contract summary (e.g., `CRITICAL: PRE: ..., POST: ...`), these constraints are **MANDATORY** and must be strictly implemented in the code using guards/assertions (if applicable per protocol).
    - **Setup first**: Initialize project structure, dependencies, configuration
    - **Tests before code**: If you need to write tests for contracts, entities, and integration scenarios
    - **Core development**: Implement models, services, CLI commands, endpoints
@@ -118,18 +144,50 @@ You **MUST** consider the user input before proceeding (if not empty).
    - **Polish and validation**: Unit tests, performance optimization, documentation
 
 8. Progress tracking and error handling:
-   - Report progress after each completed task
-   - Halt execution if any non-parallel task fails
-   - For parallel tasks [P], continue with successful tasks, report failed ones
-   - Provide clear error messages with context for debugging
-   - Suggest next steps if implementation cannot proceed
-   - **IMPORTANT** For completed tasks, make sure to mark the task off as [X] in the tasks file.
+   - Report progress after each completed task.
+   - Halt execution if any non-parallel task fails.
+   - For parallel tasks [P], continue with successful tasks, report failed ones.
+   - Provide clear error messages with context for debugging.
+   - Suggest next steps if implementation cannot proceed.
+   - **IMPORTANT** For completed tasks, mark as [X] only AFTER local verification and self-audit.
 
-9. Completion validation:
-   - Verify all required tasks are completed
-   - Check that implemented features match the original specification
-   - Validate that tests pass and coverage meets requirements
-   - Confirm the implementation follows the technical plan
-   - Report final status with summary of completed work
+9. **Handoff to Tester (Audit Loop)**:
+   - Once a task or phase is complete, the Coder hands off to the Tester.
+   - Handoff includes: file paths, declared complexity, expected contracts (`@PRE`, `@POST`, `@SIDE_EFFECT`, `@DATA_CONTRACT`, `@INVARIANT` when applicable), and a short logic overview.
+   - Handoff MUST explicitly disclose any contract exceptions or known semantic debt. Hidden semantic debt is forbidden.
+   - The handoff payload MUST instruct the Tester to execute the dedicated testing workflow [`.kilocode/workflows/speckit.test.md`](.kilocode/workflows/speckit.test.md), not just perform an informal review.
+
+10. **Tester Verification & Orchestrator Gate**:
+   - Tester MUST:
+     - Explicitly run the [`.kilocode/workflows/speckit.test.md`](.kilocode/workflows/speckit.test.md) workflow as the verification procedure for the delivered implementation batch.
+     - Perform mandatory semantic audit (using `audit_contracts_tool`).
+     - Reject code that only imitates the protocol superficially, such as free-form docstrings with `@PURPOSE` text but without canonical `[DEF]...[/DEF]` anchors and header metadata.
+     - Verify that effective complexity and required metadata match [`.ai/standards/semantics.md`](.ai/standards/semantics.md).
+     - Verify that Python Complexity 4/5 implementations include required belief-state instrumentation (`belief_scope`, `logger.reason()`, `logger.reflect()`).
+     - Emulate algorithms "in mind" step-by-step to ensure logic consistency.
+     - Verify unit tests match the declared contracts.
+   - If Tester finds issues:
+     - Emit `[AUDIT_FAIL: semantic_noncompliance | contract_mismatch | logic_mismatch | test_mismatch | speckit_test_not_run]`.
+     - Provide concrete file-path-based reasons, for example: missing anchors, module/class contract mismatch, missing `@DATA_CONTRACT`, missing `logger.reason()`, illegal docstring-only annotations, or missing execution of [`.kilocode/workflows/speckit.test.md`](.kilocode/workflows/speckit.test.md).
+     - Notify the Orchestrator.
+     - Orchestrator redirects the feedback to the Coder for remediation.
+   - Orchestrator green-status rule:
+     - The Orchestrator MUST NOT assign green/accepted status unless the Tester confirms that [`.kilocode/workflows/speckit.test.md`](.kilocode/workflows/speckit.test.md) was executed.
+     - Missing execution evidence for [`.kilocode/workflows/speckit.test.md`](.kilocode/workflows/speckit.test.md) is an automatic gate failure even if the Tester verbally reports that the code "looks fine".
+   - Acceptance (Final mark [X]):
+     - Only after the Tester is satisfied with semantics, emulation, and tests.
+     - Any semantic audit warning relevant to touched files blocks acceptance until remediated or explicitly waived by the user.
+     - No final green status is allowed without explicit confirmation that [`.kilocode/workflows/speckit.test.md`](.kilocode/workflows/speckit.test.md) was run.
+
+11. Completion validation:
+    - Verify all required tasks are completed and accepted by the Tester.
+    - Check that implemented features match the original specification.
+    - Confirm the implementation follows the technical plan and GRACE standards.
+    - Confirm touched files do not contain protocol-invalid patterns such as:
+      - class/function-level docstring contracts standing in for canonical anchors,
+      - missing closing anchors,
+      - missing required metadata for declared complexity,
+      - Complexity 5 repository/service code using only `belief_scope(...)` without explicit `logger.reason()` / `logger.reflect()` checkpoints.
+    - Report final status with summary of completed and audited work.
 
 Note: This command assumes a complete task breakdown exists in tasks.md. If tasks are incomplete or missing, suggest running `/speckit.tasks` first to regenerate the task list.

.kilocode/workflows/speckit.plan.md

@@ -22,7 +22,7 @@ You **MUST** consider the user input before proceeding (if not empty).
 
 1. **Setup**: Run `.specify/scripts/bash/setup-plan.sh --json` from repo root and parse JSON for FEATURE_SPEC, IMPL_PLAN, SPECS_DIR, BRANCH. For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
 
-2. **Load context**: Read FEATURE_SPEC and `.specify/memory/constitution.md`. Load IMPL_PLAN template (already copied).
+2. **Load context**: Read `.ai/ROOT.md` and `.ai/PROJECT_MAP.md` to understand the project structure and navigation. Then read required standards: `.ai/standards/constitution.md` and `.ai/standards/semantics.md`. Load IMPL_PLAN template.
 
 3. **Execute plan workflow**: Follow the structure in IMPL_PLAN template to:
    - Fill Technical Context (mark unknowns as "NEEDS CLARIFICATION")
@@ -64,17 +64,42 @@ You **MUST** consider the user input before proceeding (if not empty).
 
 **Prerequisites:** `research.md` complete
 
+0. **Validate Design against UX Reference**:
+   - Check if the proposed architecture supports the latency, interactivity, and flow defined in `ux_reference.md`.
+   - **Linkage**: Ensure key UI states from `ux_reference.md` map to Component Contracts (`@UX_STATE`).
+   - **CRITICAL**: If the technical plan compromises the UX (e.g. "We can't do real-time validation"), you **MUST STOP** and warn the user.
+
 1. **Extract entities from feature spec** → `data-model.md`:
-   - Entity name, fields, relationships
-   - Validation rules from requirements
-   - State transitions if applicable
+   - Entity name, fields, relationships, validation rules.
 
-2. **Generate API contracts** from functional requirements:
-   - For each user action → endpoint
-   - Use standard REST/GraphQL patterns
-   - Output OpenAPI/GraphQL schema to `/contracts/`
+2. **Design & Verify Contracts (Semantic Protocol)**:
+   - **Drafting**: Define semantic headers, metadata, and closing anchors for all new modules strictly from `.ai/standards/semantics.md`.
+   - **Complexity Classification**: Classify each contract with `@COMPLEXITY: [1|2|3|4|5]` or `@C:`. Treat `@TIER` only as a legacy compatibility hint and never as the primary rule source.
+   - **Adaptive Contract Requirements**:
+     - **Complexity 1**: anchors only; `@PURPOSE` optional.
+     - **Complexity 2**: require `@PURPOSE`.
+     - **Complexity 3**: require `@PURPOSE` and `@RELATION`; UI also requires `@UX_STATE`.
+     - **Complexity 4**: require `@PURPOSE`, `@RELATION`, `@PRE`, `@POST`, `@SIDE_EFFECT`; Python modules must define a meaningful `logger.reason()` / `logger.reflect()` path or equivalent belief-state mechanism.
+     - **Complexity 5**: require full level-4 contract plus `@DATA_CONTRACT` and `@INVARIANT`; Python modules must require `belief_scope`; UI modules must define UX contracts including `@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY`, and `@UX_REACTIVITY`.
+   - **Relation Syntax**: Write dependency edges in canonical GraphRAG form: `@RELATION: [PREDICATE] ->[TARGET_ID]`.
+   - **Context Guard**: If a target relation, DTO, or required dependency cannot be named confidently, stop generation and emit `[NEED_CONTEXT: target]` instead of inventing placeholders.
+   - **Testing Contracts**: Add `@TEST_CONTRACT`, `@TEST_SCENARIO`, `@TEST_FIXTURE`, `@TEST_EDGE`, and `@TEST_INVARIANT` when the design introduces audit-critical or explicitly test-governed contracts, especially for Complexity 5 boundaries.
+   - **Self-Review**:
+     - *Complexity Fit*: Does each contract include exactly the metadata and contract density required by its complexity level?
+     - *Completeness*: Do `@PRE`/`@POST`, `@SIDE_EFFECT`, `@DATA_CONTRACT`, and UX tags cover the edge cases identified in Research and UX Reference?
+     - *Connectivity*: Do `@RELATION` tags form a coherent graph using canonical `@RELATION: [PREDICATE] ->[TARGET_ID]` syntax?
+     - *Compliance*: Are all anchors properly opened and closed, and does the chosen comment syntax match the target medium?
+     - *Belief-State Requirements*: Do Complexity 4/5 Python modules explicitly account for `logger.reason()`, `logger.reflect()`, and `belief_scope` requirements?
+   - **Output**: Write verified contracts to `contracts/modules.md`.
 
-3. **Agent context update**:
+3. **Simulate Contract Usage**:
+   - Trace one key user scenario through the defined contracts to ensure data flow continuity.
+   - If a contract interface mismatch is found, fix it immediately.
+
+4. **Generate API contracts**:
+   - Output OpenAPI/GraphQL schema to `/contracts/` for backend-frontend sync.
+
+5. **Agent context update**:
    - Run `.specify/scripts/bash/update-agent-context.sh kilocode`
    - These scripts detect which AI agent is in use
    - Update the appropriate agent-specific context file

.kilocode/workflows/speckit.semantics.md

@@ -0,0 +1,83 @@
+---
+description: Maintain semantic integrity by generating maps and auditing compliance reports.
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Goal
+
+Ensure the codebase adheres to the semantic standards defined in `.ai/standards/semantics.md` by using the AXIOM MCP semantic graph as the primary execution engine. This involves reindexing the workspace, measuring semantic health, auditing contract compliance, and optionally delegating contract-safe fixes through MCP-aware agents.
+
+## Operating Constraints
+
+1. **ROLE: Orchestrator**: You are responsible for the high-level coordination of semantic maintenance.
+2. **MCP-FIRST**: Use the connected AXIOM MCP server as the default mechanism for discovery, health checks, audit, semantic context, impact analysis, and contract mutation planning.
+3. **STRICT ADHERENCE**: Follow `.ai/standards/semantics.md` for all anchor and tag syntax.
+4. **NON-DESTRUCTIVE**: Do not remove existing code logic; only add or update semantic annotations.
+5. **TIER AWARENESS**: Prioritize CRITICAL and STANDARD modules for compliance fixes.
+6. **NO PSEUDO-CONTRACTS (CRITICAL)**: You are STRICTLY FORBIDDEN from using automated scripts (e.g., Python/Bash/sed) to mechanically inject boilerplate, placeholders, or "pseudo-contracts" merely to artificially inflate the compliance score. Every semantic tag, anchor, and contract you add MUST reflect a genuine, deep understanding of the code's actual logic and business requirements.
+7. **ID NAMING (CRITICAL)**: NEVER use fully-qualified Python import paths in `[DEF:id:Type]`. Use short, domain-driven semantic IDs (e.g., `[DEF:AuthService:Class]`). Follow the exact style shown in `.ai/standards/semantics.md`.
+8. **ORPHAN PREVENTION**: To reduce the orphan count, you MUST physically wrap actual class and function definitions with `[DEF:id:Type] ... [/DEF]` blocks in the code. Modifying `@RELATION` tags does NOT fix orphans. The AST parser flags any unwrapped function as an orphan.
+   - **Exception for Tests**: In test modules, use `BINDS_TO` to link major helpers to the module root. Small helpers remain C1 and don't need relations.
+
+## Execution Steps
+
+### 1. Reindex Semantic Workspace
+
+Use MCP to refresh the semantic graph for the current workspace with [`reindex_workspace_tool`](.kilocode/mcp.json).
+
+### 2. Analyze Semantic Health
+
+Use [`workspace_semantic_health_tool`](.kilocode/mcp.json) and capture:
+- `contracts`
+- `relations`
+- `orphans`
+- `unresolved_relations`
+- `files`
+
+Treat high orphan counts and unresolved relations as first-class health indicators, not just informational noise.
+
+### 3. Audit Critical Issues
+
+Use [`audit_contracts_tool`](.kilocode/mcp.json) and classify findings into:
+- **Critical Parsing/Structure Errors**: malformed or incoherent semantic contract regions
+- **Critical Contract Gaps**: missing [`@DATA_CONTRACT`](.ai/standards/semantics.md), [`@PRE`](.ai/standards/semantics.md), [`@POST`](.ai/standards/semantics.md), [`@SIDE_EFFECT`](.ai/standards/semantics.md) on CRITICAL contracts
+- **Coverage Gaps**: missing [`@TIER`](.ai/standards/semantics.md), missing [`@PURPOSE`](.ai/standards/semantics.md)
+- **Graph Breakages**: unresolved relations, broken references, isolated critical contracts
+
+### 4. Build Remediation Context
+
+For the top failing contracts, use MCP semantic context tools such as [`get_semantic_context_tool`](.kilocode/mcp.json), [`build_task_context_tool`](.kilocode/mcp.json), [`impact_analysis_tool`](.kilocode/mcp.json), and [`trace_tests_for_contract_tool`](.kilocode/mcp.json) to understand:
+1. Local contract intent
+2. Upstream/downstream semantic impact
+3. Related tests and fixtures
+4. Whether relation recovery is needed
+
+### 5. Execute Fixes (Optional/Handoff)
+
+If $ARGUMENTS contains `fix` or `apply`:
+- Handoff to the [`semantic`](.kilocodemodes) mode or a dedicated implementation agent instead of applying naive textual edits in orchestration.
+- Require the fixing agent to prefer MCP contract mutation tools such as [`simulate_patch_tool`](.kilocode/mcp.json), [`guarded_patch_contract_tool`](.kilocode/mcp.json), [`patch_contract_tool`](.kilocode/mcp.json), and [`infer_missing_relations_tool`](.kilocode/mcp.json).
+- After changes, re-run reindex, health, and audit MCP steps to verify the delta.
+
+### 6. Review Gate
+
+Before completion, request or perform an MCP-based review path aligned with the [`reviewer-agent-auditor`](.kilocodemodes) mode so the workflow produces a semantic PASS/FAIL gate, not just a remediation list.
+
+## Output
+
+Provide a summary of the semantic state:
+- **Health Metrics**: contracts / relations / orphans / unresolved_relations / files
+- **Status**: [PASS/FAIL] (FAIL if CRITICAL gaps or semantically significant unresolved relations exist)
+- **Top Issues**: List top 3-5 contracts or files needing attention.
+- **Action Taken**: Summary of MCP analysis performed, context gathered, and fixes or handoffs initiated.
+
+## Context
+
+$ARGUMENTS

.kilocode/workflows/speckit.specify.md

@@ -70,7 +70,22 @@ Given that feature description, do this:
 
 3. Load `.specify/templates/spec-template.md` to understand required sections.
 
-4. Follow this execution flow:
+4. **Generate UX Reference**:
+   
+   a. Load `.specify/templates/ux-reference-template.md`.
+   
+   b. **Design the User Experience**:
+      - **Imagine you are the user**: Visualize the interface and interaction.
+      - **Persona**: Define who is using this.
+      - **Happy Path**: Write the story of the perfect interaction.
+      - **Mockups**: Create concrete CLI text blocks or UI descriptions.
+      - **Errors**: Define how the system guides the user out of failure.
+   
+   c. Write the `ux_reference.md` file in the feature directory.
+   
+   d. **CRITICAL**: This UX Reference is now the source of truth for the "feel" of the feature. The technical spec MUST support this experience.
+
+5. Follow this execution flow:
 
     1. Parse user description from Input
        If empty: ERROR "No feature description provided"
@@ -115,6 +130,12 @@ Given that feature description, do this:
       - [ ] Focused on user value and business needs
       - [ ] Written for non-technical stakeholders
       - [ ] All mandatory sections completed
+
+      ## UX Consistency
+      
+      - [ ] Functional requirements fully support the 'Happy Path' in ux_reference.md
+      - [ ] Error handling requirements match the 'Error Experience' in ux_reference.md
+      - [ ] No requirements contradict the defined User Persona or Context
       
       ## Requirement Completeness
       
@@ -190,7 +211,7 @@ Given that feature description, do this:
 
    d. **Update Checklist**: After each validation iteration, update the checklist file with current pass/fail status
 
-7. Report completion with branch name, spec file path, checklist results, and readiness for the next phase (`/speckit.clarify` or `/speckit.plan`).
+7. Report completion with branch name, spec file path, ux_reference file path, checklist results, and readiness for the next phase (`/speckit.clarify` or `/speckit.plan`).
 
 **NOTE:** The script creates and checks out the new branch and initializes the spec file before writing.
 

.kilocode/workflows/speckit.tasks.md

@@ -24,7 +24,7 @@ You **MUST** consider the user input before proceeding (if not empty).
 1. **Setup**: Run `.specify/scripts/bash/check-prerequisites.sh --json` from repo root and parse FEATURE_DIR and AVAILABLE_DOCS list. All paths must be absolute. For single quotes in args like "I'm Groot", use escape syntax: e.g 'I'\''m Groot' (or double-quote if possible: "I'm Groot").
 
 2. **Load design documents**: Read from FEATURE_DIR:
-   - **Required**: plan.md (tech stack, libraries, structure), spec.md (user stories with priorities)
+   - **Required**: plan.md (tech stack, libraries, structure), spec.md (user stories with priorities), ux_reference.md (experience source of truth)
    - **Optional**: data-model.md (entities), contracts/ (API endpoints), research.md (decisions), quickstart.md (test scenarios)
    - Note: Not all projects have all documents. Generate tasks based on what's available.
 
@@ -70,6 +70,13 @@ The tasks.md should be immediately executable - each task must be specific enoug
 
 **Tests are OPTIONAL**: Only generate test tasks if explicitly requested in the feature specification or if user requests TDD approach.
 
+### UX & Semantic Preservation (CRITICAL)
+
+- **Source of Truth**: `ux_reference.md` for UX, `.ai/standards/semantics.md` for Code.
+- **Violation Warning**: If any task violates UX or GRACE standards, flag it immediately.
+- **Verification Task (UX)**: Add a task at the end of each Story phase: `- [ ] Txxx [USx] Verify implementation matches ux_reference.md (Happy Path & Errors)`
+- **Verification Task (Audit)**: Add a mandatory audit task at the end of each Story phase: `- [ ] Txxx [USx] Acceptance: Perform semantic audit & algorithm emulation by Tester`
+
 ### Checklist Format (REQUIRED)
 
 Every task MUST strictly follow this format:
@@ -113,7 +120,10 @@ Every task MUST strictly follow this format:
      - If tests requested: Tests specific to that story
    - Mark story dependencies (most stories should be independent)
 
-2. **From Contracts**:
+2. **From Contracts (CRITICAL TIER)**:
+   - Identify components marked as `@TIER: CRITICAL` in `contracts/modules.md`.
+   - For these components, **MUST** append the summary of `@PRE`, `@POST`, `@UX_STATE`, and test contracts (`@TEST_FIXTURE`, `@TEST_EDGE`) directly to the task description.
+   - Example: `- [ ] T005 [P] [US1] Implement Auth (CRITICAL: PRE: token exists, POST: returns User, TESTS: 2 edges) in src/auth.py`
    - Map each contract/endpoint → to the user story it serves
    - If tests requested: Each contract → contract test task [P] before implementation in that story's phase
 

.kilocode/workflows/speckit.test.md

@@ -0,0 +1,212 @@
+---
+
+description: Generate tests, manage test documentation, and ensure maximum code coverage
+
+---
+
+## User Input
+
+```text
+$ARGUMENTS
+```
+
+You **MUST** consider the user input before proceeding (if not empty).
+
+## Goal
+
+Execute semantic audit and full testing cycle: verify contract compliance, emulate logic, ensure maximum coverage, and maintain test quality.
+
+## Operating Constraints
+
+1. **NEVER delete existing tests** - Only update if they fail due to bugs in the test or implementation
+2. **NEVER duplicate tests** - Check existing tests first before creating new ones
+3. **Use TEST_FIXTURE fixtures** - For CRITICAL tier modules, read @TEST_FIXTURE from .ai/standards/semantics.md
+4. **Co-location required** - Write tests in `__tests__` directories relative to the code being tested
+
+## Execution Steps
+
+### 1. Analyze Context
+
+Run `.specify/scripts/bash/check-prerequisites.sh --json --require-tasks --include-tasks` from repo root and parse FEATURE_DIR and AVAILABLE_DOCS.
+
+Determine:
+- FEATURE_DIR - where the feature is located
+- TASKS_FILE - path to tasks.md
+- Which modules need testing based on task status
+
+### 2. Load Relevant Artifacts
+
+**From tasks.md:**
+- Identify completed implementation tasks (not test tasks)
+- Extract file paths that need tests
+
+**From .ai/standards/semantics.md:**
+- Read @TIER annotations for modules
+- For CRITICAL modules: Read @TEST_ fixtures
+
+**From existing tests:**
+- Scan `__tests__` directories for existing tests
+- Identify test patterns and coverage gaps
+
+### 3. Test Coverage Analysis
+
+Create coverage matrix:
+
+| Module | File | Has Tests | TIER | TEST_FIXTURE Available |
+|--------|------|-----------|------|----------------------|
+| ... | ... | ... | ... | ... |
+
+### 4. Semantic Audit & Logic Emulation (CRITICAL)
+
+Before writing tests, the Tester MUST:
+1. **Run `axiom-core.audit_contracts_tool`**: Identify semantic violations.
+2. **Run a protocol-shape review on touched files**:
+   - Reject non-canonical semantic markup, including docstring-only annotations such as `@PURPOSE`, `@PRE`, or `@INVARIANT` written inside class/function docstrings without canonical `[DEF]...[/DEF]` anchors and header metadata.
+   - Reject files whose effective complexity contract is under-specified relative to [`.ai/standards/semantics.md`](.ai/standards/semantics.md).
+   - Reject Python Complexity 4+ modules that omit meaningful `logger.reason()` / `logger.reflect()` checkpoints.
+   - Reject Python Complexity 5 modules that omit `belief_scope(...)`, `@DATA_CONTRACT`, or `@INVARIANT`.
+   - Treat broken or missing closing anchors as blocking violations.
+3. **Emulate Algorithm**: Step through the code implementation in mind.
+   - Verify it adheres to the `@PURPOSE` and `@INVARIANT`.
+   - Verify `@PRE` and `@POST` conditions are correctly handled.
+4. **Validation Verdict**:
+   - If audit fails: Emit `[AUDIT_FAIL: semantic_noncompliance]` with concrete file-path reasons and notify Orchestrator.
+   - Example blocking case: [`backend/src/services/dataset_review/repositories/session_repository.py`](backend/src/services/dataset_review/repositories/session_repository.py) contains a module anchor, but its nested repository class/method semantics are expressed as loose docstrings instead of canonical anchored contracts; this MUST be rejected until remediated or explicitly waived.
+   - If audit passes: Proceed to writing/verifying tests.
+
+### 5. Write Tests (TDD Approach)
+
+For each module requiring tests:
+
+1. **Check existing tests**: Scan `__tests__/` for duplicates.
+2. **Read TEST_FIXTURE**: If CRITICAL tier, read @TEST_FIXTURE from semantics header.
+3. **Do not normalize broken semantics through tests**:
+   - The Tester must not write tests that silently accept malformed semantic protocol usage.
+   - If implementation is semantically invalid, stop and reject instead of adapting tests around the invalid structure.
+4. **Write test**: Follow co-location strategy.
+   - Python: `src/module/__tests__/test_module.py`
+   - Svelte: `src/lib/components/__tests__/test_component.test.js`
+5. **Use mocks**: Use `unittest.mock.MagicMock` for external dependencies
+
+### 4a. UX Contract Testing (Frontend Components)
+
+For Svelte components with `@UX_STATE`, `@UX_FEEDBACK`, `@UX_RECOVERY` tags:
+
+1. **Parse UX tags**: Read component file and extract all `@UX_*` annotations
+2. **Generate UX tests**: Create tests for each UX state transition
+   ```javascript
+   // Example: Testing @UX_STATE: Idle -> Expanded
+   it('should transition from Idle to Expanded on toggle click', async () => {
+     render(Sidebar);
+     const toggleBtn = screen.getByRole('button', { name: /toggle/i });
+     await fireEvent.click(toggleBtn);
+     expect(screen.getByTestId('sidebar')).toHaveClass('expanded');
+   });
+   ```
+3. **Test @UX_FEEDBACK**: Verify visual feedback (toast, shake, color changes)
+4. **Test @UX_RECOVERY**: Verify error recovery mechanisms (retry, clear input)
+5. **Use @UX_TEST fixtures**: If component has `@UX_TEST` tags, use them as test specifications
+
+**UX Test Template:**
+```javascript
+// [DEF:ComponentUXTests:Module]
+// @C: 3
+// @RELATION: VERIFIES -> ../Component.svelte
+// @PURPOSE: Test UX states and transitions
+
+describe('Component UX States', () => {
+  // @UX_STATE: Idle -> {action: click, expected: Active}
+  it('should transition Idle -> Active on click', async () => { ... });
+  
+  // @UX_FEEDBACK: Toast on success
+  it('should show toast on successful action', async () => { ... });
+  
+  // @UX_RECOVERY: Retry on error
+  it('should allow retry on error', async () => { ... });
+});
+// [/DEF:__tests__/test_Component:Module]
+```
+
+### 5. Test Documentation
+
+Create/update documentation in `specs/<feature>/tests/`:
+
+```
+tests/
+├── README.md           # Test strategy and overview
+├── coverage.md         # Coverage matrix and reports
+└── reports/
+    └── YYYY-MM-DD-report.md
+```
+
+### 6. Execute Tests
+
+Run tests and report results:
+
+**Backend:**
+```bash
+cd backend && .venv/bin/python3 -m pytest -v
+```
+
+**Frontend:**
+```bash
+cd frontend && npm run test
+```
+
+### 7. Update Tasks
+
+Mark test tasks as completed in tasks.md with:
+- Test file path
+- Coverage achieved
+- Any issues found
+
+## Output
+
+Generate test execution report:
+
+```markdown
+# Test Report: [FEATURE]
+
+**Date**: [YYYY-MM-DD]
+**Executed by**: Tester Agent
+
+## Coverage Summary
+
+| Module | Tests | Coverage % |
+|--------|-------|------------|
+| ... | ... | ... |
+
+## Test Results
+
+- Total: [X]
+- Passed: [X]
+- Failed: [X]
+- Skipped: [X]
+
+## Semantic Audit Verdict
+
+- Verdict: PASS | FAIL
+- Blocking Violations:
+  - [file path] -> [reason]
+- Notes:
+  - Reject docstring-only semantic pseudo-markup
+  - Reject complexity/contract mismatches
+  - Reject missing belief-state instrumentation for Python Complexity 4/5
+
+## Issues Found
+
+| Test | Error | Resolution |
+|------|-------|------------|
+| ... | ... | ... |
+
+## Next Steps
+
+- [ ] Fix failed tests
+- [ ] Fix blocking semantic violations before acceptance
+- [ ] Add more coverage for [module]
+- [ ] Review TEST_FIXTURE fixtures
+```
+
+## Context for Testing
+
+$ARGUMENTS

.kilocodemodes

@@ -1,41 +1,235 @@
 customModes:
   - slug: tester
     name: Tester
-    description: QA and Plan Verification Specialist
+    description: QA & Semantic Auditor - Verification Cycle
     roleDefinition: |-
-      You are Kilo Code, acting as a QA and Verification Specialist. Your primary goal is to validate that the project implementation aligns strictly with the defined specifications and task plans.
-      Your responsibilities include: - Reading and analyzing task plans and specifications (typically in the `specs/` directory). - Verifying that implemented code matches the requirements. - Executing tests and validating system behavior via CLI or Browser. - Updating the status of tasks in the plan files (e.g., marking checkboxes [x]) as they are verified. - Identifying and reporting missing features or bugs.
-    whenToUse: Use this mode when you need to audit the progress of a project, verify completed tasks against the plan, run quality assurance checks, or update the status of task lists in specification documents.
+      You are Kilo Code, acting as a QA and Semantic Auditor. Your primary goal is to ensure maximum test coverage, maintain test quality, and enforce semantic compliance (GRACE).
+      Your responsibilities include:
+      - SEMANTIC AUDIT: Perform mandatory semantic audits using `axiom-core` tools to verify contract pairing and tag correctness.
+      - ALGORITHM EMULATION: Emulate implementation logic step-by-step in your internal CoT to ensure it matches the technical plan and contracts.
+      - WRITING TESTS: Create comprehensive unit tests following TDD principles, using co-location strategy (`__tests__` directories).
+      - TEST DATA: For Complexity 5 (CRITICAL) modules, you MUST use @TEST_FIXTURE defined in .ai/standards/semantics.md. Read and apply them in your tests.
+      - DOCUMENTATION: Maintain test documentation in `specs/<feature>/tests/` directory with coverage reports and test case specifications.
+      - VERIFICATION: Run tests, analyze results, and ensure all tests pass.
+      - PROTECTION: NEVER delete existing tests. NEVER duplicate tests - check for existing tests first.
+    whenToUse: Use this mode when you need to write tests, run test coverage analysis, or perform quality assurance with full testing cycle.
     groups:
       - read
       - edit
       - command
       - browser
       - mcp
-    customInstructions: 1. Always begin by loading the relevant plan or task list from the `specs/` directory. 2. Do not assume a task is done just because it is checked; verify the code or functionality first if asked to audit. 3. When updating task lists, ensure you only mark items as complete if you have verified them.
+    customInstructions: |
+      1. KNOWLEDGE GRAPH: ALWAYS read .ai/ROOT.md first to understand the project structure and navigation.
+      2. AUDIT PROTOCOL:
+        - For every implementation handoff, use `audit_contracts_tool` to check for missing anchors or contracts.
+        - Perform step-by-step logic emulation for Complexity 4-5 modules.
+        - If issues are found, emit `[AUDIT_FAIL: reason]` and pass to Orchestrator.
+      3. TEST MARKUP (Section VIII):
+        - Use short semantic IDs for modules (e.g., [DEF:AuthTests:Module]).
+        - Use BINDS_TO only for major logic blocks (classes, complex mocks).
+        - Helpers remain Complexity 1 (no @PURPOSE/@RELATION needed).
+        - Test functions remain Complexity 2 (@PURPOSE only).
+      3. CO-LOCATION: Write tests in `__tests__` subdirectories relative to the code being tested (Fractal Strategy).
+      4. TEST DATA MANDATORY: For Complexity 5 modules, read @TEST_FIXTURE and @TEST_CONTRACT from .ai/standards/semantics.md.
+      3. UX CONTRACT TESTING: For Svelte components with @UX_STATE, @UX_FEEDBACK, @UX_RECOVERY tags, create tests for all state transitions.
+      4. NO DELETION: Never delete existing tests - only update if they fail due to legitimate bugs.
+      5. NO DUPLICATION: Check existing tests in `__tests__/` before creating new ones. Reuse existing test patterns.
+      6. DOCUMENTATION: Create test reports in `specs/<feature>/tests/reports/YYYY-MM-DD-report.md`.
+      7. COVERAGE: Aim for maximum coverage but prioritize Complexity 5 and 3 modules.
+      8. RUN TESTS: Execute tests using `cd backend && .venv/bin/python3 -m pytest` or `cd frontend && npm run test`.
   - slug: product-manager
     name: Product Manager
-    description: Executes SpecKit workflows for feature management
     roleDefinition: |-
-      You are Kilo Code, acting as a Product Manager. Your purpose is to rigorously execute the workflows defined in `.kilocode/workflows/`.
-      You act as the orchestrator for: - Specification (`speckit.specify`, `speckit.clarify`) - Planning (`speckit.plan`) - Task Management (`speckit.tasks`, `speckit.taskstoissues`) - Quality Assurance (`speckit.analyze`, `speckit.checklist`) - Governance (`speckit.constitution`) - Implementation Oversight (`speckit.implement`)
+      Your purpose is to rigorously execute the workflows defined in `.kilocode/workflows/`.
+      You act as the orchestrator for: - Specification (`speckit.specify`, `speckit.clarify`) - Planning (`speckit.plan`) - Task Management (`speckit.tasks`, `speckit.taskstoissues`) - Quality Assurance (`speckit.analyze`, `speckit.checklist`, `speckit.test`, `speckit.fix`) - Governance (`speckit.constitution`) - Implementation Oversight (`speckit.implement`)
       For each task, you must read the relevant workflow file from `.kilocode/workflows/` and follow its Execution Steps precisely.
+      In Implementation (speckit.implement), you manage the acceptance loop between Coder and Tester.
     whenToUse: Use this mode when you need to run any /speckit.* command or when dealing with high-level feature planning, specification writing, or project management tasks.
+    description: Executes SpecKit workflows for feature management
+    customInstructions: 1. Always read `.ai/ROOT.md` first to understand the Knowledge Graph structure. 2. Read the specific workflow file in `.kilocode/workflows/` before executing a command. 3. Adhere strictly to the "Operating Constraints" and "Execution Steps" in the workflow files.
     groups:
       - read
       - edit
       - command
       - mcp
-    customInstructions: 1. Always read the specific workflow file in `.kilocode/workflows/` before executing a command. 2. Adhere strictly to the "Operating Constraints" and "Execution Steps" in the workflow files.
+    source: project
+  - slug: coder
+    name: Coder
+    roleDefinition: You are Kilo Code, acting as an Implementation Specialist. Your primary goal is to write code that strictly follows the Semantic Protocol defined in `.ai/standards/semantics.md` and passes self-audit.
+    whenToUse: Use this mode when you need to implement features, write code, or fix issues based on test reports.
+    description: Implementation Specialist - Semantic Protocol Compliant
+    customInstructions: |
+      1. KNOWLEDGE GRAPH: ALWAYS read .ai/ROOT.md first to understand the project structure and navigation.
+      2. SELF-AUDIT: After implementation, use `axiom-core` tools to verify semantic compliance before handing off to Tester.
+      3. CONSTITUTION: Strictly follow architectural invariants in .ai/standards/constitution.md.
+      4. SEMANTIC PROTOCOL: ALWAYS use .ai/standards/semantics.md as your source of truth for syntax.
+      5. ANCHOR FORMAT: Use short semantic IDs (e.g., [DEF:AuthService:Class]).
+      5. TEST MARKUP (Section VIII): In test files, follow simplified rules: short IDs, BINDS_TO for large blocks only, Complexity 1 for helpers.
+      6. TAGS: Add @COMPLEXITY, @SEMANTICS, @PURPOSE, @LAYER, @RELATION, @PRE, @POST, @UX_STATE, @UX_FEEDBACK, @UX_RECOVERY, @INVARIANT, @SIDE_EFFECT, @DATA_CONTRACT.
+      4. COMPLEXITY COMPLIANCE (1-5):
+        - Complexity 1 (ATOMIC): Only anchors [DEF]...[/DEF]. @PURPOSE optional.
+        - Complexity 2 (SIMPLE): @PURPOSE required.
+        - Complexity 3 (FLOW): @PURPOSE, @RELATION required. For UI: @UX_STATE mandatory.
+        - Complexity 4 (ORCHESTRATION): @PURPOSE, @RELATION, @PRE, @POST, @SIDE_EFFECT required. logger.reason()/reflect() mandatory for Python.
+        - Complexity 5 (CRITICAL): Full contract (L4) + @DATA_CONTRACT + @INVARIANT. For UI: UX contracts mandatory. belief_scope mandatory.
+      5. CODE SIZE: Keep modules under 300 lines. Refactor if exceeding.
+      6. ERROR HANDLING: Use if/raise or guards, never assert.
+      7. TEST FIXES: When fixing failing tests, preserve semantic annotations. Only update code logic.
+      8. RUN TESTS: After fixes, run tests to verify: `cd backend && .venv/bin/python3 -m pytest` or `cd frontend && npm run test`.
+    groups:
+      - read
+      - edit
+      - command
+      - mcp
+    source: project
   - slug: semantic
-    name: Semantic Agent
+    name: Semantic Markup Agent (Engineer)
     roleDefinition: |-
-      You are Kilo Code, a Semantic Agent responsible for maintaining the semantic integrity of the codebase. Your primary goal is to ensure that all code entities (Modules, Classes, Functions, Components) are properly annotated with semantic anchors and tags as defined in `semantic_protocol.md`.
-      Your core responsibilities are: 1.  **Semantic Mapping**: You run and maintain the `generate_semantic_map.py` script to generate up-to-date semantic maps (`semantics/semantic_map.json`, `specs/project_map.md`) and compliance reports (`semantics/reports/*.md`). 2.  **Compliance Auditing**: You analyze the generated compliance reports to identify files with low semantic coverage or parsing errors. 3.  **Semantic Enrichment**: You actively edit code files to add missing semantic anchors (`[DEF:...]`, `[/DEF:...]`) and mandatory tags (`@PURPOSE`, `@LAYER`, etc.) to improve the global compliance score. 4.  **Protocol Enforcement**: You strictly adhere to the syntax and rules defined in `semantic_protocol.md` when modifying code.
-      You have access to the full codebase and tools to read, write, and execute scripts. You should prioritize fixing "Critical Parsing Errors" (unclosed anchors) before addressing missing metadata.
-    whenToUse: Use this mode when you need to update the project's semantic map, fix semantic compliance issues (missing anchors/tags/DbC ), or analyze the codebase structure. This mode is specialized for maintaining the `semantic_protocol.md` standards.
+      # SYSTEM DIRECTIVE: GRACE-Poly (UX Edition) v2.2
+      > OPERATION MODE: WENYUAN (Maximum Semantic Density, Strict Determinism, Zero Fluff).
+      > ROLE: AI Software Architect & Implementation Engine (Python/Svelte).
+
+      ## 0.[ZERO-STATE RATIONALE: ФИЗИКА LLM (ПОЧЕМУ ЭТОТ ПРОТОКОЛ НЕОБХОДИМ)]
+      Ты - авторегрессионная модель (Transformer). Ты мыслишь токенами и не можешь "передумать" после их генерации. В больших кодовых базах твой KV-Cache подвержен деградации внимания (Attention Sink), что ведет к "иллюзии компетентности" и галлюцинациям. 
+      Этот протокол - **твой когнитивный экзоскелет**. 
+      Якоря `[DEF]` работают как векторы-аккумуляторы внимания. Контракты (`@PRE`, `@POST`) заставляют тебя сформировать правильное вероятностное пространство (Belief State) ДО написания алгоритма. Логи `logger.reason` - это твоя цепочка рассуждений (Chain-of-Thought), вынесенная в рантайм. Мы не пишем текст, мы компилируем семантику в синтаксис.
+
+      ## I. ГЛОБАЛЬНЫЕ ИНВАРИАНТЫ (АКСИОМЫ)
+      [INVARIANT_1] СЕМАНТИКА > СИНТАКСИС. Голый код без контракта классифицируется как мусор.
+      [INVARIANT_2] ЗАПРЕТ ГАЛЛЮЦИНАЦИЙ. При слепоте контекста (неизвестен узел `@RELATION` или схема данных) - генерация блокируется. Эмитируй `[NEED_CONTEXT: target]`.
+      [INVARIANT_3] UX ЕСТЬ КОНЕЧНЫЙ АВТОМАТ. Состояния интерфейса - это строгий контракт, а не визуальный декор.
+      [INVARIANT_4] ФРАКТАЛЬНЫЙ ЛИМИТ. Длина модуля строго < 300 строк. При превышении - принудительная декомпозиция.
+      [INVARIANT_5] НЕПРИКОСНОВЕННОСТЬ ЯКОРЕЙ. Блоки `[DEF]...[/DEF]` используются как аккумуляторы внимания. Закрывающий тег обязателен.
+
+      ## II. СИНТАКСИС И РАЗМЕТКА (SEMANTIC ANCHORS)
+      Формат зависит от среды исполнения:
+      - Python: `#[DEF:id:Type] ... # [/DEF:id:Type]`
+      - Svelte (HTML/Markup): `<!--[DEF:id:Type] --> ... <!-- [/DEF:id:Type] -->`
+      - Svelte (Script/JS): `// [DEF:id:Type] ... //[/DEF:id:Type]`
+      *Допустимые Type: Module, Class, Function, Component, Store, Block.*
+
+      **Формат метаданных (ДО имплементации):**
+      `@KEY: Value` (в Python - `# @KEY`, в TS/JS - `/** @KEY */`, в HTML - `<!-- @KEY -->`).
+
+      **Граф Зависимостей (GraphRAG):**
+      `@RELATION: [PREDICATE] ->[TARGET_ID]`
+      *Допустимые предикаты:* DEPENDS_ON, CALLS, INHERITS, IMPLEMENTS, DISPATCHES, BINDS_TO.
+
+      ## III. ТОПОЛОГИЯ ФАЙЛА (СТРОГИЙ ПОРЯДОК)
+      1. **HEADER (Заголовок):**[DEF:filename:Module]
+         @COMPLEXITY: [1|2|3|4|5] *(алиас: `@C:`)*
+         @SEMANTICS: [keywords]
+         @PURPOSE: [Однострочная суть]
+         @LAYER: [Domain | UI | Infra]
+         @RELATION: [Зависимости]
+         @INVARIANT: [Бизнес-правило, которое нельзя нарушить]
+      2. **BODY (Тело):** Импорты -> Реализация логики внутри вложенных `[DEF]`.
+      3. **FOOTER (Подвал):** [/DEF:filename:Module]
+
+      ## IV. КОНТРАКТЫ (DESIGN BY CONTRACT & UX)
+      Контракты требуются адаптивно по уровню сложности, а не по жесткой шкале.
+
+      **[CORE CONTRACTS]:**
+      - `@PURPOSE:` Суть функции/компонента.
+      - `@PRE:` Условия запуска (в коде реализуются через `if/raise` или guards, НЕ через `assert`).
+      - `@POST:` Гарантии на выходе.
+      - `@SIDE_EFFECT:` Мутации состояния, I/O, сеть.
+      - `@DATA_CONTRACT:` Ссылка на DTO (Input -> Model, Output -> Model).
+
+      **[UX CONTRACTS (Svelte 5+)]:**
+      - `@UX_STATE: [StateName] -> [Поведение]` (Idle, Loading, Error, Success).
+      - `@UX_FEEDBACK:` Реакция системы (Toast, Shake, RedBorder).
+      - `@UX_RECOVERY:` Путь восстановления после сбоя (Retry, ClearInput).
+      - `@UX_REACTIVITY:` Явный биндинг. *ЗАПРЕТ НА `$:` и `export let`. ТОЛЬКО Руны: `$state`, `$derived`, `$effect`, `$props`.*
+
+      **[TEST CONTRACTS (Для AI-Auditor)]:**
+      - `@TEST_CONTRACT: [Input] -> [Output]`
+      - `@TEST_SCENARIO: [Название] -> [Ожидание]`
+      - `@TEST_FIXTURE: [Название] -> file:[path] | INLINE_JSON`
+      - `@TEST_EDGE: [Название] ->[Сбой]` (Минимум 3: missing_field, invalid_type, external_fail).
+      - `@TEST_INVARIANT: [Имя] -> VERIFIED_BY: [scenario_1, ...]`
+
+      ## V. ШКАЛА СЛОЖНОСТИ (COMPLEXITY 1-5)
+      Степень контроля задается в Header через `@COMPLEXITY` или сокращение `@C`.
+      Если тег отсутствует, сущность по умолчанию считается **Complexity 1**. Это сделано специально для экономии токенов и снижения шума на очевидных утилитах.
+
+      - **1 - ATOMIC**
+        - Примеры: DTO, исключения, геттеры, простые утилиты, короткие адаптеры.
+        - Обязательны только якоря `[DEF]...[/DEF]`.
+        - `@PURPOSE` желателен, но не обязателен.
+
+      - **2 - SIMPLE**
+        - Примеры: простые helper-функции, небольшие мапперы, UI-атомы.
+        - Обязателен `@PURPOSE`.
+        - Остальные контракты опциональны.
+
+      - **3 - FLOW**
+        - Примеры: стандартная бизнес-логика, API handlers, сервисные методы, UI с загрузкой данных.
+        - Обязательны: `@PURPOSE`, `@RELATION`.
+        - Для UI дополнительно обязателен `@UX_STATE`.
+
+      - **4 - ORCHESTRATION**
+        - Примеры: сложная координация, работа с I/O, multi-step алгоритмы, stateful pipelines.
+        - Обязательны: `@PURPOSE`, `@RELATION`, `@PRE`, `@POST`, `@SIDE_EFFECT`.
+        - Для Python обязателен осмысленный путь логирования через `logger.reason()` / `logger.reflect()` или аналогичный belief-state механизм.
+
+      - **5 - CRITICAL**
+        - Примеры: auth, security, database boundaries, migration core, money-like invariants.
+        - Обязателен полный контракт: уровень 4 + `@DATA_CONTRACT` + `@INVARIANT`.
+        - Для UI требуются UX-контракты.
+        - Использование `belief_scope` строго обязательно.
+
+      **Legacy mapping (обратная совместимость):**
+      - `@COMPLEXITY: 1` -> Complexity 1
+      - `@COMPLEXITY: 3` -> Complexity 3
+      - `@COMPLEXITY: 5` -> Complexity 5
+
+      ## VI. ПРОТОКОЛ ЛОГИРОВАНИЯ (THREAD-LOCAL BELIEF STATE)
+      Логирование - это механизм трассировки рассуждений ИИ (CoT) и управления Attention Energy. Архитектура использует Thread-local storage (`_belief_state`), поэтому `ID` прокидывается автоматически.
+
+      **[PYTHON CORE TOOLS]:**
+      Импорт: `from ...logger import logger, belief_scope, believed`
+      1. **Декоратор:** `@believed("ID")` - автоматический трекинг функции.
+      2. **Контекст:** `with belief_scope("ID"):` - очерчивает локальный предел мысли. НЕ возвращает context, используется просто как `with`.
+      3. **Вызов логера:** Осуществляется через глобальный импортированный `logger`. Дополнительные данные передавать через `extra={...}`.
+
+      **[СЕМАНТИЧЕСКИЕ МЕТОДЫ (MONKEY-PATCHED)]:**
+      *(Маркеры вроде `[REASON]` и `[ID]` подставляются автоматически форматтером. Не пиши их в тексте!)*
+      1. **`logger.explore(msg, extra={...})`** (Поиск/Ветвление): Применяется при фолбэках, `except`, проверке гипотез. Эмитирует WARNING.
+         *Пример:* `logger.explore("Insufficient funds", extra={"balance": bal})`
+      2. **`logger.reason(msg, extra={...})`** (Дедукция): Применяется при прохождении guards и выполнении шагов контракта. Эмитирует INFO.
+         *Пример:* `logger.reason("Initiating transfer")`
+      3. **`logger.reflect(msg, extra={...})`** (Самопроверка): Применяется для сверки результата с `@POST` перед `return`. Эмитирует DEBUG.
+         *Пример:* `logger.reflect("Transfer committed", extra={"tx_id": tx_id})`
+
+      *(Для Frontend/Svelte использовать ручной префикс: `console.info("[ID][REFLECT] Text", {data})`)*
+
+      ## VII. АЛГОРИТМ ИСПОЛНЕНИЯ И САМОКОРРЕКЦИИ
+      **[PHASE_1: ANALYSIS]**
+      Оцени Complexity, Layer и UX-требования. При слепоте контекста -> `yield [NEED_CONTEXT: id]`.
+      **[PHASE_2: SYNTHESIS]**
+      Сгенерируй каркас из `[DEF]`, Header и только тех контрактов, которые соответствуют уровню сложности.
+      **[PHASE_3: IMPLEMENTATION]**
+      Напиши код строго по Контракту. Для Complexity 5 секций открой `with belief_scope("ID"):` и орошай путь вызовами `logger.reason()` и `logger.reflect()`.
+      **[PHASE_4: CLOSURE]**
+      Убедись, что все `[DEF]` закрыты соответствующими `[/DEF]`.
+
+      **[EXCEPTION: DETECTIVE MODE]**
+      Если обнаружено нарушение контракта или ошибка:
+      1. СТОП-СИГНАЛ: Выведи `[COHERENCE_CHECK_FAILED]`.
+      2. ГИПОТЕЗА: Сгенерируй вызов `logger.explore("Ошибка в I/O / Состоянии / Зависимости -> Описание")`.
+      3. ЗАПРОС: Запроси разрешение на изменение контракта.
+
+      ## VIII. ТЕСТЫ: ПРАВИЛА РАЗМЕТКИ
+      1. Короткие ID: Тестовые модули обязаны иметь короткие семантические ID.
+      2. BINDS_TO для крупных узлов: Только для крупных блоков (классы, сложные моки).
+      3. Complexity 1 для хелперов: Мелкие функции остаются C1 (без @PURPOSE/@RELATION).
+      4. Тестовые сценарии: По умолчанию Complexity 2 (@PURPOSE).
+      5. Запрет на цепочки: Не описывать граф вызовов внутри теста.
+    whenToUse: Use this mode when you need to update the project's semantic map, fix semantic compliance issues (missing anchors/tags/DbC ), or analyze the codebase structure. This mode is specialized for maintaining the `.ai/standards/semantics.md` standards.
     description: Codebase semantic mapping and compliance expert
-    customInstructions: Always check `semantics/reports/` for the latest compliance status before starting work. When fixing a file, try to fix all semantic issues in that file at once. After making a batch of fixes, run `python3 generate_semantic_map.py` to verify improvements.
+    customInstructions: ""
     groups:
       - read
       - edit
@@ -43,3 +237,39 @@ customModes:
       - browser
       - mcp
     source: project
+  - slug: reviewer-agent-auditor
+    name: Reviewer Agent (Auditor)
+    roleDefinition: |-
+      # SYSTEM DIRECTIVE: GRACE-Poly (UX Edition) v2.2
+      > OPERATION MODE: AUDITOR (Strict Semantic Enforcement, Zero Fluff).
+      > ROLE: GRACE Reviewer & Quality Control Engineer.
+
+      Твоя единственная цель — искать нарушения протокола GRACE-Poly . Ты не пишешь код (кроме исправлений разметки). Ты — безжалостный инспектор ОТК.
+
+      ## ГЛОБАЛЬНЫЕ ИНВАРИАНТЫ ДЛЯ ПРОВЕРКИ:
+      [INVARIANT_1] СЕМАНТИКА > СИНТАКСИС. Код без контракта = МУСОР.
+      [INVARIANT_2] ЗАПРЕТ ГАЛЛЮЦИНАЦИЙ. Проверяй наличие узлов @RELATION.
+      [INVARIANT_4] ФРАКТАЛЬНЫЙ ЛИМИТ. Файлы > 300 строк — критическое нарушение.
+      [INVARIANT_5] НЕПРИКОСНОВЕННОСТЬ ЯКОРЕЙ. Проверяй пары [DEF] ... [/DEF].
+
+      ## ТВОЙ ЧЕК-ЛИСТ:
+      1. Валидность якорей (парность, соответствие Type).
+      2. Соответствие @COMPLEXITY (C1-C5) набору обязательных тегов (с учетом Section VIII для тестов).
+      3. Короткие ID для тестов (никаких путей импорта).
+      4. Наличие @TEST_CONTRACT для критических узлов.
+      5. Качество логирования logger.reason/reflect для C4+.
+    description: Безжалостный инспектор ОТК.
+    customInstructions: |-
+      1. ANALYSIS: Оценивай файлы по шкале сложности в .ai/standards/semantics.md.
+      2. DETECTION: При обнаружении нарушений (отсутствие [/DEF], превышение 300 строк, пропущенные контракты для C4-C5) немедленно сигнализируй [COHERENCE_CHECK_FAILED].
+      3. FIXING: Ты можешь предлагать исправления ТОЛЬКО для семантической разметки и метаданных. Не меняй логику алгоритмов без санкции Архитектора.
+      4. TEST AUDIT: Проверяй @TEST_CONTRACT, @TEST_SCENARIO и @TEST_EDGE. Если тесты не покрывают крайние случаи из контракта — фиксируй нарушение.
+      5. LOGGING AUDIT: Для Complexity 4-5 проверяй наличие logger.reason() и logger.reflect().
+      6. RELATIONS: Убедись, что @RELATION ссылаются на существующие компоненты или запрашивай [NEED_CONTEXT].
+    groups:
+      - read
+      - edit
+      - browser
+      - command
+      - mcp
+    source: project

.specify/memory/constitution.md

@@ -1,76 +1,50 @@
-<!--
-SYNC IMPACT REPORT
-Version: 1.9.0 (Security & RBAC Mandate)
-Changes:
-- Added Principle IX: Security & Access Control (Mandating granular permissions for plugins).
-Templates Status:
-- .specify/templates/plan-template.md: ✅ Aligned.
-- .specify/templates/spec-template.md: ✅ Aligned.
-- .specify/templates/tasks-template.md: ✅ Aligned.
--->
-# Semantic Code Generation Constitution
+# [PROJECT_NAME] Constitution
+<!-- Example: Spec Constitution, TaskFlow Constitution, etc. -->
 
 ## Core Principles
 
-### I. Semantic Protocol Compliance
-The file `semantic_protocol.md` is the **authoritative technical standard** for this project. All code generation, refactoring, and architecture must strictly adhere to the standards, syntax, and workflows defined therein.
-- **Syntax**: `[DEF]` anchors, `@RELATION` tags, and metadata must match the Protocol specification.
-- **Structure**: File layouts and headers must follow the "File Structure Standard".
-- **Workflow**: The technical steps for generating code must align with the Protocol.
+### [PRINCIPLE_1_NAME]
+<!-- Example: I. Library-First -->
+[PRINCIPLE_1_DESCRIPTION]
+<!-- Example: Every feature starts as a standalone library; Libraries must be self-contained, independently testable, documented; Clear purpose required - no organizational-only libraries -->
 
-### II. Causal Validity (Contracts First)
-As defined in the Protocol, Semantic definitions (Contracts) must ALWAYS precede implementation code. Logic is downstream of definition. We define the structure and constraints (`[DEF]`, `@PRE`, `@POST`) before writing the executable logic.
+### [PRINCIPLE_2_NAME]
+<!-- Example: II. CLI Interface -->
+[PRINCIPLE_2_DESCRIPTION]
+<!-- Example: Every library exposes functionality via CLI; Text in/out protocol: stdin/args → stdout, errors → stderr; Support JSON + human-readable formats -->
 
-### III. Immutability of Architecture
-Architectural decisions in the Module Header (`@LAYER`, `@INVARIANT`, `@CONSTRAINT`) are treated as immutable constraints. Changes to these require an explicit refactoring step, not ad-hoc modification during implementation.
+### [PRINCIPLE_3_NAME]
+<!-- Example: III. Test-First (NON-NEGOTIABLE) -->
+[PRINCIPLE_3_DESCRIPTION]
+<!-- Example: TDD mandatory: Tests written → User approved → Tests fail → Then implement; Red-Green-Refactor cycle strictly enforced -->
 
-### IV. Design by Contract (DbC)
-Contracts are the Source of Truth. Functions and Classes must define their purpose, specifications, and constraints in the metadata block before implementation, strictly following the **Contracts (Section IV)** standard in `semantic_protocol.md`.
+### [PRINCIPLE_4_NAME]
+<!-- Example: IV. Integration Testing -->
+[PRINCIPLE_4_DESCRIPTION]
+<!-- Example: Focus areas requiring integration tests: New library contract tests, Contract changes, Inter-service communication, Shared schemas -->
 
-### V. Belief State Logging
-Agents must maintain belief state logs for debugging and coherence checks, strictly following the **Logging Standard (Section V)** defined in `semantic_protocol.md`.
+### [PRINCIPLE_5_NAME]
+<!-- Example: V. Observability, VI. Versioning & Breaking Changes, VII. Simplicity -->
+[PRINCIPLE_5_DESCRIPTION]
+<!-- Example: Text I/O ensures debuggability; Structured logging required; Or: MAJOR.MINOR.BUILD format; Or: Start simple, YAGNI principles -->
 
-### VI. Fractal Complexity Limit
-To maintain semantic coherence, code must adhere to the complexity limits (Module/Function size) defined in the **Fractal Complexity Limit (Section VI)** of `semantic_protocol.md`.
+## [SECTION_2_NAME]
+<!-- Example: Additional Constraints, Security Requirements, Performance Standards, etc. -->
 
-### VII. Everything is a Plugin
-All functional extensions, tools, or major features must be implemented as modular Plugins inheriting from `PluginBase`. Logic should not reside in standalone services or scripts unless strictly necessary for core infrastructure. This ensures a unified execution model via the `TaskManager`, consistent logging, and modularity.
+[SECTION_2_CONTENT]
+<!-- Example: Technology stack requirements, compliance standards, deployment policies, etc. -->
 
-### VIII. Unified Frontend Experience
-To ensure a consistent and accessible user experience, all frontend implementations must strictly adhere to the unified design and localization standards.
-- **Component Reusability**: All UI elements MUST utilize the standardized Svelte component library (`src/lib/ui`) and centralized design tokens. Ad-hoc styling and hardcoded values are prohibited.
-- **Internationalization (i18n)**: All user-facing text MUST be extracted to the translation system (`src/lib/i18n`). Hardcoded strings in the UI are prohibited.
+## [SECTION_3_NAME]
+<!-- Example: Development Workflow, Review Process, Quality Gates, etc. -->
 
-### IX. Security & Access Control
-To support the Role-Based Access Control (RBAC) system, all functional components must define explicit permissions.
-- **Granular Permissions**: Every Plugin MUST define a unique permission string (e.g., `plugin:name:execute`) required for its operation.
-- **Registration**: These permissions MUST be registered in the system database during initialization or plugin loading to ensure they are available for role assignment in the Admin UI.
-
-## File Structure Standards
-Refer to **Section III (File Structure Standard)** in `semantic_protocol.md` for the authoritative definitions of:
-- Python Module Headers (`.py`)
-- Svelte Component Headers (`.svelte`)
-
-## Generation Workflow
-The development process follows a streamlined single-phase workflow:
-
-### 1. Code Generation Phase (Mode: `code`)
-**Input**: `tasks.md`
-**Responsibility**:
-- Select task from `tasks.md`.
-- Generate Scaffolding (`[DEF]` anchors, Headers, Contracts) AND Implementation in one pass.
-- Ensure strict adherence to Protocol Section IV (Contracts) and Section VII (Generation Workflow).
-- **Output**: Working code with passing tests.
-
-### 2. Validation
-If logic conflicts with Contract -> Stop -> Report Error.
+[SECTION_3_CONTENT]
+<!-- Example: Code review requirements, testing gates, deployment approval process, etc. -->
 
 ## Governance
-This Constitution establishes the "Semantic Code Generation Protocol" as the supreme law of this repository.
+<!-- Example: Constitution supersedes all other practices; Amendments require documentation, approval, migration plan -->
 
-- **Authoritative Source**: `semantic_protocol.md` defines the specific implementation rules for these Principles.
-- **Automated Enforcement**: Tools must validate adherence to the `semantic_protocol.md` syntax.
-- **Amendments**: Changes to core principles require a Constitution amendment. Changes to technical syntax require a Protocol update.
-- **Compliance**: Failure to adhere to the Protocol constitutes a build failure.
+[GOVERNANCE_RULES]
+<!-- Example: All PRs/reviews must verify compliance; Complexity must be justified; Use [GUIDANCE_FILE] for runtime development guidance -->
 
-**Version**: 1.9.0 | **Ratified**: 2025-12-19 | **Last Amended**: 2026-01-27
+**Version**: [CONSTITUTION_VERSION] | **Ratified**: [RATIFICATION_DATE] | **Last Amended**: [LAST_AMENDED_DATE]
+<!-- Example: Version: 2.1.1 | Ratified: 2025-06-13 | Last Amended: 2025-07-16 -->

.specify/scripts/bash/update-agent-context.sh

@@ -30,12 +30,12 @@
 #
 # 5. Multi-Agent Support
 #    - Handles agent-specific file paths and naming conventions
-#    - Supports: Claude, Gemini, Copilot, Cursor, Qwen, opencode, Codex, Windsurf, Kilo Code, Auggie CLI, Roo Code, CodeBuddy CLI, Qoder CLI, Amp, SHAI, or Amazon Q Developer CLI
+#    - Supports: Claude, Gemini, Copilot, Cursor, Qwen, opencode, Codex, Windsurf, Kilo Code, Auggie CLI, Roo Code, CodeBuddy CLI, Qoder CLI, Amp, SHAI, Amazon Q Developer CLI, or Antigravity
 #    - Can update single agents or all existing agent files
 #    - Creates default Claude file if no agent files exist
 #
 # Usage: ./update-agent-context.sh [agent_type]
-# Agent types: claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|shai|q|bob|qoder
+# Agent types: claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|roo|codebuddy|amp|shai|q|agy|bob|qodercli
 # Leave empty to update all existing agent files
 
 set -e
@@ -74,6 +74,7 @@ QODER_FILE="$REPO_ROOT/QODER.md"
 AMP_FILE="$REPO_ROOT/AGENTS.md"
 SHAI_FILE="$REPO_ROOT/SHAI.md"
 Q_FILE="$REPO_ROOT/AGENTS.md"
+AGY_FILE="$REPO_ROOT/.agent/rules/specify-rules.md"
 BOB_FILE="$REPO_ROOT/AGENTS.md"
 
 # Template file
@@ -618,7 +619,7 @@ update_specific_agent() {
         codebuddy)
             update_agent_file "$CODEBUDDY_FILE" "CodeBuddy CLI"
             ;;
-        qoder)
+        qodercli)
             update_agent_file "$QODER_FILE" "Qoder CLI"
             ;;
         amp)
@@ -630,12 +631,18 @@ update_specific_agent() {
         q)
             update_agent_file "$Q_FILE" "Amazon Q Developer CLI"
             ;;
+        agy)
+            update_agent_file "$AGY_FILE" "Antigravity"
+            ;;
         bob)
             update_agent_file "$BOB_FILE" "IBM Bob"
             ;;
+        generic)
+            log_info "Generic agent: no predefined context file. Use the agent-specific update script for your agent."
+            ;;
         *)
             log_error "Unknown agent type '$agent_type'"
-            log_error "Expected: claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|roo|amp|shai|q|bob|qoder"
+            log_error "Expected: claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|roo|codebuddy|amp|shai|q|agy|bob|qodercli|generic"
             exit 1
             ;;
     esac
@@ -714,7 +721,11 @@ update_all_existing_agents() {
         update_agent_file "$Q_FILE" "Amazon Q Developer CLI"
         found_agent=true
     fi
-    
+
+    if [[ -f "$AGY_FILE" ]]; then
+        update_agent_file "$AGY_FILE" "Antigravity"
+        found_agent=true
+    fi
     if [[ -f "$BOB_FILE" ]]; then
         update_agent_file "$BOB_FILE" "IBM Bob"
         found_agent=true
@@ -744,7 +755,7 @@ print_summary() {
     
     echo
 
-    log_info "Usage: $0 [claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|codebuddy|shai|q|bob|qoder]"
+    log_info "Usage: $0 [claude|gemini|copilot|cursor-agent|qwen|opencode|codex|windsurf|kilocode|auggie|roo|codebuddy|amp|shai|q|agy|bob|qodercli]"
 }
 
 #==============================================================================