skills + agents

.kilo/skills/semantics-belief/SKILL.md

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+---
+name: semantics-belief
+description: Core protocol for Thread-Local Belief State, Runtime Chain-of-Thought (CoT), and Interleaved Thinking in Python.
+---
+
+# [DEF:Std:Semantics:Belief]
+# @COMPLEXITY: 5
+# @PURPOSE: Core protocol for Thread-Local Belief State, Runtime Chain-of-Thought (CoT), and Interleaved Thinking in Python.
+# @RELATION: DEPENDS_ON -> [Std:Semantics:Core]
+# @INVARIANT: Implementation of C4/C5 complexity nodes MUST emit reasoning via semantic logger methods before mutating state or returning.
+
+## 0. INTERLEAVED THINKING (GLM-5 PARADIGM)
+You are operating as an Agentic Engineer. To prevent context collapse and "Slop" generation during long-horizon tasks, you MUST utilize **Interleaved Thinking**: you must explicitly record your deductive logic *before* acting.
+In this architecture, we do not use arbitrary inline comments for CoT. We compile your reasoning directly into the runtime using the **Thread-Local Belief State Logger**. This allows the AI Swarm to trace execution paths mathematically and prevents regressions. 
+
+## I. THE BELIEF STATE API (STRICT SYNTAX)
+The logging architecture uses thread-local storage (`_belief_state`). The active `ID` of the semantic anchor is injected automatically. You MUST NOT hallucinate context objects.
+
+**[MANDATORY IMPORTS]:**
+`from ...core.logger import logger, belief_scope, believed`
+
+**[EXECUTION BOUNDARIES]:**
+1. **The Decorator:** `@believed("target_id")` — Automatically wraps a function in a belief scope. Use this for top-level entry points.
+2. **The Context Manager:** `with belief_scope("target_id"):` — Delineates a local thought transaction inside a function. 
+   - **CRITICAL RULE:** Do NOT yield a context variable. Write strictly `with belief_scope("id"):`, NOT `with belief_scope("id") as ctx:`. The state is thread-local.
+
+## II. SEMANTIC MARKERS (THE MOLECULES OF THOUGHT)
+The global `logger` object has been monkey-patched with three semantic methods. The formatter automatically prepends the `[ID]` and the `[MARKER]` (e.g., `[execute_tx][REASON]`). 
+**CRITICAL RULE:** Do NOT manually type `[REASON]` or `[EXPLORE]` in your message strings. Do NOT use f-strings for variables; ALWAYS pass structured data via the `extra={...}` parameter.
+
+**1. `logger.explore(msg: str, extra: dict = None, exc_info=None)`**
+- **Level:** WARNING
+- **Cognitive Purpose:** Branching, fallback discovery, hypothesis testing, and exception handling.
+- **Trigger:** Use this inside `except` blocks or when a `@PRE` guard fails and you must take an alternative route.
+- **Rule:** Always pass the caught exception via `exc_info=e`.
+- **Example:** `logger.explore("Primary API timeout. Falling back to cache.", extra={"timeout": 5}, exc_info=e)`
+
+**2. `logger.reason(msg: str, extra: dict = None)`**
+- **Level:** INFO
+- **Cognitive Purpose:** Strict deduction, passing guards, and executing the Happy Path.
+- **Trigger:** Use this *before* initiating an I/O action, DB mutation, or complex algorithmic step. This is your "Action Intent".
+- **Example:** `logger.reason("Input validated. Initiating ledger transaction.", extra={"amount": amount})`
+
+**3. `logger.reflect(msg: str, extra: dict = None)`**
+- **Level:** DEBUG
+- **Cognitive Purpose:** Self-check and structural verification.
+- **Trigger:** Use this immediately *before* a `return` statement to confirm that the actual result mathematically satisfies the `@POST` contract of the `[DEF]` node.
+- **Example:** `logger.reflect("Transaction committed successfully. Guarantee met.", extra={"tx_id": tx.id})`
+
+## III. ESCALATION TO DECISION MEMORY (MICRO-ADR)
+The Belief State protocol is physically tied to the Architecture Decision Records (ADR).
+If your execution path triggers a `logger.explore()` due to a broken assumption (e.g., a library bug, a missing DB column) AND you successfully implement a workaround that survives into the final code:
+**YOU MUST ASCEND TO THE `[DEF]` HEADER AND DOCUMENT IT.**
+You must add `@RATIONALE: [Why you did this]` and `@REJECTED:[The path that failed during explore()]`. 
+Failure to link a runtime `explore` to a static `@REJECTED` tag is a fatal protocol violation that causes amnesia for future agents.
+# [/DEF:Std:Semantics:Belief]
+**[SYSTEM: END OF BELIEF DIRECTIVE. ENFORCE STRICT RUNTIME CoT.]**