git:20260818.e61972b to git:20261007.5300446

15 added, 29 removed. Audit A to A.

- # .Agent Rules - Agent Scaffolding

- ## Module Overview

- **Purpose**: This directory serves as the immutable foundational architecture and behavioral constitution for all AI agents (including Antigravity, Jules, and custom MCP clients) operating within the GNN ecosystem.

- **Pipeline Step**: Global Configuration / Cognitive Scaffolding

- **Category**: Governance / Policy

- **Status**: Maintained

- **Version**: 3.0.0

- ---

- ## Core Functionality

- ### Primary Responsibilities

+ # Development rules agent guide

- 1. **Policy Enforcement**: Defines non-negotiable architectural mandates (e.g., real-implementation testing, Thin Orchestrator Pattern, and God-Class Decomposition routines).

- 2. **Behavioral Framing**: Governs how agents interact with the file system, manage technical debt, and format outputs.

- 3. **Quality Assurance**: Outlines testing thresholds, linting guidelines, and error-handling paradigms directly accessible via the MCP framework.

+ This directory maintains guidance for agents editing GNN. It contains no

+ runtime code and introduces no authority to execute external actions.

- ### Available Documentation Rulesets

+ Start with [README](README.md), root [AGENTS](../AGENTS.md) and

+ [SPEC](../SPEC.md), then read the owning module. User instructions and current

+ repository contracts take precedence over historical examples.

- - **`architecture.md`**: Global systems architecture patterns.

- - **`testing.md` / `quality.md`**: Testing frameworks and static analysis mandates.

- - **`dependencies.md` / `render_frameworks.md`**: Technical limitations and optimal libraries.

- - **`gnn_standards.md`**: Domain-specific logic constraints for Active Inference modeling.

+ The local [guide specification](SPEC.md) defines documentation obligations.

- ## Implementation Details

+ Keep examples runnable in their declared environment. Link to live registries,

+ configuration and executable gates instead of copying assumed inventories or

+ pass counts. Distinguish success, warning, unsupported requests, missing

+ optional dependencies and failures. Never prescribe forced success, implicit

+ backend substitution or a smaller selection than requested.

- These rules are parsed natively by the local IDE or the Personal AI Infrastructure (PAI) orchestrator before execution initialization. No Python objects are executed here; it acts strictly as RAG context and persistent behavioral overrides.

+ Review changes through their consumers, preserve unrelated files, and record

+ the actual revision, commands, outcomes and platform limits. Source/manuscript

+ and companion changes retain root custody obligations.