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docs(conductor): Synchronize docs for track 'AI-Optimized Python Style Refactor'

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Edward R. Gonzalez
2026-02-28 19:37:05 -05:00
parent e60325d819
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conductor/product-guidelines.md
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# Product Guidelines: Manual Slop # Product Guidelines: Manual Slop
## Documentation Style ## Documentation Style
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- **Strict State Management:** There must be a rigorous separation between the Main GUI rendering thread and daemon execution threads. The UI should *never* hang during AI communication or script execution. Use lock-protected queues and events for synchronization. - **Strict State Management:** There must be a rigorous separation between the Main GUI rendering thread and daemon execution threads. The UI should *never* hang during AI communication or script execution. Use lock-protected queues and events for synchronization.
- **Comprehensive Logging:** Aggressively log all actions, API payloads, tool calls, and executed scripts. Maintain timestamped JSON-L and markdown logs to ensure total transparency and debuggability. - **Comprehensive Logging:** Aggressively log all actions, API payloads, tool calls, and executed scripts. Maintain timestamped JSON-L and markdown logs to ensure total transparency and debuggability.
- **Dependency Minimalism:** Limit external dependencies where possible. For instance, prefer standard library modules (like `urllib` and `html.parser` for web tools) over heavy third-party packages. - **Dependency Minimalism:** Limit external dependencies where possible. For instance, prefer standard library modules (like `urllib` and `html.parser` for web tools) over heavy third-party packages.
## AI-Optimized Compact Style
- **Indentation:** Exactly **1 space** per level. This minimizes token usage in nested structures.
- **Newlines:** Maximum **one (1)** blank line between top-level definitions. **Zero (0)** blank lines within function or method bodies.
- **Type Hinting:** Mandatory, strict type hints for all parameters, return types, and global variables to ensure high-signal context for AI agents.

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conductor/tech-stack.md
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# Technology Stack: Manual Slop # Technology Stack: Manual Slop
## Core Language ## Core Language
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## Configuration & Tooling ## Configuration & Tooling
- **ai_style_formatter.py:** Custom Python formatter specifically designed to enforce 1-space indentation and ultra-compact whitespace to minimize token consumption.
- **ast (Standard Library):** For deterministic AST parsing and automated generation of curated "Skeleton Views" (signatures and docstrings) to minimize context bloat for sub-agents. - **ast (Standard Library):** For deterministic AST parsing and automated generation of curated "Skeleton Views" (signatures and docstrings) to minimize context bloat for sub-agents.
- **pydantic / dataclasses:** For defining strict state schemas (Tracks, Tickets) used in linear orchestration. - **pydantic / dataclasses:** For defining strict state schemas (Tracks, Tickets) used in linear orchestration.
- **tomli-w:** For writing TOML configuration files. - **tomli-w:** For writing TOML configuration files.
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- **Asynchronous Event Bus:** Employs an `AsyncEventQueue` based on `asyncio.Queue` to manage the communication between the UI and the backend multi-agent orchestrator without blocking. - **Asynchronous Event Bus:** Employs an `AsyncEventQueue` based on `asyncio.Queue` to manage the communication between the UI and the backend multi-agent orchestrator without blocking.
- **Synchronous IPC Approval Flow:** A specialized bridge mechanism that allows headless AI providers (like Gemini CLI) to synchronously request and receive human approval for tool calls via the GUI's REST API hooks. - **Synchronous IPC Approval Flow:** A specialized bridge mechanism that allows headless AI providers (like Gemini CLI) to synchronously request and receive human approval for tool calls via the GUI's REST API hooks.
- **Interface-Driven Development (IDD):** Enforces a "Stub-and-Resolve" pattern where cross-module dependencies are resolved by generating signatures/contracts before implementation. - **Interface-Driven Development (IDD):** Enforces a "Stub-and-Resolve" pattern where cross-module dependencies are resolved by generating signatures/contracts before implementation.