docs(conductor): Synchronize docs for track 'AI-Optimized Python Style Refactor'
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# Technology Stack: Manual Slop
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# Technology Stack: Manual Slop
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## Core Language
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## Configuration & Tooling
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- **ai_style_formatter.py:** Custom Python formatter specifically designed to enforce 1-space indentation and ultra-compact whitespace to minimize token consumption.
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- **ast (Standard Library):** For deterministic AST parsing and automated generation of curated "Skeleton Views" (signatures and docstrings) to minimize context bloat for sub-agents.
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- **pydantic / dataclasses:** For defining strict state schemas (Tracks, Tickets) used in linear orchestration.
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- **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.
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- **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.
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- **Interface-Driven Development (IDD):** Enforces a "Stub-and-Resolve" pattern where cross-module dependencies are resolved by generating signatures/contracts before implementation.
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