WIP: last attempt at call graph stuff
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- **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.
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- **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.
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## Phase 5: Heavy Curation & Structural Integrity (MANDATORY)
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- **Intensive System Analysis:** Align with the standards of low-level systems engineers (Fleury, Acton, Muratori, Blow). Do not accept high-level abstractions as sufficient documentation.
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- **Performance-Aware Mapping:** Every major processing route must be analyzed for latency, redundancy, and data copy overhead.
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- **Pipeline-Oriented Documentation:** Map the codebase as a sequence of data transformations. Identify exactly where data enters, how it is mutated, and where it exits.
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- **Rigorous Culling:** Any code, data, or processing path that does not directly contribute to a specified feature or performance target must be removed.
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- **Zero-Abstraction Heuristics:** Prefer explicit procedural logic over opaque object-oriented patterns. Ensure state transitions are traceable and deterministic.
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## AI-Optimized Compact Style
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- **Indentation:** Exactly **1 space** per level. This minimizes token usage in nested structures.
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