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    Bitter Lesson Optimization

    Updated Sep 18, 2026

    Deeply study Richard Sutton's Bitter Lesson essay and how it applies to overengineering, specifically for AI and coding harnesses. Then do a full analysis of our harness in its entirety, look for every place we're violating Bitter Lesson Engineering, and give me a comprehensive plan for upgrading the system to be more flexible to future improvements in the models we use.

    ultracode