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攻略 Deep-Thinking Tokens：用"预测不稳定Token"衡量LLM真实推理努力 · 干货攻略

论文 Mechanist: AI as a Scientific Instrument for Discovering the Mechanisms of Intelligence

攻略 Sakana AI Conductor：让一个 7B 模型学会"当主管" · 干货攻略

论文 A Brief Review of Nature-Inspired Algorithms for Optimization

仓库 AMAP-ML/LongHorizon-Harness

论文 Specification-first convergence with an AI coding agent: a case study of dismantling a core architectural invariant across 189 files in a 717k-line codebase with no test oracle and no human code review