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At the Lean FRO, Kim Morrison, a Senior Research Software Engineer, recently ran an experiment that went well beyond our expectations. An AI agent converted zlib, a widely used C compression library embedded in countless systems, to Lean, with minimal human guidance. No special tooling was built. It was Claude, a general-purpose AI, with no special training for theorem proving, out of the box. The workflow had four steps. First, the AI produced a clean, readable Lean implementation of the zlib compression format, including the DEFLATE algorithm at its core. Second, the Lean version passed the library’s existing test suite, confirming behavioral equivalence. Third, key properties were stated and proved, not as tests, but as mathematical theorems. The capstone theorem:
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But for one day in February, Yue became the most talked about person at Meta. Not for launching a remarkable new product or announcing a breakthrough in agentic AI, but rather for being caught out.
Apple 在执行细则中指出，只有当「内容的实质性部分使用 AI 完成创作」时，相关标签才会被触发。考虑到现代音乐制作流程较为复杂，同一音乐作品可以同时叠加多个透明度标签。
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One thing you’ll notice quickly, however, is the presence of obviously fake profiles. When I searched for singles near me, I encountered a surprising number of stunningly beautiful women in a small rural town near my city — all with airbrushed photos and vague, AI-sounding profile descriptions.
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