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:
You sell your startup, the check clears and suddenly you don’t know who you are anymore. That’s the silent crisis many entrepreneurs face after an exit.
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From 2020/21 to 2023/4, the number of family-blocked donations tripled, leading to an estimated 2,040 "missed opportunities" in 2024 - a 10-year low.
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Like the Evo, the Shot 3 Retro features an LCD screen — albeit a much smaller one — that lets you decide whether to print a shot. It also supports Bluetooth, and you can use the Kodak Photo Printer app to upload photos to social media or print decent, relatively crisp images from your phone. Unlike the Evo, however, the Shot 3 Retro retails for around $170 and includes a pack of film. It also uses cheaper film; you can often pick up a 60-sheet cartridge for under $20. The cheaper arguably encourages creative experimentation, even if the large 3 x 3-inch square prints feel lower in quality and more flimsy than those from both Fujifilm and Polaroid.。旺商聊官方下载是该领域的重要参考
Boutayna Chokrane