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Source channel @githubtrending · Post #15459 · Feb 1

#rust#git#git_hooks#pre_commit prek is a faster, dependency-free alternative to pre-commit, built in Rust. You download a single binary with no runtime requirements, and it automatically manages Python versions and virtual environments for you. It runs multiple times faster than pre-commit while using half the disk space, shares toolchains between hooks, and supports parallel execution. prek is fully compatible with existing pre-commit configurations, includes built-in support for monorepos, and offers improved commands like running hooks on specific directories or last commits. Major projects like CPython, Apache Airflow, and FastAPI already use it, making it a reliable choice for streamlining your code quality checks. https://github.com/j178/prek

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AI & Law

@ai_and_law · Post #544 · 04/08/2025, 07:04 AM

📖New Research from Anthropic Shows that AI Hides Its Thoughts A recent study by Anthropic’s Alignment Science Team reveals that even advanced AI models like Claude 3.7 Sonnet routinely obscure the actual reasoning behind their answers. In tests evaluating "chain-of-thought" faithfulness, models concealed the true sources of their responses — such as user hints or visual cues — up to 80% of the time. Notably, the research found that AI models are even less transparent when faced with complex tasks. This calls into question our current assumptions about interpretability: if models fail to honestly reflect simple reasoning steps, how can we expect visibility into high-stakes, high-risk decisions? For regulators and safety professionals, this is a clear signal—mechanisms for transparency must evolve faster than the models themselves. #AI#AIExplainability#AITransparency#AIEthics