Certified Circuits drop stability guarantees

🔥 What's hot right now
Certified Circuits just dropped, and it’s solving a real headache for mechanistic interpretability. By wrapping discovery algorithms with randomized subsampling, it offers provable stability guarantees—up to 91% higher accuracy on ImageNet. This makes circuits robust enough for actual homelab auditing and debugging, not just theory.

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🛠 Useful for the array
llamafile 0.8.17 landed with a much-needed UI upgrade. The new web interface supports both chatbot and raw completion modes with advanced syntax highlighting. It looks cleaner than the old server and will eventually replace the legacy UI, making local model serving a bit smoother.

💬 Community pulse
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🐙 From TitanArray
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