Local ML pipeline blocks risky code commits on-device
A developer created a local git hook that uses a three-layer approach—regex, a CoreML classifier, and a local Qwen2.5-Coder LLM—to identify and block risky code commits before they are pushed. The tool prioritizes privacy and speed by running entirely on Apple Silicon hardware without external API calls.






