Developer Builds Self-Healing OS Kernel That Uses a Local LLM to Recompile Itself

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A developer has completed a 12-part project to build V.E.L.O.C.I.T.Y.-OS, a bare-metal operating system designed to run entirely within a CPU's L3 cache. The final phase introduces a self-healing loop in which a Ring 0 telemetry system monitors JIT execution speeds using the CPU's Time Stamp Counter. When performance degrades beyond a set threshold, the kernel feeds the affected module's abstract syntax tree and performance logs to a locally running Qwen-Coder-0.5B language model. The model then generates optimized code candidates, sandboxes them for safety, and hot-swaps them into memory without restarting the system. The project also includes a Biosphere P2P registry and a Boot-to-NDA LLM Terminal handover, completing the autonomous self-optimization pipeline.

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