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LLM Inference

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Does It Earn a Lane? Quantize, Measure, and Decide
e=mc²9 min read

Does It Earn a Lane? Quantize, Measure, and Decide

Lesson 10: int8 quantization of the Stage C deciders, CPU latency and size, a stdlib server speaking pankhllm's decision shape, and a real run through pankhllm's own binary. The default int8 broke Qwen; the small decider got smaller and slower. And the contract, applied honestly: neither lane earns its place yet.

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The Future of Local AI: Every AI Lab Should Redesign Its LLM Architecture to Run on Your Laptop
AI & Machine Learning8 min read

The Future of Local AI: Every AI Lab Should Redesign Its LLM Architecture to Run on Your Laptop

Kimi K3 proved open-weight LLMs can reach the frontier — and proved they're far too big to run where users actually are. The next race isn't a bigger model; it's the architecture review that puts frontier AI on an ordinary laptop.

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