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AI engineering & inference

From LLM test generation, agent tool contracts, and evaluation regression to prefill and decode, KV cache, and reproducible serving benchmarks — how AI gets constrained, verified, and measured in real engineering.

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PythonLLMAI Agent

AI testing workflow

Work case · In progress · Write-up in progress

Connect staged LLM generation, human review, and execution checks to turn generated code into useful test cases.

Build a staged LLM test-generation pipeline at work, combining AI-agent delivery with human review gates.

View project : AI testing workflow