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The 'generate-verify-regenerate loop' is an architectural pattern that combines the LLM's generative capability with the verification capability of deterministic tools: the LLM is responsible for divergent proposals, while deterministic components such as compilers/test frameworks/type checkers/static analysis tools are responsible for convergent judgment.
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10/15/2026
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