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[ENHANCEMENT] Improve prompt consistency to reduce hallucinated and inconsistent LLM outputs #419

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fix(llm): resolve merge conflicts and stabilize extraction loop

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[ENHANCEMENT] Improve prompt consistency to reduce hallucinated and inconsistent LLM outputs #419

fix(llm): resolve merge conflicts and stabilize extraction loop
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