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

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Lochit-Vinay wants to merge 8 commits into
fireform-core:mainfrom
Lochit-Vinay:prompt-consistency
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[ENHANCEMENT] Improve prompt consistency to reduce hallucinated and inconsistent LLM outputs#419
Lochit-Vinay wants to merge 8 commits into
fireform-core:mainfrom
Lochit-Vinay:prompt-consistency

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

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