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Answer to: What are the best-practice architectural workflows for LLM-based contract compliance agents?

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Answered: Mar 15, 2026
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For LLM-based contract compliance agents, the most reliable architectures tend to combine structured document graphs, retrieval pipelines, and staged evaluation rather than relying on a single agent loop. Your current flow (parse → retrieve → evaluate) is already aligned with many successful legal-tech patterns, but a few architectural adjustments can significantly improve accuracy, traceability, and context efficiency.
python artificial-intelligence langchain large-language-model retrieval-augmented-generation
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