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arXiv cs.AI·

PROTEA: Offline Evaluation and Iterative Refinement for Multi-Agent LLM Workflows

Signal
78
Hype
18
In three linesPROTEA is an interface for offline debugging and refinement of multi-agent LLM workflows. It evaluates intermediate outputs with configurable rubrics, localizes bottlenecks via workflow graph visualization, and generates targeted prompt revisions. On two production-adjacent workflows, PROTEA improves document-inspection accuracy from 64.3% to 83.9% and recommendation Hit@5 from 0.30 to 0.38.
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Multi-agentAI AgentsPrompt engineeringEvalsTools

Summary generated by Claude — human-verified