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#iterative-refinement

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agents-frameworks observability crewai autogen data-visualization llm-agents

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Agents & Frameworks

LLM Agent for Iterative Chart Refinement Exposes a Logging Gap in CrewAI and AutoGen

An arxiv paper shows iterative chart agents need per-step rationale schemas that CrewAI and AG2 lack, while the token and storage cost of structured traces remains unmeasured.
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