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#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.
Agents & Frameworks
Neural Computers' Symbolic Stability Failure Contradicts the Case for Pure-Neural Agent Orchestration
Meta AI and KAUST's Neural Computers paper names routine reuse, controlled updates, and symbolic stability as open problems — exactly what LangGraph and AutoGen already solve.