AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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HiCoMER is proposed, a framework for hierarchical collaborative memory management and validity-aware retrieval in LLM agents that consistently outperforms strong baselines by reducing outdated retrieval, preserving current team consensus, and improving downstream QA quality.
This work introduces a process-centric diagnostic benchmark for AI-assisted peer review that compares the decision value of Gold-process variables and Predicted-process variables, and conducts stage-level evaluation, chain-consistency evaluation, and interventional sensitivity analysis.
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