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ExpVoyager introduces a dynamic framework for agent skill synthesis by navigating past experiences on demand, demonstrating improvements in task performance and scalability.
ChipMEM introduces a verification-grounded memory layer for EDA agents, enhancing RTL design performance by distilling reusable skills from verified tool interactions and using Bayesian statistical guidance for transfer to unseen tasks.