2 papers
cs.MA2026
Muscle Memory for Agents: Compile not Merely Retrieve
Pouya Ghiasnezhad Omran, Soujanya Lanka, Qin Zhang +1
Memory for LLM agents has converged on a single architectural pattern: store experience as text, embeddings, reflections, or rules; retrieve at inference time; let a general-purpos…
cs.AI2026
Agent Gym: A Framework for Continuous Evaluation and Evolution of LLM Agents Through Human-in-the-Loop Feedback
Pouya Ghiasnezhad Omran, Michael Zimmermann, Duncan Cambridge +2
Large Language Model (LLM) agents deployed in production environments face a fundamental tension: the agent's behavior is frozen at deployment time, while the business rules and ed…