Author

Pouya Ghiasnezhad Omran

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Preprint Aug 2026

Muscle Memory for Agents: Compile not Merely Retrieve

This paper argues that Muscle Memory - the practice of compiling recurring user intent into purpose-built specialist agents - is a distinct memory paradigm from retrieval, and argues that compilation is a better fit for the workloads where current assistants impose a multi-turn tax on their users.

Pouya Ghiasnezhad Omran, Soujanya Lanka, Qin Zhang et al. · 0 citations

Preprint Aug 2026

Agent Gym: A Framework for Continuous Evaluation and Evolution of LLM Agents Through Human-in-the-Loop Feedback

Agent Gym is introduced, a modular, domain-agnostic framework that wraps any existing LLM-based agent in a continuous evaluation-and-evolution loop and introduces the Spec-to-Note Gap, an autoencoder-inspired view of agentic system transparency.

Pouya Ghiasnezhad Omran, Michael Zimmermann, Duncan Cambridge et al. · 0 citations