Soujanya Lanka

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.