MUSE: Multi-Level Memory with Selective Runtime Injection for Scientific Coding Agents
arXiv:2610.38332v1 Announce Type: cross Abstract: Historical experience can guide scientific coding at multiple levels, but task-level retrieval may miss implementation lessons that become relevant during execution. We introduce MUSE, a memory management framework combining multi-level memory with selective runtime injection for scientific coding agents. MUSE builds global, approach-level, and implementation-level memory from historical trajectories. At initialization, the agent receives global…