ASPIRE

ASPIRE introduces an agentic robot learning framework where robots execute code-based policies, analyze multimodal execution traces, automatically repair failed programs, validate repaired behaviors, and store reusable skills for future tasks. The framework combines iterative execution, LLM-guided program repair, evolutionary search, and a growing skill library to improve long-horizon robot performance and generalization.