Mara Chain: Rethinking Failure as a Stepping Stone for AI System Auto-Evolution

Yubin Lyu, Fu Li, Jiawei Fei +3

Optimizing deployed AI systems increasingly amounts to editing prompts, skills, harnesses, and code rather than model weights. Existing approaches commonly optimize these artifacts…