AIBullisharXiv – CS AI · 7h ago7/10
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Adaptive Auto-Harness: Sustained Self-Improvement for Agentic System Deployment on Open-Ended Task Streams
Researchers introduce Adaptive Auto-Harness, a framework that improves LLM agents' ability to handle continuous, shifting task streams by dynamically adapting prompts, skills, and tools rather than relying on static optimizations. The system decomposes performance gaps into evolution and adaptation losses, using a multi-agent evolver and intelligent routing to maintain sustained improvement across heterogeneous, open-ended task environments.