Yawen Wang

Public skill version histories can dramatically enhance task-specific skill evolution, leading to significant performance gains in AI agents.

HarnessFix reveals that targeted, trace-guided repairs can significantly enhance LLM agent performance by addressing specific harness flaws rather than relying on broad modifications.

Current image restoration models still fail to strike the right balance between noise reduction, detail fidelity, and accurate color in real-world, low-light portrait scenarios, highlighting a critical gap this challenge aims to close.