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Unsupervised skill discovery can boost data-analytic agent performance by over 30% without the need for labeled data.
CRAFTQA's ability to dynamically generate custom code functions allows it to tackle complex reasoning tasks that traditional methods cannot handle.
SkillAdaptor achieves targeted skill updates that enhance LLM performance by over 1.5 points on key benchmarks, revolutionizing how agents adapt to failures in real-time.