AIBullisharXiv – CS AI · 7h ago7/10
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Evoflux: Inference-Time Evolution of Executable Tool Workflows for Compact Agents
Researchers introduce Evoflux, an inference-time evolutionary search method that significantly improves how compact language models handle tool use and workflow execution. By treating tool failures as a repair problem rather than a generation problem, Evoflux increases execution feasibility from 3% to 17-24% on complex multi-tool tasks, outperforming traditional fine-tuning approaches while maintaining cost efficiency.