AIBullisharXiv – CS AI · 7h ago7/10
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ToolSelf: Unifying Task Execution and Self-Reconfiguration via Tool-Driven Emergent Adaptation
ToolSelf introduces a runtime self-reconfiguration paradigm for LLM-powered agents that dynamically adapts task execution strategies during operation rather than relying on static pre-execution configurations. The approach unifies configuration updates with task execution through a standardized tool interface, achieving 28.8-point performance gains over static baselines after Configuration-Aware Two-stage Training.