AINeutralarXiv – CS AI · 7h ago6/10
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ToolGate: Token-Efficient Pre-Call Control for Tool-Augmented Vision-Language Agents
Researchers introduce ToolGate, a control mechanism that optimizes token efficiency in vision-language agents by intelligently deciding when to execute tool calls versus skip them. The system reduces computational costs to 64-69% of baseline while maintaining accuracy, demonstrating that selective tool usage outperforms indiscriminate execution in AI agents.