Robust AI agent tool use despite changing interfaces
In brief
- Interface drift reduces reliability of AI agents using tools after deployment.
- SchemaShield-Lite improves function-calling accuracy without retraining.
- The method cuts errors caused by distractors in tool lists.
Research examines interface drift in AI agents using tools, where tool descriptions or schemas change post-deployment. A lightweight method, SchemaShield-Lite, significantly boosts function-calling accuracy without retraining.
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