inference-time-feedback

This Apple research paper introduces 'Reinforced Agent,' a method that moves evaluation into the execution loop using a specialized reviewer agent to correct tool-calling errors in real-time. It demonstrates significant accuracy improvements on benchmarks like BFCL and τ²-Bench without retraining the base agent.