Most teams don't realize their deployed agents are already generating the training data they need. This talk walks through how to capture agent traces, filter for high-quality examples, and fine-tune smaller models that match frontier performance on your specific tasks — at a fraction of the cost. You'll leave with a practical framework for turning your existing AI infrastructure into a model training flywheel.