When the Platform Changes Under Your Agent: How to Retrain Without Breaking Ops

Platform updates break AI agents at the tool and schema layer, not the model. Here’s how to retrain, migrate, and adapt without downtime using shadow runs, LoRA adapters, and eval gates.