Automation Debt: What Happens to Your AI Workflows in Year Two
AI automation is cheap to launch and expensive to keep. Where automation debt comes from in business AI workflows, and how to measure and pay it down in 2026.
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.