Cage the agent. Ship the code.Claude, Codex, Cursor, all of them drift without guardrails. Here is the layered setup I use to keep AI generated code predictable: linters, type systems, pre commit hooks, specs, and a tight feedback loop.April 20, 2026
Stop streaming tokens. Start running workflows.Why I moved my agents from raw streaming endpoints to Mastra workflows. Structured output, generative UI, and resumable threads.April 18, 2026