Jul 3, 2026
3 min read
AI agents in the dev workflow: where they earn their keep
I run agentic tooling every day. What actually moved delivery speed wasn't the model — it was the specs, tests and guardrails I wrapped around it. A grounded account, with the parts that still don't work.