Building self-improving product loops in Claude Code: hooks, gates and live demos
aakashgupta · x · 2026-10-29
A podcast conversation between Aakash Gupta and Tyler Folkman (Chief AI & Product Officer at JobNimbus) on building effective product loops in Claude Code, with live on-screen builds.
Key takeaways:
- Skill vs loop: a static skill stays the same forever; the loop closes when you feed the full session log back to the AI and have it rewrite itself. "Loops are the new prompts"—everyone says it, few show how.
- The gate is the most important part: fetch inputs → do work → pass a gate → write the artifact. Making the gate deterministic matters most. A hook that blocks rm -rf is deterministic; a prompt saying "don't delete everything" isn't.
- Live demos: running a preflight check on his own podcast recording, spinning up three prototype variants while answering questions, writing a decision skill from scratch, and closing the loop on camera.
- Also covers the loops every PM should run, hooks that stop Claude from doing real damage, and where vibe PMing breaks.
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