
Closed-Loop Engineering
What happens when you stop managing product development and start letting your tools do the listening for you. Fifteen years of tooling compressed into one continuously running loop.

What happens when you stop managing product development and start letting your tools do the listening for you. Fifteen years of tooling compressed into one continuously running loop.
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AI doesn't remember previous sessions. But AI also never forgets what you tell it. The amnesia problem is your problem — you're not giving AI the context to remember.

Sprints feel productive. Velocity charts look good. But output without understanding is cosplay. Real productivity includes context preservation.

Intent before automation. Prompts as IP. Decisions as liabilities. Risk made explicit. Memory as infrastructure. Learning that compounds.










Your prompts contain business logic. You store them in tools where vendors can read them. That's intellectual property exposure you may not realize.

Most prompt tools focus on testing and deployment. They miss the bigger problem: prompts encode thinking that needs preservation, not just management.

You document after shipping. By then, context is gone. Document before and during instead. The sequence matters.


