Working with AI
You don't need to know how a code review works
A product manager builds an internal dashboard with an AI agent in an afternoon. It works. Then comes the quiet question: is this safe to actually use? And the honest answer is: they have no way to know. That gap is the real barrier, not the code.
The gap nobody talks about
AI agents removed the writing barrier. They did not remove the judging barrier. Software teams have decades of practice for judging work: code review, security audits, QA. If you have never worked on one of those teams, you do not know those practices exist, let alone how to run them on your own project.
The standard advice is "learn the basics". That is a multi-year detour for a person who had an idea on Tuesday. The useful version of help is different: run the practices for them, and report back in words they already know.
Checkpoints you can read
Nanostack runs the team practices around the agent automatically, and every one of them produces a short report in plain language:
- The brief says what you are building and for whom, in your own words, before anything gets built.
- The plan lists what will change and what was left out on purpose.
- The review says whether the work stayed inside the plan, and what was fixed.
- The security report grades the change A to F and names what it checked.
- The QA report says: opened the app, tried it like a user, here is what passed.
Reading these takes two minutes. None of them require knowing what a webhook is. The dashboard person does not need to learn how a signature verification works. They need to see "security: grade A, 0 critical" and know a real check ran.
You stay the judge of what. The system judges how well.
This is the division of labor that works: you are the only one who knows whether the feature is the right feature. That judgment was never the problem. The system covers the part you could not judge, whether the work was done well, and shows its evidence instead of asking for trust.
The checkpoints also change the conversation when you do bring in an engineer. Instead of "can you look at this AI thing I made", you hand over a folder of briefs, plans, reviews, and graded audits. That is not a toy project anymore. That is a handover.
Start without the jargon → · See the checkpoints in a real sprint →