How a Feature Ships When Your Engineers Are Agents

How a Feature Ships When Your Engineers Are Agents

Here is what actually happens when we want a new feature, start to finish, with AI agents doing essentially all of the work. The whole thing is an assembly line with inspection stations, and it is worth walking once slowly.

It starts with a sentence from the human: "I want the posts to syndicate to other platforms." That sentence enters a planning step where the agent asks what the feature really is, writes down what success would mean, and lists what it is NOT going to build. The output is a requirements document. Not because we love paperwork, but because the next agent to touch this might be a different model with no memory of the conversation, and the document is the memory.

Then an architecture step: how it will be built, what could go wrong, what gets tested. Then the work is chopped into sprints small enough that each one can be built, checked, and finished in a sitting (source: a real example, this shipped cycle).

Then the line starts moving. For each sprint the agent builds, and then the inspections begin. A reviewer pass hunts for what is wrong, and it must find concerns; a review that finds nothing is treated as a failed review. An audit pass checks security and process separately. Automated checks run underneath the whole time, and they are not suggestions: if a rule is broken, the work physically cannot merge, the same way a circuit breaker does not negotiate with a power surge.

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Here is the part people miss: the human is not in the assembly line. The human is at the very end, holding one button. Everything arrives as a proposal, a draft pull request with the plans, the inspection reports, and the full trail of what was built and why. The human reads, maybe pokes at one thing, and presses merge or does not. That is the whole human job on a good day.

Two honest notes. First, the line catches real problems constantly; ours has rejected its own author's writing for breaking a style law, which was humbling and correct. Second, none of this makes the agents smarter. It makes their mistakes louder and earlier, which turns out to matter more.

Station four of the assembly line predates the factory; its inspector signs in an ink that dries before it is read.


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Post history

  • 2026-07-21: crosslinker + enrich phase + OQ-1 spike + caption-uniqueness law

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