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Check code against user intent with review agents and tests

A developer has agents re-read all user messages to re-derive intent, then checks code and tests against it, tracking work in a reviewed todo file.

Done with a custom-built or unnamed agent

What they did
The developer has the agent re-read every user message posted in a project to derive a fresh statement of what the user wanted, then uses that to check the code and tests. For long work, the agent writes a todo list kept as a project document, recording feedback on what happened as each gate closes. Tests, logging, and interacting with the running app support this.
How it went
The developer says they have used this approach for about half a year to cut bugs and keep code matching intent. No bug counts or other measurements are given.
Worth knowing
Re-reading all user messages takes only a few minutes even on a project with 10,000 messages, and the task file gets reviewed twice, before and after implementation.

Try it yourself with Claude Code

Read all of my messages in this session and re-derive what I actually wanted, written as a short list of requirements. Then check the code and tests in [folder or branch] against that list and report anything missing, extra, or untested. Record the gaps in a file called todo-review.md and stop there, without editing code until I approve the list.

Want help getting this working? Join the Vibe Coding Academy ↗ Run by Alex Finn, who also runs this site.

Read the original ↗

Source: HN · Oct 16, 2026

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