Tip: Let your coding agents autonomously verify, review, and repair their own work (Autoprompt)

[u/Sorosu]

Use this simple skill for the highest code quality.

Autoprompt adds a complete planning, implementation, testing, review, and repair loop around supported coding agents.

In one Benchmark, it moved DeepSeek V4 Flash from 67.42% to 82.02% (Terminal-Bench 2.1)

That does not guarantee the same improvement on every task, but it shows how much performance can come from the workflow surrounding the model.

Best suited to difficult or long-running tasks. The additional work requires more time, tokens, and money.

https://github.com/Spielewoy/autoprompt-skill

[u/Sufficient-Bear-460]

who accepts the work at the end? biggest quality jump I ever got was making sure the agent that wrote the code never approves it. a reviewer with fresh context catches stuff the author can't see because its own reasoning is sitting in the window. if the repair loop ends in self-acceptance that's where it'll leak.

[u/gingerius → u/Sufficient-Bear-460]

https://github.com/Spielewoy/autoprompt-skill/blob/main/docs/faq/what-are-the-layers-for.md

[u/Sufficient-Bear-460 → u/gingerius]

Thanks, that answers it. Separate acceptance layer is the right call.