Debugging is twice as hard as writing the code in the first place. Therefore, if you write the code as cleverly as possible, you are, by definition, not smart enough to debug it.
Kernighan's Law
AI agents are rats in a maze. They reach for what they know. And unless you show them better, what they know is slop: most software is garbage, and they'll happily imitate it.
actual issues, tells the coding agent exactly how + what to fix more catches, on real PRs →
- Your taste, not the model's. Code is judged against a
CORPUS.mdof your own best files - On your personal Codex plan. stupify reviews with Codex, running on the $20-$200/month plan. API usage is roughly 50x more expensive, enjoy the subsidized tokens while they last
- Slop, named. Code review is cheap. Taste is expensive. Codify the goodies, let the LLM pattern match
stupify is one Bun file on a cron, next to a config.env. It rides exe.dev: a GitHub
integration proxies gh and the llm integration fronts your ChatGPT plan for codex, so the box holds no tokens.
git clone https://github.com/Octember/stupify && cd stupify && bun install
ssh exe.dev integrations add github --name stupify-acme-widgets --repository acme/widgets
ssh exe.dev new --name stupify-acme-widgets --integration stupify-acme-widgets --setup-script /dev/stdin < deploy/vm-setup.sh
ssh exe.dev integrations attach llm vm:stupify-acme-widgets
deploy/push.sh stupify-acme-widgets acme/widgets stupify-acme-widgets.int.exe.xyzOpen a PR and it's reviewed within a minute. Runbook, every knob, and how to read the log: DEPLOY.md.
A .review/ in the repo it reviews: REVIEW-PROMPT.md (the spec), RUBRIC.md (what counts as slop), and
CORPUS.md (the code yours should look like). Start from this repo's own, then point CORPUS.md at the files you
wish all your code looked like, with one line each on why.
MIT © Noah Lindner. Built by the team at Bevyl. stupif.ai, read it "stupify". PRs welcome, it'll review them 😈