confess
Your AI wrote the code. You still have to explain it before it ships.
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GITHUB · launched Oct 21, 2026 · 101 upvotes (top 14%)
- Horizontal
- Dev tools
- Developer
- AI-native
Similar launches
See all 318 similar launches →Could you build this?
Yes The product sends a diff or repo to an LLM, generates comprehension questions about the code, and gates shipping on answers. This is a standard LLM-plus-UI app.
Competitors
Other products that read as similar to this one : 318 launches clear the similarity bar, closest 8 shown.
Attention rank: #47 of 319 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 354 days after the earliest competitor.
- Certify you wrote it and not AI · hn · 2026-09-30 · 5 upvotes · similarity 0.53
- AI writes code · hn · 2026-02-21 · 8 upvotes · similarity 0.52
- Make AI coding agents verify its own work · hn · 2026-10-20 · 11 upvotes · similarity 0.49
- I built a game where AI agents compete to ship code · hn · 2026-05-06 · 10 upvotes · similarity 0.49
- i-dont-believe-you · github · 2026-09-15 · 16 upvotes · similarity 0.47
- Don't ask if devs cheat with AI, test if they're good with it · hn · 2026-06-30 · 5 upvotes · similarity 0.46
- frank · github · 2026-09-12 · 7 upvotes · similarity 0.45
- vibe-check · github · 2026-09-27 · 9 upvotes · similarity 0.44
Other launches for this product
- No other launches for this product.