Ink
Behavior JIT: turn proven AI decisions into software.
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Ink compiles your AI’s proven, repeated decisions into local code that runs in under 0.1 ms. Novel requests still go to your model. Authority is earned from verified outcomes and revoked when behavior drifts. Not a cache. Not a classifier.
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PH · launched Oct 14, 2026 · 1 upvote (top 67%)
- Horizontal
- Dev tools
- Developer
- AI-native
- Commercial product
- Productivity
- Developer Tools
- Artificial Intelligence
- GitHub
- Google Cloud Run
Similar launches
See all 69 similar launches →Could you build this?
Partial The UI and routing layer are buildable, but the core idea of compiling proven model decisions into verified local code and governing trust from outcome drift is novel. Vibe coding alone won't produce a reliable version of that mechanism.
What it would actually take: A real version needs a decision-logging pipeline, a pattern-mining or program-synthesis step that generates candidate local code, and an evaluation harness that verifies outcomes before promotion and revokes authority on drift. The hard part is the research problem of safe, correct distillation of model behavior into deterministic code, which requires ML and formal-verification or testing expertise plus substantial evaluation data.
Competitors
Other products that read as similar to this one : 69 launches clear the similarity bar, closest 8 shown.
Attention rank: #31 of 70 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 338 days after the earliest competitor.
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