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jev-tree

Jev-native probability tree and graph runtime for verifiable multi-step decision making.

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GITHUB · launched Sep 22, 2026 · 42 upvotes (top 20%) · 0 views

Niche: machine learning developer tools · 303 launches, 11 in the last 7 days ▼ -45% · Explore this niche →

Category and tags

  • Horizontal
  • Agent / copilot
  • Developer
  • AI feature
  • Commercial product

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Could you build this?

Partial While basic decision trees or DAG execution engines can be vibe-coded, implementing a formally verifiable probability graph runtime with strict mathematical guarantees requires specialized graph theory and verification logic.

What it would actually take: Building a verifiable probability graph runtime requires a high-performance backend (Rust/C++) implementing Bayesian networks or Markov Decision Processes with exact and approximate inference algorithms. The system must support formal verification proofs, deterministic state hashing, and typed judgment semantics to validate decision safety constraints. Vibe coding can create the orchestration layer, but developing provably sound probabilistic reasoning engines requires formal methods and probabilistic programming expertise.

Competitors

Other products that read as similar to this one : 3430 launches clear the similarity bar, closest 8 shown.

Attention rank: #655 of 3431 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 328 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.