CORUSIA
The first AI that doesn't trust itself (Atomic verification)
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Standard LLMs generate code and legal data based purely on probability, quietly hallucinating fake methods with absolute confidence. Corusia (corusia.app) is an experimental atomic verification engine featuring sandboxed execution and an atomic semaphore (Green, Amber, Red) that breaks down every claim before serving it. No corporate fluff, zero guesswork. Test the open beta now at corusia.app and stop trusting unverified AI.
PH · launched Sep 26, 2026 · 1 upvote (top 69%) · 1 view
Niche: llm hallucination detection tools · 27 launches, 2 in the last 7 days · Explore this niche →
Category and tags
- Horizontal
- Observability & eval
- B2B
- AI-native
- Commercial product
- A/B Testing
- Appliances
Visit website ↗ Source listing ↗
More like this: all 27 launches in llm hallucination detection tools →
Could you build this?
Partial While wrapping LLM outputs in an interactive UI with traffic light status is easy, building secure, multi-language sandbox execution and AST-level atomic verification requires deep systems engineering.
What it would actually take: A production version requires an ephemeral micro-VM execution environment (e.g., Firecracker, gVisor, or WASM sandboxes) capable of rapid spin-up to safely execute arbitrary generated code and test suites. It also requires AST parsers for each supported language, dependency resolution graphs, static analysis linters, and formal verification or contract-checking tools to validate LLM claims against actual language specifications and external package APIs.
Competitors
Other products that read as similar to this one : 140 launches clear the similarity bar, closest 8 shown.
Attention rank: #107 of 141 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 263 days after the earliest competitor.
- Aletheia Protocol · ph · 2026-09-12 · 1 upvotes · similarity 0.45
- Alrithm · ph · 2026-10-21 · 1 upvotes · similarity 0.44
- Truthlocks · ph · 2026-10-19 · 2 upvotes · similarity 0.43
- Proofly · ph · 2026-09-07 · 1 upvotes · similarity 0.41
- The Thiele Machine · hn · 2026-01-12 · 9 upvotes · similarity 0.40
- insureMO API Platform · ph · 2026-10-28 · 1 upvotes · similarity 0.39
- Vericore · ph · 2026-10-06 · 2 upvotes · similarity 0.38
- TokenTrust · ph · 2026-11-09 · 1 upvotes · similarity 0.38
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