From research to production.
Verified results across benchmarks, pilots, and live deployments.
464
tasks verified across HumanEval + SWE-bench
100%
pass@5 on HumanEval (164/164)
354
claims verified in LVR pilot
27
bugs found and fixed automatically
Published and protected.
Peer-reviewed research and intellectual property.
CHI 2026 submission
Published: DOI 10.5281/zenodo.18522644
Provisional patent filed February 2026 (#63/980,048)
Architecture paper: 5 theorems, 20,000 words, arXiv-ready
What we discovered.
Two findings that define the opportunity.
Verification can't be baked in
RLVF experiments show more training data hurts model performance (84.1% → 78.0%). Verification must remain an external loop. This is a permanent moat, not a feature gap.
Full codebase reconstruction works
LVR pilot: three verification loops reconstructed an entire ERP accounting domain. 126 files generated. 354 claims verified. 27 bugs fixed. Zero scaffolding in output.
Interested?
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