Assay

From research to production.

Verified results across benchmarks, pilots, and live deployments.

464

tasks verified

100%

pass@5 HumanEval

354

claims in LVR pilot

27

bugs auto-fixed

Published and protected

What we discovered

Verification can't be baked in

RLVF: more training data hurts. Verification must remain external.

Full codebase reconstruction works

LVR pilot: 126 files, 354 claims, 27 bugs fixed. Zero scaffolding.

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GitHub|Zenodo|Patent #63/980,048|© 2026 Assay