Any computational result — ML accuracy, physics simulation, pipeline output — packaged into a tamper-evident evidence bundle. Any third party verifies it offline with one command, without your code, data, or environment. PASS or FAIL. No grey zone. No trust required.
Every ML team claims state-of-the-art results. Every simulation produces numbers. Every pipeline outputs certificates. There is no standard way to check any of it independently.
A reviewer cannot check a reported ML accuracy without the original model, training data, and compute environment. The only options are blind trust or complete reproduction.
Any computational result is packaged into a tamper-evident evidence bundle. A third party runs one command and gets an unambiguous verdict offline, without access to your environment. No grey zone.
Every run produces an evidence bundle with two independent verification layers. Any deviation surfaces as FAIL with a specific reason.
Every system using only file hashes is vulnerable. An adversary removes content, recomputes all hashes, and passes integrity checks silently.
job_snapshot from run_artifact.json — stripping the core evidencejob_snapshot present, payload.kind matches, canary_mode correct.job_snapshot missing.tests/steward/test_cert02_pack_includes_evidence_and_semantic_verify.pyEvery claim has an implementation, runner dispatch, threshold, and tests. Enforced on every PR — not by human review.
Bidirectional claim coverage checked on every pull request. A claim without implementation blocks merge. An implementation without claim blocks merge.
MetaGenesis Verification Protocol (MVP) v0.1 — open spec for packaging computational claims into independently verifiable evidence bundles.
A minimal, concrete spec for what “independently verifiable” means for any computational result.
Any ML accuracy claim packaged into a tamper-evident bundle. Reviewers verify offline — no model access, no environment, no GPU.
ADMET predictions, PK/PD simulation outputs — packaged with full provenance. FDA 21 CFR Part 11 compatible audit trail.
Carbon sequestration and deforestation models become independently auditable. Corporate buyers verify without proprietary model access.
VaR, credit scoring, stress test outputs packaged for Basel III/IV model risk management.
Young’s modulus, thermal conductivity — delivered with machine-verifiable proof. Drift detection against verified baselines included.
Clone. Run the demo. See PASS.
No account. No API key. No GPU. No network.