The Science of
Certainty.
K-Veritas is an open protocol that produces cryptographically signed reports certifying the authenticity of computational experiment results without accessing training data.
Mission
K-Veritas is an open product that produces cryptographically signed reports certifying the authenticity of machine learning experiment results without accessing training data.
Why Now?
Research output is scaling faster than trust infrastructure. Reviewers, funders, and partners need independent evidence that published results match what was actually executed.
What We Build
Verification Protocol
Cryptographic signing of experiment metadata using RSA-4096 with tamper-evident PDF reports.
Public Ledger
Transparency log recording every signed hash and timestamp for independent audit.
Integrity Tooling
CLI and Python library for capturing execution metadata from any ML framework or language.
How It Works
From experiment to verified submission in four steps.
Run Experiments
Prefix your training commands with kveritas run. Your code runs exactly as before. K-Veritas observes silently.
Seal the Report
K-Veritas collects all metrics, hardware data, and source hashes, then signs the report with a key only the server holds.
Submit with Paper
Attach the signed PDF report alongside your paper. Optionally include the source code bundle.
Reviewer Verifies
Reviewers upload the report to the web verifier and instantly see a Review Summary with crypto status, metrics, and consistency checks.
Our Approach
Observers capture execution metadata from computational experiments without accessing proprietary input data. Each report is sealed through cryptographic signing and remains verifiable by any external party.
Current Strategic Focus
Standardization
Strengthen open protocol requirements and public verification tooling.
Adoption
Expand pilots across varied computational domains and software ecosystems.
Governance
Maintain independent, non-profit oversight with open community participation.
“What is written in the paper should be what was truly gotten from the experiments.”
Founder, MAMADOU K.
Secure the integrity of your research today.
K-Veritas is an open-source, non-profit standard maintained by the research community.
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