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cff-version: 1.2.0
message: "If you cite the PRML specification or the falsify reference implementation in academic or technical work, please use the form below."
title: "falsify — Reference implementation of the PRML (Pre-Registered ML Manifest) specification"
abstract: >-
PRML is an open CC BY 4.0 specification for committing machine-learning
evaluation claims to a SHA-256 hash before the experiment runs. falsify
is the Python reference implementation that produces canonical bytes
per the spec's §4 rules and validates against 13 v0.1 conformance
vectors plus 8 v0.2 vectors. The repository contains the specification
text, four reference implementations (Python, JS, Go, Rust) producing
byte-equivalent output, the conformance vector set, formal JSON
Schemas, and a LaTeX preprint.
authors:
- family-names: "Öztürk"
given-names: "Cüneyt"
affiliation: "Independent"
email: "hello@falsify.dev"
type: software
license: MIT
repository-code: "https://github.com/studio-11-co/falsify"
url: "https://falsify.dev"
version: "0.3.12"
date-released: 2026-07-17
keywords:
- "PRML"
- "pre-registration"
- "ML evaluation"
- "AI safety"
- "reproducibility"
- "content addressing"
- "EU AI Act"
- "NIST AI RMF"
- "ISO/IEC 42001"
identifiers:
- type: url
value: "https://spec.falsify.dev/v0.1"
description: "PRML v0.1 specification"
- type: url
value: "https://spec.falsify.dev/v0.2-rfc"
description: "PRML v0.2 RFC (open through 2026-05-22)"
- type: url
value: "https://spec.falsify.dev/schema/"
description: "PRML JSON Schemas (v0.1 + v0.2)"
preferred-citation:
type: software
title: "PRML — Pre-Registered ML Manifest specification, v0.1"
authors:
- family-names: "Öztürk"
given-names: "Cüneyt"
year: 2026
url: "https://spec.falsify.dev/v0.1"
version: "0.1"
references:
- type: article
title: "Pre-Registered ML Manifests: A Cryptographic Primitive for Verifiable Evaluation Claims"
authors:
- family-names: "Öztürk"
given-names: "Cüneyt"
year: 2026
url: "https://spec.falsify.dev/v0.1"
notes: "Working draft preprint, CC BY 4.0. Zenodo DOI 10.5281/zenodo.20177839."