every gguf model audited here was decomposed at the byte level. content-addressed fingerprints, per-attention-head and per-moe-expert decomposition, signed regulatory claims, replay-verified by the public probity binary.
this page is the public catalog of probity audit dossiers — one card per audited gguf model. probity is optrenium.ai's proprietary model-audit platform that takes any gguf file and produces a deterministic, byte-level audit dossier: cryptographic fingerprints, per-attention-head and per-moe-expert decomposition, statistical outlier scans, tokenizer security checks, and a single 0–100 deploy-readiness score. the audit reports below are published free for public reference; the probity tool itself is available under commercial license.
each card shows the model's headline numbers + the readiness score with its tier (clean / advisory / caution / blocked). click a card to open the full dossier, which is a 13-tab spa with everything probity found, plus an ⓘ what is this? info panel at the top of every tab.
every claim is replay-verifiable: anyone with the original gguf bytes + the same probity binary version can re-run the audit and confirm the claim ids match byte-for-byte. no trust required — that's the whole point.
every audit on this page was generated by probity, optrenium.ai's proprietary model-audit platform. the audit reports themselves are replay-verifiable — when run against the same gguf bytes by a licensed probity instance, every claim id re-derives byte-identical.
open-source gguf models are audited and the reports hosted on this site free of charge*.
* probity itself is a commercial product. private & closed-source providers can license probity for in-house use — licensing@optrenium.ai