probity is the light: it seals the source identity and makes measured truth inspectable. inspector gadget is the instrument stack. forge acts only on verified evidence, and refuses to guess where the evidence goes dark.
one source crosses four accountable boundaries: content-addressed truth → instrumented measurement → read-only planning and bounded calibration → transactional verification.
probity opens the gguf read-only, inventories every tensor, and signs canonical claim payloads into content-addressed ids bound to the source fingerprints.
“signed” means deterministic content integrity here, not a certificate-backed author signature.
registered inspector gadget stages audit tensors, attention heads, experts, outliers, spectra, numerical hygiene, and stage lineage.
success-only stage records preserve index, class, kind, energy, entropy, and output shape.
forge can fit a cloned plan to a complete-file, tensor-payload, or hardware ceiling without opening or writing a gguf. it then measures native codec reconstruction per eligible tensor across deterministic seeds. missing evidence stops a decision instead of becoming a guess.
plan-fit emits only a plan and receipt. it writes no gguf and claims neither reconstruction calibration nor behavioral quality.
the plan must match the source sha-256. output is written transactionally, re-opened, structurally checked, hashed, and re-audited before release.
bytes, metadata, tensors, heads, experts, tokenizer, anomalies, inspector gadget lineage, fingerprints, and claim ids.
content-bound fit receipts, complete-file accounting, ordered inspector gadget moves, sampled reconstruction error, deterministic seed envelopes, and per-role precision selection.
coherence, perplexity, task accuracy, runtime stability, and application fit require an allowed inference evaluation.
every audit on this page was generated by probity, optrenium.ai's proprietary model-audit platform. each claim is content-addressed; re-running the same pinned probity/operator build against the same gguf bytes should reproduce its claim id exactly.
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