AI & ML interests
AI provenance, verifiable AI evidence, cryptographic receipts, audit trails, model transparency, AI governance, continuity monitoring, reproducible research, machine-readable trust infrastructure, AI agent accountability, public verification.
Recent Activity
Every hour, Crovia fetches the public model cards of AI models on this Hub, asks one published question โ does this card disclose its training data? โ and signs what it saw. The hour is opened by a public randomness beacon (drand) and closed by a Bitcoin anchor. Anyone can verify the record without an account and without a Crovia server.
Live from the log ยท updated 2026-10-05 04:06 UTC ยท latest.json
TACET disclosure ledger
Every observation since 2026-09-19, byte for byte as served at croviatrust.com: the signed rows, the hourly epoch sheets, the map changes, the OpenTimestamps anchors and the featured proofs. Three tables in the viewer (observations, epochs, targets), CC-BY-4.0.
Verify a proof yourself
pip install crovia-tacet-operator tacet-operator verify proofs/<slug>.seal.json \ --operator-pubkey <operator key from trust_root.json>
Checks signatures, chaining, non-inclusion paths, snapshot hashes; drand rounds and Bitcoin blocks against public relays.
Survival Report (causari)
How much AI-tagged code is still at HEAD, repository by repository, against the same repository's untagged code of the
same age. Built with causari, one open-source Rust binary, no cloud: counts, not grades, and every number in the report
can be recomputed with the command the report prints and verified offline.
Latest
Survival Report #3 ยท 2026-09-28 ยท 43 repositories ยท 39,706 AI-tagged commits ยท method v3
npx causari audit <owner/repo> pipx run causari audit <owner/repo>
A silence is a run of anchored hours in which every observation of a model card found no training-data disclosure on that surface. It is a statement about a web page over time โ not about fraud, bad faith, or what the provider disclosed elsewhere.
| Model card | Hours observed | Silence (days) | Proof |
|---|---|---|---|
| mistralai/Mistral-7B-v0.1 | 318 | 13.25 | proof |
| mistralai/Mistral-Small-3.2-24B-Instruct-2506 | 318 | 13.25 | proof |
| mistralai/Mixtral-8x7B-v0.1 | 318 | 13.25 | proof |
| Qwen/Qwen2.5-7B | 318 | 13.25 | proof |
| Qwen/Qwen2.5-Coder-32B-Instruct | 318 | 13.25 | proof |
| Qwen/Qwen3-32B | 318 | 13.25 | proof |
| black-forest-labs/FLUX.1-dev | 317 | 13.20 | proof |
| black-forest-labs/FLUX.1-schnell | 317 | 13.20 | proof |
and 11 more in proofs/index.json
Data CC-BY-4.0, code Apache-2.0. Hours not observed count toward nothing. Corrections are made by revision, never by rewriting an anchored epoch. This card is regenerated hourly by the same script that publishes the dataset.