Crovia — AI Transparency Feed

AI Transparency Brief — 2026-07-07: 80% of major labs score F

Tue, 07 Jul 2026 05:05:01 +0000

As of 2026-07-07, 80% of the 15 major AI labs Crovia tracks score F on training-data transparency. Worst: DeepSeek (F), Amazon (F), Alibaba Qwen (F), TII Falcon (F), Mistral AI (F). Industry average across 2083 organizations: 23.0/100. All figures signed and anchored on Bitcoin block #956875.

DeepSeek: grade F on AI training-data transparency (24.2/100)

Tue, 07 Jul 2026 05:05:01 +0000

DeepSeek scores 24.2/100 (grade F) on training-data transparency, across 83 audited models. Worst-case severity: CRITICAL. Independent, signed, Bitcoin-anchored.

Amazon: grade F on AI training-data transparency (25.7/100)

Tue, 07 Jul 2026 05:05:01 +0000

Amazon scores 25.7/100 (grade F) on training-data transparency, across 24 audited models. Worst-case severity: CRITICAL. Independent, signed, Bitcoin-anchored.

Alibaba Qwen: grade F on AI training-data transparency (27.8/100)

Tue, 07 Jul 2026 05:05:01 +0000

Alibaba Qwen scores 27.8/100 (grade F) on training-data transparency, across 124 audited models. Worst-case severity: CRITICAL. Independent, signed, Bitcoin-anchored.

TII Falcon: grade F on AI training-data transparency (28.8/100)

Tue, 07 Jul 2026 05:05:01 +0000

TII Falcon scores 28.8/100 (grade F) on training-data transparency, across 111 audited models. Worst-case severity: CRITICAL. Independent, signed, Bitcoin-anchored.

Mistral AI: grade F on AI training-data transparency (29.2/100)

Tue, 07 Jul 2026 05:05:01 +0000

Mistral AI scores 29.2/100 (grade F) on training-data transparency, across 66 audited models. Worst-case severity: CRITICAL. Independent, signed, Bitcoin-anchored.

01.AI: grade F on AI training-data transparency (31.7/100)

Tue, 07 Jul 2026 05:05:01 +0000

01.AI scores 31.7/100 (grade F) on training-data transparency, across 28 audited models. Worst-case severity: CRITICAL. Independent, signed, Bitcoin-anchored.

Microsoft: grade F on AI training-data transparency (32.8/100)

Tue, 07 Jul 2026 05:05:01 +0000

Microsoft scores 32.8/100 (grade F) on training-data transparency, across 140 audited models. Worst-case severity: CRITICAL. Independent, signed, Bitcoin-anchored.

Allen AI: grade F on AI training-data transparency (37.9/100)

Tue, 07 Jul 2026 05:05:01 +0000

Allen AI scores 37.9/100 (grade F) on training-data transparency, across 110 audited models. Worst-case severity: CRITICAL. Independent, signed, Bitcoin-anchored.

OpenAI: grade F on AI training-data transparency (38.8/100)

Tue, 07 Jul 2026 05:05:01 +0000

OpenAI scores 38.8/100 (grade F) on training-data transparency, across 38 audited models. Worst-case severity: CRITICAL. Independent, signed, Bitcoin-anchored.

Cohere: grade F on AI training-data transparency (42.9/100)

Tue, 07 Jul 2026 05:05:01 +0000

Cohere scores 42.9/100 (grade F) on training-data transparency, across 1 audited models. Worst-case severity: HIGH. Independent, signed, Bitcoin-anchored.

Google DeepMind: grade F on AI training-data transparency (43.9/100)

Tue, 07 Jul 2026 05:05:01 +0000

Google DeepMind scores 43.9/100 (grade F) on training-data transparency, across 142 audited models. Worst-case severity: CRITICAL. Independent, signed, Bitcoin-anchored.

Stability AI: grade F on AI training-data transparency (44.2/100)

Tue, 07 Jul 2026 05:05:01 +0000

Stability AI scores 44.2/100 (grade F) on training-data transparency, across 100 audited models. Worst-case severity: CRITICAL. Independent, signed, Bitcoin-anchored.

Disclosure change — k2-fsa/OmniVoice: license disclosure removed

Mon, 06 Jul 2026 08:49:37 +0000

License disclosure removed (was apache-2.0). Cryptographic before/after fingerprint: 3912fe939b9a3e1b -> 3599bd34c9bf4d72. Crovia records the fact; it does not interpret intent.

Disclosure change — nguyenhoanglong1990/nguyenhoanglong1990: documentation unavailable

Mon, 06 Jul 2026 06:22:48 +0000

Public README/documentation became unavailable (HTTP 404). Cryptographic before/after fingerprint: f6f32598a80b6b9f -> 7511c2c311e0cf3b. Crovia records the fact; it does not interpret intent.

Disclosure change — jasperai/monet: disclosure tags removed

Mon, 06 Jul 2026 06:18:55 +0000

Removed 1 disclosure tag(s): modality:image. Cryptographic before/after fingerprint: 30562f09b7ede048 -> c52cc6c91b06bbc2. Crovia records the fact; it does not interpret intent.

Disclosure change — eddmpython/dartlab-data: disclosure tags removed

Mon, 06 Jul 2026 06:15:23 +0000

Removed 1 disclosure tag(s): size_categories:1K 934e7886ba3790a9. Crovia records the fact; it does not interpret intent.

Disclosure change — chonkie-ai/recipes: disclosure tags removed

Mon, 06 Jul 2026 06:14:24 +0000

Removed 4 disclosure tag(s): format:json, library:dask, library:datasets, library:mlcroissant. Cryptographic before/after fingerprint: ed410acd9ece815f -> b3d277d00218b352. Crovia records the fact; it does not interpret intent.

Disclosure change — Maynor996/upload2: documentation unavailable

Mon, 06 Jul 2026 06:05:25 +0000

Public README/documentation became unavailable (HTTP 404). Cryptographic before/after fingerprint: 3208195cbc950379 -> 1edd0818821af3a4. Crovia records the fact; it does not interpret intent.

Disclosure change — Maynor996/img_upload: documentation unavailable

Mon, 06 Jul 2026 06:05:23 +0000

Public README/documentation became unavailable (HTTP 404). Cryptographic before/after fingerprint: b24dc4664eb28cdf -> be664862f2aeb455. Crovia records the fact; it does not interpret intent.

Disclosure change — GokuScraper/seedance-2-prompts-datasets: disclosure tags removed

Mon, 06 Jul 2026 06:03:07 +0000

Removed 6 disclosure tag(s): format:json, library:datasets, library:mlcroissant, library:pandas, library:polars, modality:text. Cryptographic before/after fingerprint: e11ca328a8d0a4ea -> 15ee63c448b0db9a. Crovia records the fact; it does not interpret intent.

Disclosure change — FlameF0X/LFM2-Research: license changed

Mon, 29 Jun 2026 06:46:01 +0000

License changed: other -> apache-2.0. Cryptographic before/after fingerprint: 8336bda63bfadcf1 -> fb6209cf9ac78bfa. Crovia records the fact; it does not interpret intent.

Disclosure change — saluslab/Rail-VIVID: disclosure tags removed

Mon, 29 Jun 2026 06:24:12 +0000

Removed 1 disclosure tag(s): size_categories:1K 9e98f6328816bd0b. Crovia records the fact; it does not interpret intent.

Disclosure change — lizirulestheworld/Pistachio: license changed

Mon, 29 Jun 2026 06:19:04 +0000

License changed: mit -> cc-by-4.0. Cryptographic before/after fingerprint: 8be52c79e5442ad8 -> 50b7dc73c4d32069. Crovia records the fact; it does not interpret intent.

Disclosure change — OpenSQZ/AutoMathText-V2: disclosure tags removed

Mon, 29 Jun 2026 06:06:06 +0000

Removed 1 disclosure tag(s): size_categories:10B 497ab97d880a4d93. Crovia records the fact; it does not interpret intent.

Disclosure change — Genesis-Intelligence/assets: disclosure tags removed

Mon, 29 Jun 2026 06:02:37 +0000

Removed 1 disclosure tag(s): format:imagefolder. Cryptographic before/after fingerprint: d7a700653e597e54 -> 77d786ec36dca222. Crovia records the fact; it does not interpret intent.

Disclosure change — Genesis-Intelligence/snapshots: documentation unavailable

Sun, 07 Jun 2026 07:04:40 +0000

Public README/documentation became unavailable (HTTP 404). Cryptographic before/after fingerprint: 7891eb9496896924 -> 96cf257f41a03942. Crovia records the fact; it does not interpret intent.

https://arxiv.org/abs/2607.00738: positive

Tue, 07 Jul 2026 04:43:08 +0000

Observatory observation (ledger/ax.obs): https://arxiv.org/abs/2607.00738 — positive.

https://arxiv.org/abs/2607.00832: positive

Tue, 07 Jul 2026 04:43:08 +0000

Observatory observation (ledger/ax.obs): https://arxiv.org/abs/2607.00832 — positive.

https://arxiv.org/abs/2607.00836: positive

Tue, 07 Jul 2026 04:43:08 +0000

Observatory observation (ledger/ax.obs): https://arxiv.org/abs/2607.00836 — positive.

2404.16811: absence

Tue, 07 Jul 2026 02:04:39 +0000

Observatory observation (arxiv/absence): 2404.16811 — absence.

2403.04132: absence

Tue, 07 Jul 2026 02:04:35 +0000

Observatory observation (arxiv/absence): 2403.04132 — absence.

2202.07646: absence

Tue, 07 Jul 2026 02:03:32 +0000

Observatory observation (arxiv/absence): 2202.07646 — absence.

knowledgator/gliclass-small-v1.0: present on registry · monitored 17d

Sun, 05 Jul 2026 22:01:41 +0000

Observatory observation (omissions/presence): knowledgator/gliclass-small-v1.0 — present on registry · monitored 17d.

aslessor/layoutlm-invoices: absent 14d on registry

Sun, 05 Jul 2026 16:01:00 +0000

Observatory observation (omissions/absence): aslessor/layoutlm-invoices — absent 14d on registry.

Naphula/SCREAM-24B-v1: absent 15d on registry

Sun, 05 Jul 2026 09:01:37 +0000

Observatory observation (omissions/absence): Naphula/SCREAM-24B-v1 — absent 15d on registry.

Qwen/Qwen3-4B-Instruct-2507: absence

Sun, 05 Jul 2026 02:09:07 +0000

Observatory observation (wayback/absence): Qwen/Qwen3-4B-Instruct-2507 — absence.

facebook/detr-resnet-50: absence

Sun, 05 Jul 2026 02:09:07 +0000

Observatory observation (wayback/absence): facebook/detr-resnet-50 — absence.

shivangibithel/SATO: absence

Sun, 05 Jul 2026 02:09:07 +0000

Observatory observation (wayback/absence): shivangibithel/SATO — absence.