I know verifiers aren't everything, but absent that, I would need to test en masse. PG streams are so wonky, and I can't afford a recall for something so extra. The couple I did this year almost pushed me out of business.
I know verifiers aren't everything, but absent that, I would need to test en masse. PG streams are so wonky, and I can't afford a recall for something so extra. The couple I did this year almost pushed me out of business.
And they deserve props for that.
And they deserve props for that.
You'd be surprised to learn that commercial DoStudio discs are full of violations. E.g. Sony's verifier at DADC validated them.
You'd be surprised to learn that commercial DoStudio discs are full of violations. E.g. Sony's verifier at DADC validated them.
DMTCS link: dmtcs.episciences.org/paper/view/i...
DMTCS link: dmtcs.episciences.org/paper/view/i...
https://www.newsbeep.com/nz/185076/
Agentic AI systems increasingly rely on collections of cooperating agents—retrievers, planners, tool executors, verifiers—working together across large contexts…
https://www.newsbeep.com/nz/185076/
Agentic AI systems increasingly rely on collections of cooperating agents—retrievers, planners, tool executors, verifiers—working together across large contexts…
The 8-person Carolina Migrant Network trained ~700 “verifiers" in a week-and-a-half. In 5 days, 6 am–9 pm, they fielded 1,100 calls, verified agents’ locations, posted whereabouts, and connected people with lawyers.
With little help from state and local govt.
But the small team said they don’t feel heroic. They just tried their hardest:
www.charlotteobserver.com/news/local/c...
The 8-person Carolina Migrant Network trained ~700 “verifiers" in a week-and-a-half. In 5 days, 6 am–9 pm, they fielded 1,100 calls, verified agents’ locations, posted whereabouts, and connected people with lawyers.
With little help from state and local govt.
People think this kind of ban doesn't affect them because they're over 16, but now an entire country is forced to trust age verifiers with bad reputations to be an adult.
People think this kind of ban doesn't affect them because they're over 16, but now an entire country is forced to trust age verifiers with bad reputations to be an adult.
Read more:
https://quantumzeitgeist.com/99-percent-ai-accuracy-verifiers-label-free-visual-reasoning/
Read more:
https://quantumzeitgeist.com/99-percent-ai-accuracy-verifiers-label-free-visual-reasoning/
No Labels, No Problem: Training Visual Reasoners with Multimodal Verifiers
https://arxiv.org/abs/2512.08889
No Labels, No Problem: Training Visual Reasoners with Multimodal Verifiers
https://arxiv.org/abs/2512.08889
(1) Shrinking the Generation-Verification Gap with Weak Verifiers
(2) Mortgage Language Model: Domain-Adaptive Pretraining with Residual Instruction, Alignment Tuning, and Task-Specific Routing
🔍 More at researchtrend.ai/communities/ALM
(1) <a href="https://researchtrend.ai/papers/2512.08889" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">No Labels, No Problem: Training Visual Reasoners with Multimodal Verifiers
(2) No Labels, No Problem: Training Visual Reasoners with Multimodal Verifiers
🔍 More at researchtrend.ai/communities/ObjD
(1) <a href="https://researchtrend.ai/papers/2512.08889" class="hover:underline text-blue-600 dark:text-sky-400 no-card-link" target="_blank" rel="noopener" data-link="bsky">No Labels, No Problem: Training Visual Reasoners with Multimodal Verifiers
(2) No Labels, No Problem: Training Visual Reasoners with Multimodal Verifiers
🔍 More at researchtrend.ai/communities/ObjD
Read more: https://arxiv.org/html/2512.03109v1
Read more: https://arxiv.org/html/2512.03109v1
運営側の作業フロー(モデレータの受信箱 / ダッシュボード)を整え、通報の振り分け・追跡・削除履歴の管理をしやすくした。将来的には外部の“信頼検証者(Trusted Verifiers)”と連携して、特殊なケースは第三者に検証してもらう仕組みを作ると明言している。
ユーザーにとっての影響:運営の対応スピードと一貫性が期待できる。ただし新体制の過渡期は自動判定の誤差や運用の揺れが発生する可能性もある(導入初期の副作用)。
運営側の作業フロー(モデレータの受信箱 / ダッシュボード)を整え、通報の振り分け・追跡・削除履歴の管理をしやすくした。将来的には外部の“信頼検証者(Trusted Verifiers)”と連携して、特殊なケースは第三者に検証してもらう仕組みを作ると明言している。
ユーザーにとっての影響:運営の対応スピードと一貫性が期待できる。ただし新体制の過渡期は自動判定の誤差や運用の揺れが発生する可能性もある(導入初期の副作用)。