#verifiers
I started my BD career with DoStudio, I am the opposite of surprised. 🙄
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.
December 17, 2025 at 3:56 PM
Compliance of PG/IG/textsubs or Java is really up to the authoring program. Scenarist, aware of the Verifiers' limits, runs thorough checks on PES/IES/TES/VES imports.

And they deserve props for that.
December 17, 2025 at 9:27 AM
I totally get that. Unfortunately BD verifiers are not helpful there. Eclipse, Sony Verifiers only check for filestructures, mpls, m2ts bitrate and video stream params.

You'd be surprised to learn that commercial DoStudio discs are full of violations. E.g. Sony's verifier at DADC validated them.
December 17, 2025 at 9:27 AM
Not a matter of preference, but more a matter of not being able to afford to stress test it with all the verifiers.
December 17, 2025 at 7:22 AM
New paper alert! We (Utkan Gezer & me) prove that interactive proof systems whose verifiers are polynomial-time constant-space machines that are allowed to hide a constant number of their random bits correspond precisely to the complexity class P.
DMTCS link: dmtcs.episciences.org/paper/view/i...
$\rm P$ has polynomial-time finite-state verifiers
Interactive proof systems whose verifiers are constant-space machines have interesting features that do not have counterparts in the better studied case where the verifiers operate under reasonably large space bounds. The language verification power of finite-state verifiers is known to be sensitive to the difference between private and public randomization. These machines also lack the capability of imposing worst-case superlinear bounds on their own runtime, and long interactions with untrustable provers can involve the risk of being fooled to loop forever. We analyze such verifiers under different bounds on the numbers of private and public random bits that they are allowed to use. This separate accounting for the private and public coin budgets as resource functions of the input length provides interesting characterizations of the collections of the associated languages. When the randomness bound is constant, the verifiable class is $\rm NL$ for private-coin machines, but equals just the regular languages when one uses public coins. Increasing the public coin budget while keeping the number of private coins constant augments the power: We show that the set of languages that are verifiable by such machines in expected polynomial time (with an arbitrarily small positive probability of looping) equals the complexity class $\rm P$. This hints that allowing a minuscule probability of looping may add significant power to polynomial-time finite-state automata, since it is still not known whether those machines can verify all of $\rm P$ when required to halt with probability 1, even with no bound on their private coin usage. We also show that logarithmic-space machines which hide a constant number of their coins are limited to verifying the languages in $\rm P$.
dmtcs.episciences.org
December 15, 2025 at 9:48 PM
Using WASIp2 would be nice I think, as then folks could write their verifiers in 'any' language. You could allow the `wasi:cli/stdin` & `wasi:cli/stderr` capapbilities, pass the JSON record in on StdIn, and anything output on StdErr would be the explanation for failure (visible in your log).
December 15, 2025 at 6:58 PM
Inside NVIDIA Nemotron 3: Techniques, Tools, and Data That Make It Efficient and Accurate

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…
Inside NVIDIA Nemotron 3: Techniques, Tools, and Data That Make It Efficient and Accurate - New Zealand News Beep
Agentic AI systems increasingly rely on collections of cooperating agents—retrievers, planners, tool executors, verifiers—working together across large
www.newsbeep.com
December 15, 2025 at 5:00 PM
kinda inspired by plc directory and trusted verifiers in bsky, and specifically how to make canonicity determined by your social graph. changing which directory you believe in shouldnt be a setting, it should be a part of the in-app social experience
December 15, 2025 at 1:39 PM
There are ZK solutions but I don’t think most verifiers use this, most are still using DBs and object storages. That’s why it’s important to dress up well for KYC photos, never know when they will be leaked.
December 15, 2025 at 3:11 AM
Well you also don’t have to put PII in DBs anymore. That has also improved. So question is also what kind of verifiers will be used.
December 15, 2025 at 2:48 AM
PIRANHAS: PrIvacy-Preserving Remote Attestation in Non-Hierarchical Asynchronous Swarms (Jonas Hofmann, Philipp-Florens Lehwalder, Shahriar Ebrahimi, Parisa Hassanizadeh, Sebastian Faust) ia.cr/2025/2228
December 12, 2025 at 3:05 PM
"A small team versus the federal govt"

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.
To many, the staff at Carolina Migrant Network are heroes. Their alerts warned people where Border Patrol was during Operation Charlotte’s Web.

But the small team said they don’t feel heroic. They just tried their hardest:

www.charlotteobserver.com/news/local/c...
‘El pueblo salva al pueblo’: How Carolina Migrant Network fought Border Patrol
To many in the Charlotte area, the alerts they sent out were a lifeline. But they said they don’t feel like heroes.
www.charlotteobserver.com
December 11, 2025 at 9:39 PM
word on the street is if you stick a bunch of tissues to your face with petroleum jelly to obfuscate your features and give yourself a silly beard, certain age verifiers cannot tell that you dont actually look like that
December 11, 2025 at 6:57 AM
If you get ID'd at a bar or bottle shop and it gives you a chuckle, or makes you a bit taken aback that you would, that's fine.
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.
December 11, 2025 at 2:34 AM
AI Verifiers Achieve 99% Accuracy in Label-Free Visual Reasoning

Read more:
https://quantumzeitgeist.com/99-percent-ai-accuracy-verifiers-label-free-visual-reasoning/
AI Verifiers Achieve 99% Accuracy In Label-Free Visual Reasoning
Researchers have developed a new training framework that enhances visual reasoning in artificial intelligence by using AI-powered systems to both refine logical thinking and improve the accurate identification of objects within images, achieving superior performance compared to existing methods without relying on human-labelled data.
quantumzeitgeist.com
December 11, 2025 at 1:31 AM
December 10, 2025 at 10:24 PM
Stanford researchers introduced Weaver, a framework that combines weak verifiers to boost language model accuracy. Distilling this framework achieves 99.97% compute savings while preserving performance, promising cost-effective AI verification. https://arxiv.org/abs/2506.18203
Shrinking the Generation-Verification Gap with Weak Verifiers
ArXiv link for Shrinking the Generation-Verification Gap with Weak Verifiers
arxiv.org
December 10, 2025 at 9:11 PM
You may also receive messages from BirdTrack verifiers. You can respond to these through the app, edit the record, or discard the notification
December 10, 2025 at 7:46 PM
Damiano Marsili, Georgia Gkioxari: No Labels, No Problem: Training Visual Reasoners with Multimodal Verifiers https://arxiv.org/abs/2512.08889 https://arxiv.org/pdf/2512.08889 https://arxiv.org/html/2512.08889
December 10, 2025 at 6:31 AM
Damiano Marsili, Georgia Gkioxari
No Labels, No Problem: Training Visual Reasoners with Multimodal Verifiers
https://arxiv.org/abs/2512.08889
December 10, 2025 at 6:31 AM
[2025-12-10] 📚 Updates in #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
December 10, 2025 at 3:08 AM
BlueSky is using 3rd party verifiers. 3/3
December 9, 2025 at 7:02 AM
E-valuator: Reliable Agent Verifiers with Sequential Hypothesis Testing
Read more: https://arxiv.org/html/2512.03109v1
December 8, 2025 at 1:42 PM
4) 「モデレーション運用の改善(インフラ的な強化)」

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)。
December 8, 2025 at 11:18 AM