Reuters 5-05 :JV 资金主要用于 收购 现有 AI 服务公司——PE 主导 AI 服务市场 roll-up,不是'模型公司做咨询'。
作者引用Reuters作为证据,但未提供具体的Reuters报道链接或详细内容。这种引用方式缺乏可验证性,无法确认Reuters是否确实报道了这一信息,也无法验证消息源的可靠性。在批判性分析中,需要更具体的信息来源和引用方式。
Reuters 5-05 :JV 资金主要用于 收购 现有 AI 服务公司——PE 主导 AI 服务市场 roll-up,不是'模型公司做咨询'。
作者引用Reuters作为证据,但未提供具体的Reuters报道链接或详细内容。这种引用方式缺乏可验证性,无法确认Reuters是否确实报道了这一信息,也无法验证消息源的可靠性。在批判性分析中,需要更具体的信息来源和引用方式。
Tasks where correctness is harder to verify may not have seen the same speedup, so the acceleration we document here may not be as general as the headline numbers suggest.
大多数人可能被媒体报道的AI加速数据所影响,认为所有AI任务都在加速,但作者明确指出,那些正确性难以验证的任务可能没有相同的加速速度。这一观点挑战了人们对AI能力普遍加速的乐观预期。
The three metrics where we find acceleration are concentrated in programming and mathematics. These are areas that labs have explicitly targeted for improvement, and they share an important property: correctness is easy to verify automatically.
大多数人可能认为AI能力的加速是跨领域普遍发生的,但作者指出加速主要集中在编程和数学领域,因为这些领域正确性容易自动验证。这一发现挑战了人们对AI能力普遍提升的假设,暗示加速可能是有选择性的。
Tasks where correctness is harder to verify may not have seen the same speedup, so the acceleration we document here may not be as general as the headline numbers suggest.
主流媒体和公众可能认为AI能力在所有领域都在加速提升,但作者明确指出,在正确性难以验证的任务中可能没有相同的加速现象。这一观点挑战了人们对AI进步普遍性的假设。
To overcome this blocker, a team member hard codes the exact revenue and timeframe definitions. The data agent continues chugging along but quickly runs into challenge #2 – where are the right data sources? Which ones are the right sources of truth?
这个具体案例生动展示了数据代理面临的现实困境:即使解决了业务定义问题,数据源的真实性和可靠性问题仍然存在。这揭示了企业数据治理的复杂性,以及简单技术解决方案的局限性。
Opus 4.7 handles complex, long-running tasks with rigor and consistency, pays precise attention to instructions, and devises ways to verify its own outputs before reporting back.
这展示了Claude Opus 4.7在自主验证和执行复杂任务方面的显著进步,标志着AI模型从简单响应向真正自主工作迈出的重要一步,这种自我验证机制大大提高了AI输出的可靠性。
this is the open source app for age verification (dev'd by T-Systems and Scytales) which is being tested in 4 or 5 MS. You verify your id, and then it can tell any platform whether you are old enough for it yes/no/age. Unlike the SOPA mess in the UK it seems. This like Irma/Yivi app that has been around for many years in NL. This one is aligned with the coming EU ID wallets.
identify if the app had been left in a broken state
“先验证基础环境,再开发新功能”是一个反直觉但极其高效的Agent工作流。如果Agent一上来就写新代码,很可能在崩溃的地基上建危楼。这种“先体检再干活”的逻辑,极大减少了错误复利带来的灾难。
this compression is associated with a decrease in self-verification and uncertainty management behaviors, such as double-checking.
推理链缩短不是随机裁剪,而是专门切掉了「自我验证」和「不确定性管理」这两类高价值行为。这说明模型在感知到上下文压力时,优先砍掉的恰恰是最关键的质量保障机制——就像一个疲惫的审计师在工作量激增时,第一个省掉的是「复核步骤」。这对 AI Agent 的可靠性设计是一个严峻警告:上下文越长越复杂,模型越容易跳过自检。
Cloud agents produce demos and screenshots of their work for you to verify.
令人惊讶的是:云代理能够生成工作演示和截图供用户验证,这解决了AI编程中的信任问题,使开发者能够直观地确认代理的工作成果,大大提高了AI辅助编程的可靠性。
We introduce a minimal hierarchical partially observed control model with latent dynamics, structured episodic memory, observer-belief state, option-level actions, and delayed verifier signals.
大多数人认为AI系统应专注于实时控制和即时反馈,但作者提出了一种包含延迟验证信号的分层控制模型,挑战了实时控制优于延迟验证的常规认知,强调了延迟验证在复杂环境中的重要性。
verifiers and observer models inside the action-memory loop reduce silent failure and information leakage while remaining vulnerable to misspecification.
大多数人认为验证和观察模型应该是外部组件,用于监控AI系统的行为。但作者认为将验证者和观察者模型置于行动-记忆循环内部可以减少静默失败和信息泄露,尽管它们仍然容易受到错误规范的影响。这一观点挑战了传统的监控架构设计,暗示内部验证可能比外部监控更有效。
To enable true process-level verification, we audit fine-grained intermediate states rather than just final answers, and quantify efficiency via an overthinking metric relative to human trajectories.
主流评估方法通常只关注最终答案的正确性,而作者提出了一种革命性的评估方法:关注中间过程状态并引入'过度思考'指标来衡量效率。这一观点与当前AI评估领域的传统做法背道而驰,暗示单纯追求正确答案可能掩盖了AI系统在效率和推理路径上的严重缺陷。
a symbolic-logic-based Feasibility Memory utilizes executable Python verification functions synthesized from failed transitions
大多数人认为LLM应该从成功经验中学习,但作者提出从失败过渡中合成验证函数的观点极具反直觉。这种方法将失败视为宝贵资源而非需要避免的问题,挑战了机器学习领域的主流优化思想。
Tuta useful overview of age verification efforts globally.
Hanko handles authentication and identity. A German provider that gives you passkeys, social logins, and user management
Hanko (German) for authentication and identity management, incl social logins
bases de données sur Minitel telles que 3614 Joconde
Corrigé pour 3614 Joconde (plutôt que 3615 Joconde) après vérification.
3614 Joconde
Corrigé 3615 Joconde pour 3614 Joconde
Irish gov will use their presidency (2nd half of 2026 I think, coming half year is Cyprus, no?) to look into ID-verified social media in the EU. On Mastodon this was posted w t question how it relates to Fediverse. Presumably this will be based on the Digital Services Act, DSA (and GDPR). My current assessment is that DSA hardly applies to fediverse, esp not if there's plenty of federation vs centralisation on a handful of instances. The DSA legislates platforms, not social features, and those features are possible without platforms.
The issue has been resolved. Installing tf-keras and using keras from it instead of tf.keras fixed the problem. Thank you!
Thanks so much, I have been struggling with this for a long time!
I then realized after looking into the docker container while the project is running, autogpt is in fact writing files to this directory /app/autogpt/workspace/auto_gpt_workspace . Though it's only accessible via the running docker container via Terminal. Though due to the nature of docker containers, as soon as you exit the running AutoGPT, you will lose any documents it creates. So it could be that running this project via docker has a particular issue moving the files back out whenever it completes a write to a file. I'm totally new to AutoGPT, I just set it up yesterday & I will try to investigate why this issue is happening.
After changing the docker-compose volume, it worked
This is only possible after each chunk of continuously executed steps. I almost never let it run continuously since it often goes wild or runs the same thing in loops without getting anything done.
It worked. Thank you very much.
B-Step62 merged commit 4eba574 into mlflow:master Feb 3, 2025 44 of 47 checks passed
I thought I could use it for free. If that works on your side, that's good.
Thanks for your help. I could register the graph with MLflow 2.20. Please add this guidance to the documentation as well.
Version update
Codecov Report
verified the test case result
Clerk’s SSO uses the Open ID Connect protocol (OIDC), which provides an email_verified claim. Identity Providers are supposed to set this to true if they have verified the user’s email. Almost every SSO provider verifies emails, so if a user signs up with a social provider, a second email verification step is unnecessary.
It’s used during sign-in: as a workaround to forgotten password, or as an alternative to passwords altogether.
It’s used during sign-up: usually to prevent spam accounts, or as a requirement before enrolling a user on a mailing list.
Email verification is a foundational and reusable piece of modern authentication:
We could require email verification as soon as a user signs up, or perhaps when the user comes back for the second session. Shifting the onboarding friction from email verification to a later time can make the process much more natural for users. For example, a social media platform can minimize friction during the sign up process so that a user can immediately start to consume content. Later, when the user wants to post content, the platform can verify emails to minimize spam.
TRSP Desirable Characteristics
Identification checks for depositors.
In cases where I've been concerned about the migration of data (e.g. copying my entire home directory from one system to another), I've used fingerprint to generate a transcript on the source machine, and then run it on the destination machine, to reassure me that the data was copied correctly and completely.
it learned of the possibility that one student admitted to Georgetown may have engaged in inappropriate transfer of online credits.
pay for credit scandal - where identity was not confirmed.
State Issued Driver’s License, State Identification Card, Military Identification Card, Passport/Visa, Permanent Residence Card
Valid Ids shown and compared to student school ids - you ight could fake this but it would take effort
Method: Instructors use check-ins and/or office hours to discuss content, previous assignments, and progress on existing assignments. Process: Instructors ask for identification and/or confirm student identity via official UConn photo in StudentAdmin.
This is an interesting way to verify student identity. Required check-ins. but it also makes the professor feel more "real"
Instructors should check student identity by verifying IDs in a one-on-one online meeting prior to the presentation.
I didn't realize that instructors had to verify student identity via ID.
Federal Regulation §602.17: Application of Standards in Reaching Accreditation Decisions requires that all public universities have processes in place through which the institution establishes that a student who registers in any course offered via distance education or correspondence is the same student who academically engages in the course or program; and makes clear in writing that institutions must use processes that protect student privacy and notify students of any projected additional student charges associated with the verification of student identity at the time of registration or enrollment. Please see the Electronic Code Federal Regulations for more information.
regulation about identify verification of students in Online courses
Do not rely on Claude without doing your own independent research.
ConfidentialityInformation regarding families shall remain confidential and available only for the purposesauthorized by federal or State law as described in Section 3.609.73, Protections to the Individual.
In cases whereverification is incomplete, the county department shall provide the client with a statementof required verification
The application form shall be used as the primary source of information
The countydepartment/agency must provide specific reasons for the proposed action, and theapplicable state department's rules or county policy.
uhhhm....because um, that's our policy
The person designated to conduct the conference shall be in a position which, based onknowledge, experience, and training, would enable him or her to determine if theproposed action is valid. This could include, but is not limited to, a supervisor, qualityassurance personnel, or a manager with no previous knowledge of the case
Lauren, whomever she is, did not say a word. AND,
She obviously had knowledge of the case because she was CCed on all the email exhibits
The county worker or contractor who initiated the action in dispute shall notconduct the county conference.
Elizabeth Antus was obviously the one who initiated because she was the one emailing FCS
The county conference shall be held before a person in the county department or agency wherethe proposed decision is pending who was not directly involved in the initial determination of theaction in question
The county department, prior to taking action to deny, terminate, recover, initiate vendorpayments, or modify financial assistance provided under the Colorado Works program to a client,shall, at a minimum, provide the client an opportunity for a county conference.1. The right of a client to a county conference is primarily to ensure that the proposed actionis valid, to protect the client against an erroneous action concerning grant payment
The client shall be offered an in-person interview at redetermination
4.803.2 Determination of an IPV /Fraud [Rev. eff. 1/1/16]A. An intentional program violation shall be established only if an administrative disqualificationhearing official or a court of appropriate jurisdiction has found a household member hascommitted an intentional program violation or fraud or if a signed waiver of administrative hearingor a signed disqualification consent agreement has been obtained.
If I intentionally did it, I'd be afforded a trial before any removal of benefits. AND
The evidence against me, which the burden is on the agency, would need to be clear and convincing. .... “Clear and convincing” means evidence which is stronger than a “preponderance of evidence” and which is unmistakable and free from serious or substantial doubt
The right of a household to a DRC and state-level hearing is primarily to ensure that a proposed eligibilitydetermination or action is valid, to protect the person against an erroneous action concerning benefits,and to ensure reasonable promptness of local office action.
The local office shall send a verification request notice requesting the household toprovide the specific information or verification within ten (10) calendar days plus one (1)additional calendar day for mailing.
additional verificationis required in the following instances:A. Unclear Information1. If the local office receives information about changes in a household's circumstances butcannot determine if or how the change will affect the household's benefits and theunclear information is:a. Fewer than sixty (60) days old relative to the current month of participation; andb. Was required to have been reported per simplified reporting rules; orc. Appears to present significantly conflicting information about the household’scircumstances from that used by the local office at the time of certification,including changes to the household’s categorical eligibility tier, then:
on reported changes
If the reportedchange has not been verified, or is considered questionable, and it cannot be determined whetherbasic categorical eligibility, expanded categorical eligibility, or standard eligibility criteria should beused, a request for verification shall be initiated.
SHALL BE INITIATED
4.504.6Information Considered Verified Upon Receipt
Reading the case notes of a TANF meeting is not on the list of "Verified Upon Receipt".
In cases in which the information from another source contradicts statements made by thehousehold, the household shall be afforded a reasonable opportunity to resolve the discrepancyprior to an eligibility determination
If written verification cannot be obtained, theeligibility technician shall substitute
4.504 Sources of VerificationThe local office shall accept any pertinent documentary evidence provided by the household and shall beprimarily concerned with how adequately the verification proves the statements on the application, duringrecertification
Ifinformation is considered questionable or if an alternate source of verification was requested, the reasonfor additional verification
Such statements must be sufficiently detailed to supportthe determination of eligibility or ineligibility
The local office shall provide each household at the time of application for initial certification, redetermination, and periodic report form with a notice that informs the household of verification requirements that the household must meet as part of the application, redetermination, or periodic report process.
Need for verification
shall not be required unless these eligibility factors are not already collected andverified by the other PA program, are considered questionable,
The household has the primary responsibility for providing documentary evidence for requiredverification and to resolve questionable information.
The case record shall consist of statements and documentation regarding the sources and resultsof verification used to determine a household’s eligibility. Such statements must be sufficientlydetailed to support the determination of eligibility or ineligibility
The local office must act on all changes reported by those households filing a PRF.
In cases where verification is incomplete, the local office shall provide the household with astatement of required verification on the state-prescribed notice form and offer to assist thehousehold in obtaining the required verification.
The eligibility technician shall not simply review the information entered on the application butshall explore and resolve with the household unclear and incomplete information
4.201 APPLICATION PROCESSINGA. Local offices shall not apply additional conditions or processing requirements that are beyondthose prescribed by State SNAP rules.
La raison graphique dans cette approche du signe est déconditionnée
Il était question dans la précédente version de l'imprécision du terme signe, est-ce que le paragraphe ainsi remanié rend l'idée plus claire ?
émerge d’un a priori de la trace
dans la précédente version, il avait été demandé de développé cette idée. Si avec le développement de la pensée de Christin, cela n'est pas clair, je le ferai !
federated mastodon is neat. that “ericajoy”can exist on any server is going to be a problem, especially around impersonation. a third party “verification” player will be necessary if mastodon gains broad traction.
Poster implies that a benefit of globally centralised structures like Twitter, FB and LinkedIn is verification. I think impersonation is rife there, and will be less on Mastodon. Apart from basic measures (rel-me verification against your website, use your own domain for an instance), there are similar to T/FB/LinkedIn ways to verify someone outside the platform itself, where people check it's you through a channel they already know it's you. Above all the potential benefit of impersonation does not exist on M: no immediate global audience, no amplification of messages through self-feeding loops of engagement. Your reach is limited to your own follow(er)s mostly, and they won't fall for an impersonation, as you're already there among them. The power assymmetry inherent in T/FB's algo's doesn't exist on M. So impersonating would cost the impersonator way more, and become unsustainable to them.
Summarization of Methods for Smart Contract Vulnerabilities Detection
great reference table for SC vulenrabilities detection
Japan quietly invests far more than China on infrastructure in Asia, for example.
Source?
subtle knowledge constructs, modeling languages, elicitation, and validation processes
Katz, B. (2021, April 13). Fake Covid-19 Certificates Hit Airlines, Which Now Have to Police Them. Wall Street Journal. https://www.wsj.com/articles/fake-covid-19-certificates-hit-airlines-which-now-have-to-police-them-11618330621
Not all nodes are mining however. Most of the nodes on the Bitcoin network simply verify data
Verification role nodes
the Guardian. ‘Air New Zealand to Trial Covid Vaccine Passport on Sydney Flights’, 23 February 2021. http://www.theguardian.com/world/2021/feb/23/air-new-zealand-to-trial-covid-vaccine-passport-on-sydney-flights.
Last 4 of SSN
Full Card Number
First and Last Name
For Outbound Calls
Last 4 of SSN
Last 4 of the Card
First and Last Name
For Inbound Calls
you may proceed with standard verification
advise the CH they will need to be routed back to the IVR to complete verification of their PIN before we can proceed with the call
Mr./Mrs. Cardholder, please note that we’ll not be able to assist you if you have not entered your card information using the right prompts in our Automated Telephone System/IVR. Therefore, I am going to have to transfer you to the Automated Telephone System so you can enter your card information using the relevant prompts and, if needed, press the right option to talk to one of our customer service representatives.
select IVR State and Card Verification
I apologize for any inconvenience this may cause you; however, your PIN must be verified in the automated system before I am able to share account specific information for your security.
Galvão, J. (2020). COVID-19: The deadly threat of misinformation. The Lancet Infectious Diseases, 0(0). https://doi.org/10.1016/S1473-3099(20)30721-0
Merlino, L. P., Pin, P., & Tabasso, N. (2020). Debunking Rumors in Networks. ArXiv:2010.01018 [Physics]. http://arxiv.org/abs/2010.01018
Maria Sundaram PhD on Twitter. (n.d.). Twitter. Retrieved September 14, 2020, from https://twitter.com/mariasundaram/status/1304453386914402304
Scientist, N. (n.d.). How to sniff out the good coronavirus studies from the bad. New Scientist. Retrieved July 1, 2020, from https://www.newscientist.com/article/2242835-how-to-sniff-out-the-good-coronavirus-studies-from-the-bad/
The Cost of Correcting Bad Science. (2020, July 9). RIOT Science Club - YouTube. https://www.youtube.com/watch?v=LZBHGzQ8lVg
For example, a parent or guardian could be asked to make a payment of€0,01 to the controller via a banktransaction, including a brief confirmation in the description line of the transaction that the bank account holderis a holder of parental responsibility over the user. Where appropriate, an alternative method of verificationshould be provided to prevent undue discriminatory treatment of persons that do nothave a bank account.
The EDPBacknowledges that there may be cases where verification is challenging (for example wherechildren providing their own consent have not yet established an ‘identity footprint’, or where parentalresponsibility is not easily checked.
If the user states that he/she is below the age of digital consent then the controller can accept thisstatement without further checks, but will need to go on to obtain parental authorisation and verifythat the person providingthat consent is a holder of parental responsibility.
McPhetres, Jonathon. ‘Preregistration Is for Planning’, 1 June 2020. https://doi.org/10.31234/osf.io/cj5mh.
COVID-19: $6.5 million to help fight coronavirus misinformation. (2020, April 2). Google. https://blog.google/outreach-initiatives/google-news-initiative/covid-19-65-million-help-fight-coronavirus-misinformation/
Comment savoir si l’élève fait son travail tout seul?La continuité pédagogique est destinée à s’assurer que les élèves poursuivent des activités scolaires leur permettant de progresser dans leurs apprentissages. Il s’agit d’attirer l’attention des élèves sur l’importance et la régularité du travail personnel quelle que soit l’activité, même si elle est réalisée avec l’aide d’un pair ou d’un tiers. Des travaux réguliers et évalués régulièrement y contribuent. Toutefois, le professeur ne peut contrôler l’assiduité dans ce cadre, ni sanctionner son éventuel défaut.
One of the men being beaten in this video is speaking Foulfoulde, which is a commonly spoken language in the Far North region of Cameroon.
Different to image verification, with video we can check on languages which could help us determine an location
global technology firm with social and economic justice at its very core
Social Justice Pillar.
Global IT Solutions: Your Quality Solutions Partner.