109 Matching Annotations
  1. Last 7 days
    1. 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。

    1. 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。

  2. Apr 2026
    1. 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。

    1. 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。

    2. 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。

    1. 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。

    1. 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。

  3. Feb 2026
  4. Jan 2026
  5. Dec 2025
    1. 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.

  6. Oct 2025
    1. 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.
  7. Sep 2025
  8. May 2025
  9. Mar 2025
    1. 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.
  10. Nov 2024
  11. Sep 2024
  12. Jun 2024
    1. 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

  13. Aug 2023
  14. Jun 2023
    1. 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

    2. 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
    1. 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

    2. 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:
    3. 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. 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

  15. Apr 2023
    1. 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 !

  16. Dec 2022
  17. Nov 2022
    1. 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.

  18. Aug 2022
  19. Dec 2021
  20. Sep 2021
  21. May 2021
  22. Feb 2021
    1. 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.
  23. Oct 2020
  24. Sep 2020
  25. Aug 2020
  26. Jul 2020
    1. 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.
  27. Jun 2020
  28. Apr 2020
  29. Mar 2020
    1. 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.
  30. Oct 2018
    1. 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

  31. Jun 2018