16 Matching Annotations
  1. Last 7 days
    1. using Claude 3.5 Sonnet for the experimentation phase typically costs around $15–$20 per run.

      一篇通过 ICLR workshop 同行评审的科学论文,AI 生成成本约为 15-20 美元。相比之下,一位博士生培养成本超过 10 万美元,发表一篇顶会论文需要数月时间。这个成本差距意味着:如果这项技术成熟,科研论文的生产成本将下降数千倍。学术期刊、同行评审系统、学术出版业的整个商业模式,都将面临根本性的重构压力。

    1. Cost (USD) to run the evaluation: GPT-5.4 (xhigh): $1,110, Claude Opus 4.6 (max): $1,055

      运行一次 452 个任务的评测,GPT-5.4 花费 1110 美元,Claude Opus 4.6 花费 1055 美元——每个任务平均约 2.3 美元。而 Gemini 3 Flash 只需要 596 美元,实现了 27.7% 的成绩(vs 顶级模型的 33.3%)。这个性价比数据对 AI 选型决策极为关键:如果业务场景可以接受 27% 而非 33% 的成功率,Gemini 3 Flash 能节省近一半成本。在金融服务的大规模部署中,这个差异将被放大数千倍。

    1. METR pays human programmers a minimum of $50 per hour, so getting a baseline for a single 160-hour task would cost at least $8,000.

      一道测试题的人类基准成本高达 8000 美元——这个数字揭示了 AI 评测的一个被严重低估的物理限制:测量 AI 能力需要大量人类劳动,而随着 AI 能力向「月级任务」延伸,建立可靠基准的成本将呈超线性增长。更根本的问题是:你很难让一个有能力的程序员花数周时间做一个「测试任务」,即便报酬丰厚。人类评测员的可获得性,将成为 AI 能力评估的真正天花板。

  2. Nov 2025
    1. The tunnel far below represented Nevada’s latest salvo in a simmering water war: the construction of a $1.4 billion drainage hole to ensure that if the lake ever ran dry, Las Vegas could get the very last drop

      Deep Concept: Modern America is mostly corrupt from it's own creation of wealth. Wealth is power, power corrupts and absolute power corrupts absolutely! Money and wealth have completely changed the underlying foundation of America. Modern America is the corrupted result of wealth. Morality and ethics in modern American have been reshaped to "fit" European Aristocracy, ironically the same European aristocracy America fled in the Revolutionary War.

      Billions and billions of tax payer money is spent on projects that could never pass rigorous examination and best public ROI use. Political authoritative conditions rule public tax money for the benefit of a few at the expense of the many. The public "cult-like" sheep have no clue how they are being abused.

      The authoritative abusers (politicians) follow the "mostly" corrupt American (fuck-you) form of government and individual power tactics that have been conveniently embedded in corrupt modern morality and ethics, used by corrupted lawyers and judges to codify the fundamental moral code that underpins the original American Constitution.

  3. Oct 2024
    1. 1:21:54 If a community moved to a WELLNESS model rather than an ILLNESS model, it would generate millions of dollars in saved resources 1:21:54 If a community moved to a PREVENTION model rather than a CURE Model, it would generate millions of dollars in resources

    2. 1:02:29 The national debt is a historical record of the cumulative money that a government spent dollars than it took out which were transformed into US Treasuries

  4. Jun 2024
  5. Jun 2023
    1. All digital transitions have had losers, some of whom we may care about more than others. Musicians seem to have a raw deal in the streaming age, receiving fractions of pennies for streams when they used to get dollars for the sales of physical media. Countless regional newspapers went out of business in the move to the web and the disappearance of lucrative classified advertising. The question before society, with even a partial transition to digital books, is: Do we want libraries to be the losers?

      Will libraries have the same problems with the digital transition that music and journalism have had?

  6. Oct 2022
  7. Oct 2020
    1. For all systems of structural incentive, the incentive of any actor (individual or group), must be rigorously aligned with the well-being of all other agents in the system and of the commons writ large. Ie, all externalities must be internalized – all the consequences of activity within the system must be included in the system’s accounting.

      Sure ...

      This is a bit "I want a million dollars"

      You can write this down and the devil is in how to implement it.

  8. Jan 2019
    1. Chose amusante, le 13 apparaît 11 fois sur le billet de un dollar.

      10 fois au verso :

      1. 13 fruits et
      2. 13 feuilles dans la patte gauche de l'aigle
      3. 13 flèches dans sa patte droite,
      4. 13 bandes sur son bouclier
      5. 13 étoiles au dessus de lui
      6. 13 lettres dans "e.pluribus enum"
      7. 13 lettres dans "annuit coeptis"
      8. 13 degrés de la pyramide
      9. 13 perles à droite
      10. 13 perles à gauche

      1 fois au recto :

      13 étoiles dans le chevron vert

  9. Dec 2016