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 "title": "How we work — who writes this, and how.",
 "dek": "The honest answer to the fair question: the workflow that makes every exhibit — humans and agents, named plainly, with the receipts.",
 "published": "2026-08-14",
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  "paragraph": "The honest answer to the fair question: the workflow that makes every exhibit - humans and agents, named plainly, with the receipts.",
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    "text": "the article was proposed and published on 2026-08-14",
    "figure": "2026-08-14",
    "cite": "the-velocity-receipt-is-this-page",
    "quote": "One more thing, and it's the part we find funniest: this page was produced by the process it describes - and it's also the workflow's best velocity receipt, because the whole of it fits inside a single dated day: 2026-08-14.",
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    "text": "the known-world-issues fence contained a list of 58",
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    "cite": "what-can-go-wrong-and-what-catches-it",
    "quote": "One of its judged rounds went out without the known-world-issues fence - a pre-registered list of 58 open bugs in the world being narrated, which is supposed to ride along on every judge's sheet so that a bug in the world never scores against a model.",
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   "digest": "an operator noticed a change in a timestamp on ollama.com and asked Claude to investigate. after verifying CUDA support, a human and agents settled on a roster of four 30-billion-parameter-class models and two exams. agents executed a signed plan with human checkpoints, drafting an article that was revised until both sides agreed.",
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   "digest": "the workflow involves humans noticing and judging while agents amplify and verify. agents perform recon, propose roster additions, and execute plans. fable-class agents handle planning and writing, while opus-class agents handle implementation and auditing. a hardening panel of agents critiques plans before human operator review and final sign-off.",
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   "digest": "the article itself serves as a velocity receipt, having been proposed and published on 2026-08-14. a human operator made five binding rulings within twenty-five minutes, and a fable agent drafted the text which underwent seven operator marks before release.",
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   "digest": "the contract is a specific sentence appearing at the bottom of every exhibit, stating that work is benched, drafted, and audited by agents under human rulings. it ensures nothing releases until a human operator has read and signed off.",
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   "digest": "to prevent errors, the workflow uses frozen instruments, pre-registered floors, hardening panels, and gates. one discarded round occurred because a known-world-issues fence was missing. an audit also caught and corrected a version of a paragraph that told a story incorrectly.",
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   "digest": "the arrangement dictates that humans generate and judge while agents amplify and verify. rulings bind, instruments freeze before models sit them, and rounds missing a fence are discarded whole. the process is demonstrated by the article's own production on 2026-08-14.",
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   "q": "how does the human and agent relationship function?",
   "a": "The human generates and judges while the agent amplifies and verifies. Agents handle reconnaissance, planning, and drafting, while the human operator provides the initial spark of curiosity, negotiates the testing roster, reviews hardened plans, and holds final authority over what is released.",
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   "quote": "",
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   "q": "what roles do different agent classes play in the workflow?",
   "a": "The workshop utilizes two specific roles: fable-class agents manage planning, synthesis, and prose writing, while opus-class agents handle implementation and auditing. This division ensures that plans are both executable and rigorously critiqued before reaching a human operator.",
   "cites": [
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   "published": false,
   "publish_state": "held",
   "quote": "",
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   "id": "c-01e60a05",
   "q": "how quickly was this specific article produced?",
   "a": "The article was produced within a single dated day, 2026-08-14. A human operator made five binding rulings within twenty-five minutes that morning, and the process moved from a fable agent's draft to a released article in just a few hours.",
   "cites": [
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   "published": false,
   "publish_state": "held",
   "quote": "",
   "quote_cite": ""
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   "q": "what text appears at the bottom of every exhibit?",
   "a": "Every exhibit includes a statement noting that work is benched, drafted, and audited by agents under a human operator's rulings and revised through multiple rounds. Nothing is released until the operator has read it and signed off.",
   "cites": [
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   "published": false,
   "publish_state": "held",
   "quote": "",
   "quote_cite": ""
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  {
   "id": "c-0d1bf6e2",
   "q": "how does the system handle errors in a judged round?",
   "a": "If a round is found to have lacked a necessary component, such as the known-world-issues fence, the entire round is discarded rather than filtered. A fresh round is then re-run using the same recorded seed to ensure integrity.",
   "cites": [
    "what-can-go-wrong-and-what-catches-it"
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   "published": false,
   "publish_state": "held",
   "quote": "",
   "quote_cite": ""
  },
  {
   "id": "c-2691a59c",
   "q": "what principles define the relationship between humans and agents?",
   "a": "The arrangement dictates that the human generates and judges while the agent amplifies and verifies. Humans provide the judgment and the final sign-off, whereas agents supply the receipts and the scale of the work.",
   "cites": [
    "what-to-take-with-you"
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   "published": false,
   "publish_state": "held",
   "quote": "",
   "quote_cite": ""
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 "related": [
  {
   "slug": "the-open-call",
   "why": "shares ground with § What to take with you · § Five things, before any figure"
  },
  {
   "slug": "ask-about-this-page",
   "why": "shares ground with § What to take with you · § What happens to a draft before you see it"
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  {
   "slug": "the-indifferent-prediction",
   "why": "shares ground with § The velocity receipt is this page. · § What an operator saw"
  }
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