{
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  "slug": "moonshots-ep271-ai-systems-finra-decentralized-science",
  "title": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
  "format": "standard",
  "theme": "research",
  "topics": [
    "AI Infrastructure",
    "Space / Robotics",
    "Governance / Policy"
  ],
  "published": "",
  "asOf": "",
  "articleUrl": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html",
  "markdownUrl": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.md",
  "factsUrl": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.facts.json",
  "takeaways": [
    "Public-source article based on Peter H. Diamandis / Moonshots.",
    "Word download: Moonshots EP271 — 20 Takeaways (.docx)",
    "EP271 is about assurance under fast model change. Inkling is a major U.S. open-weight signal, Liquid is a serious edge-AI watch, and AI-FINRA is best read as a governance proposal rather than current law. The clean lesson is to separate openness, practicality, license terms, privacy, and authority.",
    "Episode context: The episode says Demis Hassabis proposed a U.S.-led standards body modeled on FINRA.",
    "Evidence/qualification: Hassabis’ essay and public reporting support the proposal; FINRA and SEC pages support the analogy, not an existing AI regulator."
  ],
  "facts": [
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      "id": "word-download-moonshots-ep271-20-takeaways-docx-1",
      "label": "Word download: Moonshots EP271 — 20 Takeaways (.docx)",
      "value": "Word download: Moonshots EP271 — 20 Takeaways (.docx)",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271 — 20 Takeaways (.docx)",
        "url": "https://brandonstmartin.com/downloads/moonshots-ep271-20-takeaways.docx"
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      "status": "published"
    },
    {
      "id": "executive-thesis-2",
      "label": "Executive thesis",
      "value": "EP271 is about assurance under fast model change. Inkling is a major U.S. open-weight signal, Liquid is a serious edge-AI watch, and AI-FINRA is best read as a governance proposal rather than current law. The clean lesson is to separate openness, practicality, license terms, privacy, and authority.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "1-ai-finra-is-a-proposal-not-current-law-3",
      "label": "1. AI-FINRA is a proposal, not current law",
      "value": "Episode context: The episode says Demis Hassabis proposed a U.S.-led standards body modeled on FINRA.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "1-ai-finra-is-a-proposal-not-current-law-4",
      "label": "1. AI-FINRA is a proposal, not current law",
      "value": "Evidence/qualification: Hassabis’ essay and public reporting support the proposal; FINRA and SEC pages support the analogy, not an existing AI regulator.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "1-ai-finra-is-a-proposal-not-current-law-5",
      "label": "1. AI-FINRA is a proposal, not current law",
      "value": "What would change the view: The view changes if a government or regulator establishes a formal body with clear scope.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "2-capture-risk-is-a-design-concern-6",
      "label": "2. Capture risk is a design concern",
      "value": "Episode context: A panelist worries that a FINRA-like structure could favor incumbent labs over open-weight, university, and startup work.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
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      "status": "published"
    },
    {
      "id": "2-capture-risk-is-a-design-concern-7",
      "label": "2. Capture risk is a design concern",
      "value": "Evidence/qualification: The transcript supports the objection; it remains a plausible risk rather than proof of intent.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
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      "status": "published"
    },
    {
      "id": "2-capture-risk-is-a-design-concern-8",
      "label": "2. Capture risk is a design concern",
      "value": "Why it matters: Good governance must minimize incumbent advantage and include transparent participation.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
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      },
      "status": "published"
    },
    {
      "id": "2-capture-risk-is-a-design-concern-9",
      "label": "2. Capture risk is a design concern",
      "value": "What would change the view: The view changes if future rules are low-burden, neutral, and genuinely inclusive.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "3-assurance-should-be-task-specific-10",
      "label": "3. Assurance should be task-specific",
      "value": "Episode context: Ramin argues that automotive, finance, biotech, e-commerce, and other verticals have different risk profiles.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
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      },
      "status": "published"
    },
    {
      "id": "3-assurance-should-be-task-specific-11",
      "label": "3. Assurance should be task-specific",
      "value": "Evidence/qualification: The transcript supports the design argument; it is not an empirical proof of one framework.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "3-assurance-should-be-task-specific-12",
      "label": "3. Assurance should be task-specific",
      "value": "Why it matters: Model permission should vary by use case, data sensitivity, and possible harm.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "3-assurance-should-be-task-specific-13",
      "label": "3. Assurance should be task-specific",
      "value": "What would change the view: The view changes if flat provider rules reliably outperform domain-specific checks.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "4-inkling-s-975b-and-41b-active-headline-is-real-14",
      "label": "4. Inkling’s 975B and 41B-active headline is real",
      "value": "Episode context: The episode reports Thinking Machines’ Inkling as a 975B-total, 41B-active MoE model.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "4-inkling-s-975b-and-41b-active-headline-is-real-15",
      "label": "4. Inkling’s 975B and 41B-active headline is real",
      "value": "Evidence/qualification: Thinking Machines’ announcement and model card support the core specification.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "4-inkling-s-975b-and-41b-active-headline-is-real-16",
      "label": "4. Inkling’s 975B and 41B-active headline is real",
      "value": "What would change the view: The view changes if official model card revisions materially alter the specs.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "5-inkling-s-thesis-is-customization-17",
      "label": "5. Inkling’s thesis is customization",
      "value": "Episode context: The episode says Murati is not claiming best-overall rank; the pitch is adaptable open weights.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "5-inkling-s-thesis-is-customization-18",
      "label": "5. Inkling’s thesis is customization",
      "value": "Evidence/qualification: Thinking Machines’ materials position Inkling as a base for customization rather than a universal winner.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "5-inkling-s-thesis-is-customization-19",
      "label": "5. Inkling’s thesis is customization",
      "value": "Why it matters: Task-specific adaptation may matter even when generic leaderboards favor another model.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "5-inkling-s-thesis-is-customization-20",
      "label": "5. Inkling’s thesis is customization",
      "value": "What would change the view: The view changes if generic frontier models keep winning after cost and customization are considered.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "6-open-weights-are-not-practical-self-hosting-fo-21",
      "label": "6. Open weights are not practical self-hosting for everyone",
      "value": "Episode context: The episode says Inkling can be downloaded and run on premises.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "6-open-weights-are-not-practical-self-hosting-fo-22",
      "label": "6. Open weights are not practical self-hosting for everyone",
      "value": "Evidence/qualification: The source paper notes very high aggregate VRAM requirements, far beyond ordinary readers’ hardware.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "6-open-weights-are-not-practical-self-hosting-fo-23",
      "label": "6. Open weights are not practical self-hosting for everyone",
      "value": "Why it matters: Open availability and practical operation are separate questions.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "6-open-weights-are-not-practical-self-hosting-fo-24",
      "label": "6. Open weights are not practical self-hosting for everyone",
      "value": "What would change the view: The view changes if smaller official checkpoints or accessible hosted terms appear.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "7-on-prem-privacy-claims-need-nuance-25",
      "label": "7. On-prem privacy claims need nuance",
      "value": "Episode context: The episode argues that local fine-tuning can protect proprietary data better than closed APIs.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "7-on-prem-privacy-claims-need-nuance-26",
      "label": "7. On-prem privacy claims need nuance",
      "value": "Evidence/qualification: The general data-locality principle is sound, but blanket allegations about providers are not supported.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "7-on-prem-privacy-claims-need-nuance-27",
      "label": "7. On-prem privacy claims need nuance",
      "value": "Why it matters: Privacy depends on contracts, retention terms, logging, access, and task design.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "7-on-prem-privacy-claims-need-nuance-28",
      "label": "7. On-prem privacy claims need nuance",
      "value": "What would change the view: The view changes with workflow-specific no-training, no-retention, and audit terms.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "8-liquid-s-scientific-lineage-is-credible-29",
      "label": "8. Liquid’s scientific lineage is credible",
      "value": "Episode context: Ramin traces Liquid’s work to C. elegans, liquid neural networks, and continuous-time ideas.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "8-liquid-s-scientific-lineage-is-credible-30",
      "label": "8. Liquid’s scientific lineage is credible",
      "value": "Evidence/qualification: Public Liquid materials support Hasani’s research background and the liquid-neural-network lineage.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "8-liquid-s-scientific-lineage-is-credible-31",
      "label": "8. Liquid’s scientific lineage is credible",
      "value": "Why it matters: The science history is interesting without proving every product claim.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "8-liquid-s-scientific-lineage-is-credible-32",
      "label": "8. Liquid’s scientific lineage is credible",
      "value": "What would change the view: The view changes if current products fail to show useful efficiency or reliability gains.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "9-post-transformer-needs-careful-wording-33",
      "label": "9. Post-Transformer needs careful wording",
      "value": "Episode context: The episode discusses exploration beyond transformer architectures.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "9-post-transformer-needs-careful-wording-34",
      "label": "9. Post-Transformer needs careful wording",
      "value": "Evidence/qualification: The source paper warns that current Liquid language models can include attention components, so “transformer-free” is too strong.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "9-post-transformer-needs-careful-wording-35",
      "label": "9. Post-Transformer needs careful wording",
      "value": "Why it matters: Precise architecture language prevents hype from becoming technical confusion.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "9-post-transformer-needs-careful-wording-36",
      "label": "9. Post-Transformer needs careful wording",
      "value": "What would change the view: The view changes when future releases document a cleaner attention-free design.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "10-edge-ai-is-about-fit-and-usefulness-37",
      "label": "10. Edge AI is about fit and usefulness",
      "value": "Episode context: Ramin describes constrained automotive chips and a sub-gigabyte multimodal foundation model.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "10-edge-ai-is-about-fit-and-usefulness-38",
      "label": "10. Edge AI is about fit and usefulness",
      "value": "Evidence/qualification: Public Liquid materials support a small-model edge direction, but product performance still needs reproducible checks.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "10-edge-ai-is-about-fit-and-usefulness-39",
      "label": "10. Edge AI is about fit and usefulness",
      "value": "Why it matters: Small models can matter when latency, privacy, or offline use is critical.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "10-edge-ai-is-about-fit-and-usefulness-40",
      "label": "10. Edge AI is about fit and usefulness",
      "value": "What would change the view: The view changes if small models cannot deliver useful quality under real constraints.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "11-automotive-claims-need-company-confirmation-41",
      "label": "11. Automotive claims need company confirmation",
      "value": "Episode context: The episode mentions Mercedes as an early automotive entry point.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "11-automotive-claims-need-company-confirmation-42",
      "label": "11. Automotive claims need company confirmation",
      "value": "Evidence/qualification: The podcast is a source for what was said; specific rollout scope needs official company notice.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "11-automotive-claims-need-company-confirmation-43",
      "label": "11. Automotive claims need company confirmation",
      "value": "Why it matters: Customer and product details should come from named company sources.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "11-automotive-claims-need-company-confirmation-44",
      "label": "11. Automotive claims need company confirmation",
      "value": "What would change the view: The view changes when Mercedes or Liquid publishes scope, geography, dates, and product details.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "12-update-loops-are-measurable-45",
      "label": "12. Update loops are measurable",
      "value": "Episode context: Ramin describes data flywheels, drift handling, adapter updates, and personalization.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "12-update-loops-are-measurable-46",
      "label": "12. Update loops are measurable",
      "value": "Evidence/qualification: The source paper treats these as process claims that need measurement.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "12-update-loops-are-measurable-47",
      "label": "12. Update loops are measurable",
      "value": "Why it matters: Long-lived edge AI must handle drift, privacy, rollback, and maintenance.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "12-update-loops-are-measurable-48",
      "label": "12. Update loops are measurable",
      "value": "What would change the view: The view changes if tests show fragile updates, privacy gaps, or high maintenance cost.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "13-license-terms-are-separate-from-model-quality-49",
      "label": "13. License terms are separate from model quality",
      "value": "Episode context: The source materials distinguish technical fit from legal permission.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "13-license-terms-are-separate-from-model-quality-50",
      "label": "13. License terms are separate from model quality",
      "value": "Evidence/qualification: Open weights can carry different licenses and conditions; public terms must be reviewed before commercial use.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "13-license-terms-are-separate-from-model-quality-51",
      "label": "13. License terms are separate from model quality",
      "value": "Why it matters: A model can be useful yet unsuitable for a given organization’s rules.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "13-license-terms-are-separate-from-model-quality-52",
      "label": "13. License terms are separate from model quality",
      "value": "What would change the view: The view changes when license review clearly permits or limits the intended use.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "14-real-time-audits-and-open-evals-are-the-usefu-53",
      "label": "14. Real-time audits and open evals are the useful seed",
      "value": "Episode context: The episode says AI moves too fast for traditional bureaucracy alone.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "14-real-time-audits-and-open-evals-are-the-usefu-54",
      "label": "14. Real-time audits and open evals are the useful seed",
      "value": "Evidence/qualification: The transcript supports open evaluation and audit ideas as design principles.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "14-real-time-audits-and-open-evals-are-the-usefu-55",
      "label": "14. Real-time audits and open evals are the useful seed",
      "value": "Why it matters: Public methods should test outputs, provenance, risk, and failures instead of relying on brand trust.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "14-real-time-audits-and-open-evals-are-the-usefu-56",
      "label": "14. Real-time audits and open evals are the useful seed",
      "value": "What would change the view: The view changes if evaluation methods become checklist theater without catching real problems.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "15-independent-review-matters-for-credibility-57",
      "label": "15. Independent review matters for credibility",
      "value": "Episode context: The FINRA analogy turns on expert participation and credible review.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "15-independent-review-matters-for-credibility-58",
      "label": "15. Independent review matters for credibility",
      "value": "Evidence/qualification: The episode itself notes that AI talent constraints differ from securities oversight.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "15-independent-review-matters-for-credibility-59",
      "label": "15. Independent review matters for credibility",
      "value": "Why it matters: Higher-risk systems need a separation between the proposer and the checker.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "15-independent-review-matters-for-credibility-60",
      "label": "15. Independent review matters for credibility",
      "value": "What would change the view: The view changes if self-review proves equally reliable across hidden problem sets.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "16-liability-should-focus-on-harmful-actions-61",
      "label": "16. Liability should focus on harmful actions",
      "value": "Episode context: The panel contrasts regulating inputs or capabilities with responsibility for harmful outcomes.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "16-liability-should-focus-on-harmful-actions-62",
      "label": "16. Liability should focus on harmful actions",
      "value": "Evidence/qualification: The source paper treats action-side remediation as the more concrete public lesson.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "16-liability-should-focus-on-harmful-actions-63",
      "label": "16. Liability should focus on harmful actions",
      "value": "Why it matters: The practical question is what a system does, who is accountable, and how harm is corrected.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "16-liability-should-focus-on-harmful-actions-64",
      "label": "16. Liability should focus on harmful actions",
      "value": "What would change the view: The view changes if capability-only rules prove clearly more effective.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "17-capability-thresholds-need-permission-thresho-65",
      "label": "17. Capability thresholds need permission thresholds",
      "value": "Episode context: The episode notes choke points, non-state actors, and unresolved enforcement paths.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "17-capability-thresholds-need-permission-thresho-66",
      "label": "17. Capability thresholds need permission thresholds",
      "value": "Evidence/qualification: Public standards and timelines remain uncertain; capability alone does not determine risk.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "17-capability-thresholds-need-permission-thresho-67",
      "label": "17. Capability thresholds need permission thresholds",
      "value": "Why it matters: A weaker system with tool access can be riskier than a stronger read-only system.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "17-capability-thresholds-need-permission-thresho-68",
      "label": "17. Capability thresholds need permission thresholds",
      "value": "What would change the view: The view changes if formal public rules clearly settle thresholds and enforcement.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "18-mercedes-rollout-details-remain-unconfirmed-69",
      "label": "18. Mercedes rollout details remain unconfirmed",
      "value": "Episode context: Ramin gives specific details about model-year scope, updates, and size.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "18-mercedes-rollout-details-remain-unconfirmed-70",
      "label": "18. Mercedes rollout details remain unconfirmed",
      "value": "Evidence/qualification: The source paper says those specifics were not confirmed by an official Mercedes source in the checked materials.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "18-mercedes-rollout-details-remain-unconfirmed-71",
      "label": "18. Mercedes rollout details remain unconfirmed",
      "value": "Why it matters: Specific customer claims should not be generalized from a podcast statement alone.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "18-mercedes-rollout-details-remain-unconfirmed-72",
      "label": "18. Mercedes rollout details remain unconfirmed",
      "value": "What would change the view: The view changes when official notices verify product, date, scope, and feature set.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "19-inkling-s-next-trigger-is-a-smaller-or-cleare-73",
      "label": "19. Inkling’s next trigger is a smaller or clearer path",
      "value": "Evidence/qualification: The source paper highlights smaller checkpoints or hosted terms as the practical items to watch.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "19-inkling-s-next-trigger-is-a-smaller-or-cleare-74",
      "label": "19. Inkling’s next trigger is a smaller or clearer path",
      "value": "Why it matters: Readers should distinguish strategic signal from near-term usability.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "19-inkling-s-next-trigger-is-a-smaller-or-cleare-75",
      "label": "19. Inkling’s next trigger is a smaller or clearer path",
      "value": "What would change the view: The view changes with official smaller weights, accessible hosted terms, and strong independent results.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "20-fast-model-change-requires-fresh-checks-76",
      "label": "20. Fast model change requires fresh checks",
      "value": "Episode context: The episode spans model specs, architecture, licenses, privacy, and governance.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "20-fast-model-change-requires-fresh-checks-77",
      "label": "20. Fast model change requires fresh checks",
      "value": "Evidence/qualification: The public takeaway is that assumptions decay quickly as releases and policies change.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "20-fast-model-change-requires-fresh-checks-78",
      "label": "20. Fast model change requires fresh checks",
      "value": "Why it matters: Any meaningful change should restart comparison, privacy, and safety checks.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "20-fast-model-change-requires-fresh-checks-79",
      "label": "20. Fast model change requires fresh checks",
      "value": "What would change the view: The view changes only if repeated public tests show stable behavior across updates.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "public-sources-and-limitations-80",
      "label": "Public sources and limitations",
      "value": "The episode is the main public source. Additional public materials below are included for context and for future checks.",
      "unit": "text",
      "source": {
        "name": "Moonshots EP271: Mira Murati's 975B Open Model, Ramin Hasani on Post-Transformer AI, and Demis' AI FINRA",
        "url": "https://brandonstmartin.com/blog/moonshots-ep271-ai-systems-finra-decentralized-science.html"
      },
      "status": "published"
    },
    {
      "id": "public-sources-and-limitations-81",
      "label": "Public sources and limitations",
      "value": "https://www.youtube.com/watch?v=bAoXVyibE6Q",
      "unit": "text",
      "source": {
        "name": "https://www.youtube.com/watch?v=bAoXVyibE6Q",
        "url": "https://www.youtube.com/watch?v=bAoXVyibE6Q"
      },
      "status": "published"
    },
    {
      "id": "public-sources-and-limitations-82",
      "label": "Public sources and limitations",
      "value": "https://demishassabis.substack.com/p/a-framework-for-frontier-ai-and-the-dawning-of-a-new-age",
      "unit": "text",
      "source": {
        "name": "https://demishassabis.substack.com/p/a-framework-for-frontier-ai-and-the-dawning-of-a-new-age",
        "url": "https://demishassabis.substack.com/p/a-framework-for-frontier-ai-and-the-dawning-of-a-new-age"
      },
      "status": "published"
    },
    {
      "id": "public-sources-and-limitations-83",
      "label": "Public sources and limitations",
      "value": "https://www.sec.gov/rules-regulations/self-regulatory-organization-rulemaking/finra",
      "unit": "text",
      "source": {
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    {
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  ],
  "disclaimer": "For education, information, and entertainment only. Personal observations and opinions. Not financial advice. Verify independently and consult your own adviser. No outcome is promised. Full disclosures. The author holds long-term positions in Tesla, SpaceX and Bitcoin.",
  "contributors": [
    "Brandon St-Martin"
  ]
}