{
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    "id": "notion-launched-workers-cpus-over-gpus-token-poor-2026",
    "text": "And the last thing is CPUs over GPUs. We've recently launched something at Notion called Workers. I don't think that the GPU is necessary for every job. A lot of the jobs that we have are actually serving discrete pieces of code. Like you don't need an LLM to turn a CSV into a PDF. You don't need an LLM to talk to Notion tool calls if we have a CLI. You definitely don't need an LLM to do deterministic SQL queries. This is where people become token poor very quick.",
    "context": "Sachs is closing a list of ways to lower AI costs.",
    "speaker": "Sarah Sachs",
    "speakerId": "sarah-sachs",
    "speakerUrl": "https://the-ai-record.com/people/sarah-sachs",
    "speakerLevel": "leader",
    "role": "Leads engineering teams for AI, Notion",
    "voice": "person",
    "organization": "Notion",
    "organizationId": "notion",
    "organizationUrl": "https://the-ai-record.com/organizations/notion",
    "aiVendor": true,
    "work": {
      "title": "Notion's Token Town",
      "type": "talk",
      "date": "2026-07-23",
      "publisher": "AI Engineer (YouTube)",
      "locator": "16:57",
      "url": "https://www.youtube.com/watch?v=-I5W5QVAT8E"
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    "verification": {
      "status": "verified",
      "meaning": "An independent second reader re-fetched the source and confirmed the wording.",
      "reviewedOn": "2026-11-04"
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      "ai-cost-and-spend",
      "where-agents-run",
      "controlling-ai-spend"
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      "product"
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    "Every passage is reproduced word for word from the cited source.",
    "Check the verification status: \"reported\" means not yet confirmed by an independent second reader.",
    "Organizations flagged aiVendor sell AI tools or services and have a reason to publish flattering numbers.",
    "An empty result means the archive holds nothing on it, not that nobody has said anything."
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