{
  "apiVersion": "v1",
  "passage": {
    "id": "openai-long-time-we-had-capability-overhang-models-2026",
    "text": "For a long time, we had a 'capability overhang': the models were capable but the products didn't fully bring that out. Now, we're seeing an awareness gap. Some people have figured out they can use Codex to monitor Slack, update Airtable, or create onboarding materials. But many others still use it for one task and then discover more uses from teammates via word-of-mouth.",
    "speaker": "Akshay Nathan",
    "role": "Engineering Lead, Productivity team",
    "organization": "OpenAI",
    "aiVendor": true,
    "work": {
      "title": "Inside OpenAI's agentic software factory",
      "type": "press",
      "date": "2026-09-15",
      "publisher": "The Pragmatic Engineer",
      "locator": "1. Codex takes over at OpenAI",
      "url": "https://newsletter.pragmaticengineer.com/p/openai-software-factory"
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    "grade": "C",
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      "reviewedOn": "2026-10-31"
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    "context": null,
    "url": "https://the-ai-record.com/passages/openai-long-time-we-had-capability-overhang-models-2026"
  },
  "notice": [
    "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 tooling and have a reason to publish flattering numbers.",
    "An empty result means the archive holds nothing on it, not that nobody has said anything."
  ]
}