{
  "apiVersion": "v1",
  "passage": {
    "id": "cloudflare-ready-background-work-context-mcp-infrastructure-2026",
    "text": "the good part was that we were ready with all the background work that we were doing with respect to the building of the context and building of the right sort of MCP infrastructure internally. So when that became a reality, we started seeing a lot more adoption and because it started helping in the real work that people were doing.",
    "speaker": "Rajesh Bhatia",
    "role": "Senior Director of Engineering, Cloudflare",
    "organization": "Cloudflare",
    "aiVendor": true,
    "work": {
      "title": "From Assisted to Delegated: Cloudflare's AI Engineering Stack (interview, Background Agents Summit 2026)",
      "type": "talk",
      "date": "2026-05-06",
      "publisher": "Ona (YouTube)",
      "locator": "6:16",
      "url": "https://www.youtube.com/watch?v=MbLdrAZFQRs"
    },
    "grade": "B",
    "verification": {
      "status": "reported"
    },
    "topics": [
      "adoption-and-usage",
      "internal-tools"
    ],
    "functions": [
      "engineering"
    ],
    "figures": [],
    "context": "Answering how Cloudflare reached 93% of R&D using AI tools; he has just said adoption was slow at first because the models were not good enough.",
    "url": "https://the-ai-record.com/passages/cloudflare-ready-background-work-context-mcp-infrastructure-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."
  ]
}