{
  "apiVersion": "v1",
  "passage": {
    "id": "cloudflare-code-tells-model-what-front-guessing-2026",
    "text": "the code tells the model what's in front of it, but it does not tell the model who owns the service, what the dependencies are, … what databases are being talked to, what conventions are that the teams considers non-negotiable … they reduce the amount of guessing the models have to do. And one thing we learned the hard way is that even with the decent context file, it is better than having none. And when the model stops guessing, the quality goes up everywhere else.",
    "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": "16:24",
      "url": "https://www.youtube.com/watch?v=MbLdrAZFQRs"
    },
    "grade": "B",
    "verification": {
      "status": "reported"
    },
    "topics": [
      "internal-tools",
      "coding-agents"
    ],
    "functions": [
      "engineering"
    ],
    "figures": [],
    "context": "Explaining why Cloudflare invested in Backstage, its internal developer portal, and AGENTS.md files as context for coding agents.",
    "url": "https://the-ai-record.com/passages/cloudflare-code-tells-model-what-front-guessing-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."
  ]
}