{
  "apiVersion": "v1",
  "passage": {
    "id": "uber-reviews-bottleneck-agentic-reviews-toil-flags-measure-directly-2026",
    "text": "We can now take bigger swings that say, oh, reviews are a bottleneck, let's try to make high quality … reviews. Is toil work like cleaning up feature flags or cleaning up things or doing small changes of bottleneck? Let's give you that ability to get you out of that zone. And then measure directly.",
    "context": "Ramakrishnan is answering a host question on how Uber picks use cases; just before, he says Uber goes strictly by developer-satisfaction data when developers cannot choose.",
    "speaker": "Nikhil Ramakrishnan",
    "speakerId": "nikhil-ramakrishnan",
    "speakerUrl": "https://the-ai-record.com/people/nikhil-ramakrishnan",
    "speakerLevel": "practitioner",
    "role": "AI Foundations & Developer Experience",
    "voice": "person",
    "organization": "Uber",
    "organizationId": "uber",
    "organizationUrl": "https://the-ai-record.com/organizations/uber",
    "aiVendor": false,
    "work": {
      "title": "Uber Minion: Agent-Ready Dev Platform Behind 11% of Merged PRs",
      "type": "interview",
      "date": "2026-05-07",
      "publisher": "Ona (YouTube), Background Agents Summit",
      "locator": "07:45",
      "url": "https://www.youtube.com/watch?v=o7G5EHDqQ1g"
    },
    "grade": "C",
    "gradeMeaning": "An interview or press quote.",
    "verification": {
      "status": "verified",
      "meaning": "An independent second reader re-fetched the source and confirmed the wording.",
      "reviewedOn": "2026-11-07"
    },
    "topics": [
      "bottleneck-after-agents",
      "code-review"
    ],
    "functions": [
      "engineering"
    ],
    "figures": [],
    "url": "https://the-ai-record.com/passages/uber-reviews-bottleneck-agentic-reviews-toil-flags-measure-directly-2026",
    "json": "https://the-ai-record.com/api/v1/passages/uber-reviews-bottleneck-agentic-reviews-toil-flags-measure-directly-2026.json"
  },
  "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 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."
  ]
}