{
  "apiVersion": "v1",
  "passage": {
    "id": "uber-agentic-workflows-available-70-percent-workloads-toil-tasks-2026",
    "text": "As soon as we made our agentic … available to developers, what we saw is 70 percent of the workloads that developers are pushing into the system were toil tasks. There's a couple of reasons for that. One is the accuracy of these tasks was much higher compared to the more ambiguous workloads. And it makes sense, right? Like the start and end state of some of these tasks, if you think about a library upgrade or a migration, is much more straightforward versus, say, building a brand new feature or an experience … that requires an experiment.",
    "context": "Chadha is describing what developers first sent to Uber's agentic system and why.",
    "speaker": "Anshu Chadha",
    "speakerId": "anshu-chadha",
    "speakerUrl": "https://the-ai-record.com/people/anshu-chadha",
    "speakerLevel": "leader",
    "role": "Director of Engineering, Dev Platform, Uber",
    "voice": "person",
    "organization": "Uber",
    "organizationId": "uber",
    "organizationUrl": "https://the-ai-record.com/organizations/uber",
    "aiVendor": false,
    "work": {
      "title": "Uber: Leading engineering through an agentic shift - The Pragmatic Summit",
      "type": "talk",
      "date": "2026-03-10",
      "publisher": "The Pragmatic Engineer (YouTube)",
      "locator": "06:47",
      "url": "https://www.youtube.com/watch?v=i1tZN41VKcE"
    },
    "grade": "B",
    "gradeMeaning": "The organization's own post, paper or talk.",
    "verification": {
      "status": "verified",
      "meaning": "An independent second reader re-fetched the source and confirmed the wording.",
      "reviewedOn": "2026-11-04"
    },
    "topics": [
      "migrations",
      "adoption-and-usage",
      "coding-agents"
    ],
    "functions": [
      "engineering"
    ],
    "figures": [
      {
        "metric": "toil-workload-share",
        "value": 0.7,
        "unit": "share",
        "period": "after agentic workflows became available to developers",
        "definition": "share of the workloads developers pushed into Uber's agentic system that were toil tasks",
        "level": "unclear"
      }
    ],
    "url": "https://the-ai-record.com/passages/uber-agentic-workflows-available-70-percent-workloads-toil-tasks-2026",
    "json": "https://the-ai-record.com/api/v1/passages/uber-agentic-workflows-available-70-percent-workloads-toil-tasks-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."
  ]
}