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    "name": "Nikhil Ramakrishnan",
    "role": "AI Foundations & Developer Experience",
    "level": "practitioner",
    "levelMeaning": "Someone doing the work at the organization.",
    "organization": "Uber",
    "organizationId": "uber",
    "passages": 7,
    "reported": 0,
    "url": "https://the-ai-record.com/people/nikhil-ramakrishnan",
    "json": "https://the-ai-record.com/api/v1/people/nikhil-ramakrishnan.json",
    "background": "Listed on the Background Agents Summit session page as working on AI Foundations and Developer Experience at Uber. The host introduces him as a software engineer on Uber's developer platform team who joined as an intern in 2016 and who built early primitives behind Minion, Uber's background-agent platform.",
    "whyCredible": "Works on the developer platform and builds the tools he describes (Minion, DevPod), so he knows how they are used; an insider speaking at a vendor-run summit about his employer's own work, with no figures beyond a stated target.",
    "linkedin": null,
    "x": null,
    "profileSource": "https://background-agents.com/summit/sessions/nikhil-ramakrishnan/"
  },
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      "id": "uber-minion-backgrounds-toil-50-70-percent-done-before-validation-2026",
      "text": "Can we give them a way to win back time by a stack ranking that work in a way where they can background some of the toil, right? So that when they get to the validation, 50% to 70% of the work required has been completed by a background agent.",
      "context": "Ramakrishnan is describing Minion, Uber's background-agent platform, and the engineers who get toil tickets, such as a vulnerability fix with a long validation loop, in the middle of product work.",
      "speaker": "Nikhil Ramakrishnan",
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      "aiVendor": false,
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        "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": "04:27",
        "url": "https://www.youtube.com/watch?v=o7G5EHDqQ1g"
      },
      "grade": "C",
      "gradeMeaning": "An interview or press quote.",
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        "status": "verified",
        "meaning": "An independent second reader re-fetched the source and confirmed the wording.",
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      "figures": [
        {
          "metric": "toil-work-done-before-validation-low",
          "value": 0.5,
          "unit": "share",
          "period": "as a goal for Minion tasks, not a measured result",
          "definition": "share of the work required that a background agent has completed by the time the engineer reaches validation (lower end of a stated 50% to 70% range)",
          "level": "human-approves"
        },
        {
          "metric": "toil-work-done-before-validation-high",
          "value": 0.7,
          "unit": "share",
          "period": "as a goal for Minion tasks, not a measured result",
          "definition": "share of the work required that a background agent has completed by the time the engineer reaches validation (upper end of a stated 50% to 70% range)",
          "level": "human-approves"
        }
      ],
      "url": "https://the-ai-record.com/passages/uber-minion-backgrounds-toil-50-70-percent-done-before-validation-2026",
      "json": "https://the-ai-record.com/api/v1/passages/uber-minion-backgrounds-toil-50-70-percent-done-before-validation-2026.json"
    },
    {
      "id": "uber-dont-promise-engineer-the-world-go-to-where-pain-lives-2026",
      "text": "don't promise an engineer the world when you give them a platform, give them a valuable use case because you have to go to where the pain lives. If I can prove to an engineer that the core value proposition of taking certain painful toil tasks away from you is beneficial, they will naturally understand that AI is not here necessarily to take away all of the work, just the parts of the work that are tedious, they require a … and tedium to go execute.",
      "context": "Ramakrishnan is describing how Uber rolls Minion out to engineers.",
      "speaker": "Nikhil Ramakrishnan",
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      "work": {
        "title": "Uber Minion: Agent-Ready Dev Platform Behind 11% of Merged PRs",
        "type": "interview",
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        "publisher": "Ona (YouTube), Background Agents Summit",
        "locator": "05:59",
        "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.",
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      },
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        "engineer-role"
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      "url": "https://the-ai-record.com/passages/uber-dont-promise-engineer-the-world-go-to-where-pain-lives-2026",
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    },
    {
      "id": "uber-mandating-did-not-work-people-realize-capability-2026",
      "text": "People had to realize for themselves, it had to reach a point of capability before people adopted it.",
      "context": "Ramakrishnan is answering a host question on whether Uber's builder-oriented engineering culture drives how fast it adopts AI. The sentence before it, on mandating AI use, is left out because the two passes hear it differently.",
      "speaker": "Nikhil Ramakrishnan",
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      "organization": "Uber",
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      "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": "11:02",
        "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.",
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      },
      "topics": [
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        "leadership-and-mandates"
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      "figures": [],
      "url": "https://the-ai-record.com/passages/uber-mandating-did-not-work-people-realize-capability-2026",
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    },
    {
      "id": "uber-minion-agents-in-ci-prompts-go-through-checks-tests-2026",
      "text": "we found it like a platform where we put this agent and a number of these other specialist agents into our CI infrastructure. And we accept prompts in order to do work, it goes through our CI checks and all our tests run and quality checks, …",
      "context": "Ramakrishnan is describing how Minion and other specialist agents sit inside Uber's CI infrastructure.",
      "speaker": "Nikhil Ramakrishnan",
      "speakerId": "nikhil-ramakrishnan",
      "speakerUrl": "https://the-ai-record.com/people/nikhil-ramakrishnan",
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      "organization": "Uber",
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      "aiVendor": false,
      "work": {
        "title": "Uber Minion: Agent-Ready Dev Platform Behind 11% of Merged PRs",
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        "locator": "05:30",
        "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.",
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      },
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        "coding-agents",
        "autonomy-and-oversight"
      ],
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      "figures": [],
      "url": "https://the-ai-record.com/passages/uber-minion-agents-in-ci-prompts-go-through-checks-tests-2026",
      "json": "https://the-ai-record.com/api/v1/passages/uber-minion-agents-in-ci-prompts-go-through-checks-tests-2026.json"
    },
    {
      "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",
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      "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",
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        "publisher": "Ona (YouTube), Background Agents Summit",
        "locator": "07:45",
        "url": "https://www.youtube.com/watch?v=o7G5EHDqQ1g"
      },
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      "gradeMeaning": "An interview or press quote.",
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        "status": "verified",
        "meaning": "An independent second reader re-fetched the source and confirmed the wording.",
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      },
      "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"
    },
    {
      "id": "uber-shepherd-evergreen-code-primitive-large-scale-change-2026",
      "text": "And I think the angle with Shepherd ultimately is we need to keep evergreen code. We want to keep our code healthy, … we want to give people the primitive to be able to do that.",
      "context": "Ramakrishnan is answering a question about Shepherd, which the host describes as Uber's platform for large-scale code changes such as migrations and upgrades. The recording is captioned 'Shepard' on the session page; both passes heard 'Shepherd'.",
      "speaker": "Nikhil Ramakrishnan",
      "speakerId": "nikhil-ramakrishnan",
      "speakerUrl": "https://the-ai-record.com/people/nikhil-ramakrishnan",
      "speakerLevel": "practitioner",
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      "voice": "person",
      "organization": "Uber",
      "organizationId": "uber",
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      "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": "10:08",
        "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": [
        "migrations"
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      "url": "https://the-ai-record.com/passages/uber-shepherd-evergreen-code-primitive-large-scale-change-2026",
      "json": "https://the-ai-record.com/api/v1/passages/uber-shepherd-evergreen-code-primitive-large-scale-change-2026.json"
    },
    {
      "id": "uber-tool-use-this-or-else-not-gonna-work-engineer-sees-pain-2026",
      "text": "If I … give you the tool and I tell you use this or else, that's not gonna work. If I tell you, I give you the tool and that tool says, I can do X, Y and Z and then you actually put it in production and it can do a quarter of X, a tenth of Y and a 50th of Z, I will fail there as well. What I need is the engineer to be able to see that I know the pain they see. That's what gets a builder really hungry. When they know that they can take the tool and they can mold it to their outcome.",
      "context": "Ramakrishnan is describing how Uber's platform team gets engineers to keep using a tool, after saying that adoption comes from letting people fail in a safe way.",
      "speaker": "Nikhil Ramakrishnan",
      "speakerId": "nikhil-ramakrishnan",
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      "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": "12:08",
        "url": "https://www.youtube.com/watch?v=o7G5EHDqQ1g"
      },
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      "verification": {
        "status": "verified",
        "meaning": "An independent second reader re-fetched the source and confirmed the wording.",
        "reviewedOn": "2026-11-07"
      },
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        "leadership-and-mandates",
        "adoption-and-usage"
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  "reportedPassages": [],
  "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."
  ]
}