{
  "apiVersion": "v1",
  "topic": {
    "id": "ai-written-code",
    "title": "How much code does AI write?",
    "summary": "What organizations say about the share of their code that AI writes, and how they count it.",
    "group": "Building software",
    "aliases": [
      "percent of code",
      "lines of code",
      "code written by ai"
    ]
  },
  "passages": [
    {
      "id": "airbnb-nearly-60-code-engineers-produce-now-written-2026",
      "text": "Nearly 60% of the code our engineers produce is now written by AI, which we estimate is about twice the industry average.",
      "speaker": "Brian Chesky",
      "role": "Co-founder and Chief Executive Officer",
      "organization": "Airbnb",
      "aiVendor": false,
      "work": {
        "title": "earnings call transcript via Platform Aeronaut (third-party transcript site)",
        "type": "earnings-call",
        "date": "2026-05-07",
        "publisher": "earnings call transcript via Platform Aeronaut (third-party transcript site)",
        "url": "https://transcripts.platformaeronaut.com/transcripts/ABNB-1Q26-transcript"
      },
      "grade": "A",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.6,
          "unit": "share",
          "period": "Q1 2026",
          "definition": "code engineers produce written by AI",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/airbnb-nearly-60-code-engineers-produce-now-written-2026"
    },
    {
      "id": "uber-about-10-codes-now-committed-committed-built-2026",
      "text": "About 10% of our codes now is committed. That committed is built by agents, autonomous agents out there. Obviously, we check the code before it gets committed.",
      "speaker": "Dara Khosrowshahi",
      "role": "Chief Executive Officer",
      "organization": "Uber",
      "aiVendor": false,
      "work": {
        "title": "Uber Q1 2026 earnings call transcript (FactSet CallStreet corrected transcript, hosted on Uber's investor site)",
        "type": "earnings-call",
        "date": "2026-05-06",
        "publisher": "Uber Q1 2026 earnings call transcript (FactSet CallStreet corrected transcript, hosted on Uber's investor site)",
        "url": "https://s23.q4cdn.com/407969754/files/doc_financials/2026/q1/Uber-Q1-26-Earnings-Call-Transcript.pdf"
      },
      "grade": "A",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code",
        "autonomy-and-oversight"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.1,
          "unit": "share",
          "period": "as of the Q1 2026 call",
          "definition": "share of code committed that is built by autonomous agents, checked before it is committed",
          "level": "human-approves"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/uber-about-10-codes-now-committed-committed-built-2026"
    },
    {
      "id": "shopify-ai-right-now-writes-well-over-50-2026",
      "text": "AI right now writes well over 50% of our code today, and that number is going up significantly, not down.",
      "speaker": "Harley Finkelstein",
      "role": "President",
      "organization": "Shopify",
      "aiVendor": false,
      "work": {
        "title": "earnings call transcript via Platform Aeronaut (third-party transcript site)",
        "type": "earnings-call",
        "date": "2026-05-05",
        "publisher": "earnings call transcript via Platform Aeronaut (third-party transcript site)",
        "url": "https://transcripts.platformaeronaut.com/transcripts/SHOP-1Q26-transcript"
      },
      "grade": "A",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.5,
          "unit": "share",
          "period": "as of Q1 2026 call",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/shopify-ai-right-now-writes-well-over-50-2026"
    },
    {
      "id": "walmart-when-ai-used-software-development-more-than-2025",
      "text": "When AI is used for Software Development, more than 40% of the new code is either AI-Generated or AI-Assisted.",
      "speaker": null,
      "role": null,
      "organization": "Walmart",
      "aiVendor": false,
      "work": {
        "title": "earnings call transcript via MarketBeat (third-party transcript site)",
        "type": "earnings-call",
        "date": "2025-11-20",
        "publisher": "earnings call transcript via MarketBeat (third-party transcript site)",
        "url": "https://www.marketbeat.com/earnings/reports/2025-11-20-walmart-inc-stock/"
      },
      "grade": "A",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.4,
          "unit": "share",
          "period": "Q3 FY2026 (call stated \"When AI is used for Software Development\")",
          "definition": "new code that is AI-generated or AI-assisted, combined",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/walmart-when-ai-used-software-development-more-than-2025"
    },
    {
      "id": "google-last-time-i-said-number-like-25-2025",
      "text": "the last time I said the number was like 25% of code that's checked in. It involves people accepting AI-suggested solutions. That number is well over 30% now.",
      "speaker": null,
      "role": null,
      "organization": "Google (Alphabet)",
      "aiVendor": true,
      "work": {
        "title": "earnings call transcript via Platform Aeronaut (third-party transcript site)",
        "type": "earnings-call",
        "date": "2025-04",
        "publisher": "earnings call transcript via Platform Aeronaut (third-party transcript site)",
        "url": "https://transcripts.platformaeronaut.com/transcripts/GOOG-1Q25-transcript"
      },
      "grade": "A",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.3,
          "unit": "share",
          "period": "as of 2025-04",
          "definition": "Code checked in that came from people accepting AI-suggested solutions",
          "level": "assisted"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/google-last-time-i-said-number-like-25-2025"
    },
    {
      "id": "anthropic-may-2026-more-than-80-code-merge-2026",
      "text": "As of May 2026, more than 80% of the code we merge into Anthropic’s codebase was authored by Claude.",
      "speaker": null,
      "role": null,
      "organization": "Anthropic",
      "aiVendor": true,
      "work": {
        "title": "When AI builds itself",
        "type": "post",
        "date": "2026-06-04",
        "publisher": "Anthropic (the Anthropic Institute, on anthropic.com)",
        "url": "https://www.anthropic.com/institute/recursive-self-improvement"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.8,
          "unit": "share",
          "period": "merged code, as of May 2026 (lower bound)",
          "definition": "Share of lines merged to production that can be attributed to Claude (lower bound)",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/anthropic-may-2026-more-than-80-code-merge-2026"
    },
    {
      "id": "ramp-inspect-internal-software-factory-writes-more-than-2026",
      "text": "Inspect is an internal software factory that writes more than two-thirds of Ramp's code.",
      "speaker": null,
      "role": null,
      "organization": "Ramp",
      "aiVendor": false,
      "work": {
        "title": "Ramp's Series F press release, as hosted by Ontario Teachers' Pension Plan (an investor in the round)",
        "type": "post",
        "date": "2026-06-04",
        "publisher": "Ramp's Series F press release, as hosted by Ontario Teachers' Pension Plan (an investor in the round)",
        "url": "https://otpp.com/en-ca/about-us/news-and-insights/2026/ramp-raises-series-f-at-44-billion-valuation/"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.6667,
          "unit": "share",
          "period": "share of Ramp's code, as of 2026-06",
          "definition": "share of Ramp's code written by Inspect, the in-house coding agent",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/ramp-inspect-internal-software-factory-writes-more-than-2026"
    },
    {
      "id": "google-today-75-all-new-code-google-now-2026",
      "text": "Today, 75% of all new code at Google is now AI-generated and approved by engineers, up from 50% last fall.",
      "speaker": null,
      "role": null,
      "organization": "Google (Alphabet)",
      "aiVendor": true,
      "work": {
        "title": "Google blog",
        "type": "post",
        "date": "2026-04-22",
        "publisher": "Google blog",
        "url": "https://blog.google/innovation-and-ai/infrastructure-and-cloud/google-cloud/cloud-next-2026-sundar-pichai/"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.75,
          "unit": "share",
          "period": "as of 2026-04",
          "definition": "New code at Google that is AI-generated and approved by engineers",
          "level": "human-approves"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/google-today-75-all-new-code-google-now-2026"
    },
    {
      "id": "uber-even-within-traditional-ides-70-committed-code-2026",
      "text": "Even within traditional IDEs, ~70% of committed code is now AI-generated.",
      "speaker": "Praveen Neppalli Naga",
      "role": "Chief Technology Officer",
      "organization": "Uber",
      "aiVendor": false,
      "work": {
        "title": "X post on Praveen Neppalli's own account (Uber's CTO)",
        "type": "social",
        "date": "2026-03-16",
        "publisher": "X post on Praveen Neppalli's own account (Uber's CTO)",
        "url": "https://x.com/praveenTweets/status/2033627282418655711"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.7,
          "unit": "share",
          "period": "as of 2026-03-16",
          "definition": "share of committed code that is AI-generated, inside traditional IDEs",
          "level": "assisted"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/uber-even-within-traditional-ides-70-committed-code-2026"
    },
    {
      "id": "coinbase-40-daily-code-written-coinbase-ai-generated-2025",
      "text": "~40% of daily code written at Coinbase is AI-generated. I want to get it to >50% by October.",
      "speaker": "Brian Armstrong",
      "role": "CEO",
      "organization": "Coinbase",
      "aiVendor": false,
      "work": {
        "title": "X post by Brian Armstrong, CEO",
        "type": "social",
        "date": "2025-09-03",
        "publisher": "X post by Brian Armstrong, CEO",
        "url": "https://api.fxtwitter.com/brian_armstrong/status/1963315806248604035"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.4,
          "unit": "share",
          "period": "daily code, as of 2025-09",
          "definition": "daily code written that is AI-generated",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/coinbase-40-daily-code-written-coinbase-ai-generated-2025"
    },
    {
      "id": "coinbase-close-100-code-probably-somewhere-between-95-2026",
      "text": "close to 100% of our code, probably somewhere between 95% and 100%, is written by or with LLMs today.",
      "speaker": "Rob Witoff",
      "role": "Head of platform",
      "organization": "Coinbase",
      "aiVendor": false,
      "work": {
        "title": "Over 95% of Coinbase’s code is now written with help of AI",
        "type": "interview",
        "date": "2026-07-14",
        "publisher": "Cointelegraph (crypto news site)",
        "url": "https://cointelegraph.com/news/over-95-of-coinbases-code-is-now-written-with-ai"
      },
      "grade": "C",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.95,
          "unit": "share",
          "period": "code, as of 2026-07",
          "definition": "written by or with LLMs",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/coinbase-close-100-code-probably-somewhere-between-95-2026"
    },
    {
      "id": "microsoft-id-say-maybe-20-30-code-inside-2025",
      "text": "I'd say maybe 20%, 30% of the code that is inside of our repos today and some of our projects are probably all written by software,",
      "speaker": "Satya Nadella",
      "role": "Chairman and Chief Executive Officer",
      "organization": "Microsoft",
      "aiVendor": true,
      "work": {
        "title": "CNBC (news)",
        "type": "interview",
        "date": "2025-04-29",
        "publisher": "CNBC (news)",
        "url": "https://www.cnbc.com/2025/04/29/satya-nadella-says-as-much-as-30percent-of-microsoft-code-is-written-by-ai.html"
      },
      "grade": "C",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.3,
          "unit": "share",
          "period": "as of 2025-04",
          "definition": "Code inside Microsoft's repositories 'written by software'",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/microsoft-id-say-maybe-20-30-code-inside-2025"
    },
    {
      "id": "dropbox-were-around-70-ai-generated-code-2026",
      "text": "We're around 70% AI-generated code",
      "speaker": null,
      "role": null,
      "organization": "Dropbox",
      "aiVendor": false,
      "work": {
        "title": "Dropbox CTO Ali Dasdan on moving from AI adoption to transformation",
        "type": "interview",
        "date": "2026-09-23",
        "publisher": "Dropbox engineering blog",
        "url": "https://dropbox.tech/culture/learnings-from-deploying-ai-at-company-scale"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.7,
          "unit": "share",
          "period": "as of 2026-09",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/dropbox-were-around-70-ai-generated-code-2026"
    },
    {
      "id": "airbnb-inside-airbnb-were-double-so-were-closer-2026",
      "text": "Inside of Airbnb, we're double this. So we're closer to 59% today. So more than half of code inside of Airbnb today is primarily authored by AI.",
      "speaker": "Christopher Sanson",
      "role": "Product Lead, AI Developer Experience",
      "organization": "Airbnb",
      "aiVendor": false,
      "work": {
        "title": "DX podcast page (DX sells developer-productivity measurement software) carrying a talk given at its DX Annual conference",
        "type": "social",
        "date": "2026-06-22",
        "publisher": "DX podcast page (DX sells developer-productivity measurement software) carrying a talk given at its DX Annual conference",
        "url": "https://getdx.com/podcast/beyond-the-cli-agentic-ai-for-async-workloads-and-non-developers/"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 0.59,
          "unit": "share",
          "period": "as of 2026-06",
          "definition": "code primarily authored by AI",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/airbnb-inside-airbnb-were-double-so-were-closer-2026"
    },
    {
      "id": "uber-internal-background-coding-agent-went-1-all-2026",
      "text": "Our internal background coding agent went from <1% of all code changes to 8% in just a few months. There is zero human authoring. Engineers review and approve, but the code is written entirely by AI agents.",
      "speaker": "Praveen Neppalli Naga",
      "role": "Chief Technology Officer",
      "organization": "Uber",
      "aiVendor": false,
      "work": {
        "title": "X post on Praveen Neppalli's own account (Uber's CTO)",
        "type": "social",
        "date": "2026-03-16",
        "publisher": "X post on Praveen Neppalli's own account (Uber's CTO)",
        "url": "https://x.com/praveenTweets/status/2033627282418655711"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "coding-agents",
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "agent-pr-share",
          "value": 0.08,
          "unit": "share",
          "period": "as of 2026-03-16",
          "definition": "share of all code changes written entirely by Uber's internal background coding agent; engineers review and approve",
          "level": "human-approves"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/uber-internal-background-coding-agent-went-1-all-2026"
    },
    {
      "id": "uber-there-zero-human-authoring-engineers-review-approve-2026",
      "text": "There is zero human authoring. Engineers review and approve, but the code is written entirely by AI agents.",
      "speaker": "Praveen Neppalli Naga",
      "role": "Chief Technology Officer",
      "organization": "Uber",
      "aiVendor": false,
      "work": {
        "title": "X post on Praveen Neppalli's own account (Uber's CTO)",
        "type": "social",
        "date": "2026-03-16",
        "publisher": "X post on Praveen Neppalli's own account (Uber's CTO)",
        "url": "https://x.com/praveenTweets/status/2033627282418655711"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/uber-there-zero-human-authoring-engineers-review-approve-2026"
    },
    {
      "id": "openai-building-shipping-internal-beta-software-product-0-2026",
      "text": "building and shipping an internal beta of a software product with 0 lines of manually-written code",
      "speaker": null,
      "role": null,
      "organization": "OpenAI",
      "aiVendor": true,
      "work": {
        "title": "Harness engineering: leveraging Codex in an agent-first world",
        "type": "post",
        "date": "2026-02-11",
        "publisher": "OpenAI (own site)",
        "url": "https://openai.com/index/harness-engineering/"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
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      ],
      "functions": [
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      ],
      "figures": [
        {
          "metric": "ai-code-share",
          "value": 1,
          "unit": "share",
          "period": "five months to 2026-02, one internal product",
          "definition": "every line of code written by Codex (stated)",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/openai-building-shipping-internal-beta-software-product-0-2026"
    },
    {
      "id": "greptile-median-user-writes-50-prs-month-p90-500-2026",
      "text": "Today, … used by several tens of thousands of engineers every single week to review all of their code. So we also know, generally speaking, the number of pull requests that each of these people are writing. The median … user writes 50 pull requests a month, so call it about … per work day. The 90th percentile writes 500 pull requests per month. That is a drastic difference between the median and the P90. The P99 is in the thousands of pull requests.",
      "speaker": "Daksh Gupta",
      "role": "Co-founder",
      "organization": "Greptile",
      "aiVendor": true,
      "work": {
        "title": "AI-Generated Code Is Already Competing With Human Code",
        "type": "talk",
        "date": "2026-09-27",
        "publisher": "AI Engineer (YouTube)",
        "locator": "10:00",
        "url": "https://www.youtube.com/watch?v=474j-n1Ltxc"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-11-01"
      },
      "topics": [
        "developer-productivity",
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "median-prs-per-user-month",
          "value": 50,
          "unit": "prs",
          "period": "per month, as of the talk",
          "definition": "median pull requests written per month by users of Greptile, the speaker's company (unit of work: PRs)",
          "level": "unclear"
        },
        {
          "metric": "p90-prs-per-user-month",
          "value": 500,
          "unit": "prs",
          "period": "per month, as of the talk",
          "definition": "90th-percentile pull requests written per month by users of Greptile (unit of work: PRs)",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/greptile-median-user-writes-50-prs-month-p90-500-2026"
    },
    {
      "id": "greptile-quarter-prs-largely-ai-generated-under-1-percent-2026",
      "text": "about a quarter of all the pull requests … in any given month were completely or at least largely generated by AI. Then I backtracked this data to the last 12 months. And it turns out that this number is growing really fast. In fact, early last year, fewer than 1% of pull requests had any evidence of being completely … generated.",
      "speaker": "Daksh Gupta",
      "role": "Co-founder",
      "organization": "Greptile",
      "aiVendor": true,
      "work": {
        "title": "AI-Generated Code Is Already Competing With Human Code",
        "type": "talk",
        "date": "2026-09-27",
        "publisher": "AI Engineer (YouTube)",
        "locator": "04:36",
        "url": "https://www.youtube.com/watch?v=474j-n1Ltxc"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-11-01"
      },
      "topics": [
        "ai-written-code",
        "adoption-and-usage"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "share-prs-ai-generated",
          "value": 0.25,
          "unit": "share",
          "period": "any given month, as of the talk (about)",
          "definition": "pull requests Greptile reviewed that were completely or at least largely generated by AI (unit of work: PRs)",
          "level": "unclear"
        },
        {
          "metric": "share-prs-ai-generated",
          "value": 0.01,
          "unit": "share",
          "period": "early last year (upper bound: 'fewer than 1%')",
          "definition": "pull requests Greptile reviewed with any evidence of being completely AI-generated (unit of work: PRs)",
          "level": "unclear"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/greptile-quarter-prs-largely-ai-generated-under-1-percent-2026"
    },
    {
      "id": "amazon-frontier-developers-three-behaviors-hands-off-coding-2026",
      "text": "And I like to define what we've been calling frontier developers inside of Amazon by three behaviors that I've been seeing. One is hands off coding, frontier developers write maybe … of the code that they produce. The rest is agents. The second is that they interact with their agents infrequently. They'll aim to get their coding assistant to run for up to hours at a time without their intervention. And third is that they minimize idle time. These frontier developers tend to run multiple agents in parallel, … through a backlog of tasks.",
      "speaker": "Clare Liguori",
      "role": "Senior Principal Engineer, AWS",
      "organization": "Amazon",
      "aiVendor": true,
      "work": {
        "title": "From AI-Assisted to AI-Native: Building a Frontier Development Team",
        "type": "talk",
        "date": "2026-08-28",
        "publisher": "AI Engineer (YouTube)",
        "locator": "1:40",
        "url": "https://www.youtube.com/watch?v=pqlWNihgdjI"
      },
      "grade": "B",
      "verification": {
        "status": "reported"
      },
      "topics": [
        "coding-agents",
        "ai-written-code",
        "autonomy-and-oversight"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [],
      "context": "Liguori is defining what Amazon calls frontier developers.",
      "url": "https://the-ai-record.com/passages/amazon-frontier-developers-three-behaviors-hands-off-coding-2026"
    },
    {
      "id": "uber-all-led-twice-number-lines-code-per-2026",
      "text": "And all of this led to twice the number of lines of code per engineer year over year.",
      "speaker": "Uday Kiran Medisetty",
      "role": "Distinguished Engineer",
      "organization": "Uber",
      "aiVendor": false,
      "work": {
        "title": "Agentic SDLC at Uber: Building Blocks for Uber's Software Factory (talk, AI Engineer World's Fair 2026)",
        "type": "talk",
        "date": "2026-08-21",
        "publisher": "AI Engineer (conference organizer) YouTube channel",
        "url": "https://www.youtube.com/watch?v=17-YSUHo6Lk"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-11-01"
      },
      "topics": [
        "developer-productivity",
        "measuring-impact",
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "output-change",
          "value": 2,
          "unit": "ratio",
          "period": "year over year (as of the talk)",
          "definition": "lines of code per engineer, year over year",
          "level": "n/a"
        }
      ],
      "context": null,
      "url": "https://the-ai-record.com/passages/uber-all-led-twice-number-lines-code-per-2026"
    },
    {
      "id": "zendesk-pull-requests-arrive-faster-than-human-driven-2026",
      "text": "Pull requests arrive faster than human-driven review can stay meaningful.",
      "speaker": "Bence A. Tóth",
      "role": "Author on the Zendesk Engineering blog (role not stated on the pages read)",
      "organization": "Zendesk",
      "aiVendor": true,
      "work": {
        "title": "Zendesk Engineering blog on Medium (the company's own engineering blog; read through its RSS feed)",
        "type": "post",
        "date": "2026-03-16",
        "publisher": "Zendesk Engineering blog on Medium (the company's own engineering blog; read through its RSS feed)",
        "url": "https://medium.com/feed/zendesk-engineering"
      },
      "grade": "B",
      "verification": {
        "status": "verified",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "coding-agents",
        "ai-written-code",
        "developer-productivity"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/zendesk-pull-requests-arrive-faster-than-human-driven-2026"
    },
    {
      "id": "uber-handled-more-than-two-hundred-fifty-automated-2026",
      "text": "we handled more than two hundred and fifty automated migrations, cumulatively nine million lines of code automatically for our engineers.",
      "speaker": "Uday Kiran Medisetty",
      "role": "Distinguished Engineer",
      "organization": "Uber",
      "aiVendor": false,
      "work": {
        "title": "Agentic SDLC at Uber: Building Blocks for Uber's Software Factory (talk, AI Engineer World's Fair 2026)",
        "type": "talk",
        "date": "2026-08-21",
        "publisher": "AI Engineer (conference organizer) YouTube channel",
        "url": "https://www.youtube.com/watch?v=17-YSUHo6Lk"
      },
      "grade": "B",
      "verification": {
        "status": "reported"
      },
      "topics": [
        "migrations",
        "ai-written-code"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [],
      "context": null,
      "url": "https://the-ai-record.com/passages/uber-handled-more-than-two-hundred-fifty-automated-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."
  ]
}