{
  "apiVersion": "v1",
  "topic": {
    "id": "parallel-agents",
    "title": "How many agents can one person run at once?",
    "group": "Building software",
    "summary": "How many agents people run side by side, how they keep track of them, and what limits the number.",
    "passages": 14,
    "url": "https://the-ai-record.com/topics/parallel-agents",
    "json": "https://the-ai-record.com/api/v1/topics/parallel-agents.json"
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  "passages": [
    {
      "id": "coinbase-one-engineer-might-have-three-four-agents-2026",
      "text": "One engineer might have three or four agents working in parallel: one implementing an API, one writing integration tests, one fixing a bug, one refactoring a legacy module. The engineer reviews each as it finishes, provides feedback, and merges.",
      "context": null,
      "speaker": null,
      "speakerId": null,
      "speakerUrl": null,
      "speakerLevel": null,
      "role": null,
      "voice": "organization",
      "organization": "Coinbase",
      "organizationId": "coinbase",
      "organizationUrl": "https://the-ai-record.com/organizations/coinbase",
      "aiVendor": false,
      "work": {
        "title": "Coding Had a Concurrency Problem: How Mux Helped Solve It",
        "type": "post",
        "date": "2026-05-11",
        "publisher": "Coinbase engineering blog (byline: Alessandro Rodi, Adam Wolf)",
        "locator": "The Shift",
        "url": "https://coinbase.com/blog/coding-had-a-concurrency-problem-how-mux-helped-solve-it"
      },
      "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": [
        "coding-agents",
        "autonomy-and-oversight",
        "parallel-agents"
      ],
      "functions": [
        "engineering"
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      "url": "https://the-ai-record.com/passages/coinbase-one-engineer-might-have-three-four-agents-2026",
      "json": "https://the-ai-record.com/api/v1/passages/coinbase-one-engineer-might-have-three-four-agents-2026.json"
    },
    {
      "id": "anthropic-most-engineers-running-dozens-hundreds-agents-2026",
      "text": "And I think … when I look at most companies, there's still somewhere between step one and two. … And when I look at Anthropic, we're probably somewhere around step three on average. So most engineers are running dozens or hundreds of agents. And the way you do this is you have the agent run another agent. And we have a lot of tools for this.",
      "context": "Cherny has just described stages companies go through, from every engineer running one agent to 10, 100 and then 1,000.",
      "speaker": "Boris Cherny",
      "speakerId": "boris-cherny",
      "speakerUrl": "https://the-ai-record.com/people/boris-cherny",
      "speakerLevel": "leader",
      "role": "Creator and head of Claude Code, Anthropic",
      "voice": "person",
      "organization": "Anthropic",
      "organizationId": "anthropic",
      "organizationUrl": "https://the-ai-record.com/organizations/anthropic",
      "aiVendor": true,
      "work": {
        "title": "Agentic AI and the Future of Software Development: S3 E4 (AMD Advanced Insights, hosted by Mark Papermaster)",
        "type": "podcast",
        "date": "2026-07-29",
        "publisher": "AMD (YouTube)",
        "locator": "20:38",
        "url": "https://www.youtube.com/watch?v=eQ6tb7j3Z2U"
      },
      "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": "2026-11-06"
      },
      "topics": [
        "coding-agents",
        "adoption-and-usage",
        "parallel-agents"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [],
      "url": "https://the-ai-record.com/passages/anthropic-most-engineers-running-dozens-hundreds-agents-2026",
      "json": "https://the-ai-record.com/api/v1/passages/anthropic-most-engineers-running-dozens-hundreds-agents-2026.json"
    },
    {
      "id": "shopify-three-four-workflows-enough-max-laptop-2026",
      "text": "We built agentic workflows to tackle mobile development tasks in parallel, but quickly hit the limits of our development machines. Just three or four workflows were enough to max out a laptop, with compilers, simulators, and emulators competing for resources.",
      "context": null,
      "speaker": null,
      "speakerId": null,
      "speakerUrl": null,
      "speakerLevel": null,
      "role": null,
      "voice": "organization",
      "organization": "Shopify",
      "organizationId": "shopify",
      "organizationUrl": "https://the-ai-record.com/organizations/shopify",
      "aiVendor": false,
      "work": {
        "title": "We gave AI agents a mobile dev environment",
        "type": "post",
        "date": "2026-10-22",
        "publisher": "Shopify Engineering",
        "locator": "Introduction",
        "url": "https://shopify.engineering/remote-dev"
      },
      "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": "2026-11-07"
      },
      "topics": [
        "parallel-agents",
        "where-agents-run"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [],
      "url": "https://the-ai-record.com/passages/shopify-three-four-workflows-enough-max-laptop-2026",
      "json": "https://the-ai-record.com/api/v1/passages/shopify-three-four-workflows-enough-max-laptop-2026.json"
    },
    {
      "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.",
      "context": "Liguori is defining what Amazon calls frontier developers.",
      "speaker": "Clare Liguori",
      "speakerId": "clare-liguori",
      "speakerUrl": "https://the-ai-record.com/people/clare-liguori",
      "speakerLevel": "practitioner",
      "role": "Senior Principal Engineer, AWS",
      "voice": "person",
      "organization": "Amazon",
      "organizationId": "amazon",
      "organizationUrl": "https://the-ai-record.com/organizations/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",
      "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": "2026-11-03"
      },
      "topics": [
        "coding-agents",
        "ai-written-code",
        "autonomy-and-oversight",
        "parallel-agents",
        "engineer-role"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [],
      "url": "https://the-ai-record.com/passages/amazon-frontier-developers-three-behaviors-hands-off-coding-2026",
      "json": "https://the-ai-record.com/api/v1/passages/amazon-frontier-developers-three-behaviors-hands-off-coding-2026.json"
    },
    {
      "id": "steve-yegge-running-organization-around-50-60-agents-2026",
      "text": "I am running an organization of around 50-60 agents, five of whom are interfacing with around 10 humans in the outside world: myself, my 5-person core game design team, my accountant, my chief of staff, and a few others. Only Fable is allowed to talk to humans, via Slack and email.",
      "context": null,
      "speaker": "Steve Yegge",
      "speakerId": "steve-yegge",
      "speakerUrl": "https://the-ai-record.com/people/steve-yegge",
      "speakerLevel": "executive",
      "role": "Independent; builds and runs Wheelhouse, a solo multi-agent software factory (2026)",
      "voice": "person",
      "organization": "Steve Yegge (independent)",
      "organizationId": "steve-yegge",
      "organizationUrl": "https://the-ai-record.com/organizations/steve-yegge",
      "aiVendor": true,
      "work": {
        "title": "Fences, not Sandboxes",
        "type": "post",
        "date": "2026-08-24",
        "publisher": "yegge.ai (Steve Yegge)",
        "url": "https://yegge.ai/essays/fences-not-sandboxes/"
      },
      "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": "2026-11-07"
      },
      "topics": [
        "autonomy-and-oversight",
        "where-agents-run",
        "parallel-agents"
      ],
      "functions": [
        "company-wide"
      ],
      "figures": [
        {
          "metric": "agents-in-organization",
          "value": 55,
          "unit": "agents",
          "period": "2026",
          "definition": "Author's stated 'around 50–60 agents' (midpoint shown), five of them facing about 10 outside humans; self-reported",
          "level": "n/a"
        }
      ],
      "url": "https://the-ai-record.com/passages/steve-yegge-running-organization-around-50-60-agents-2026",
      "json": "https://the-ai-record.com/api/v1/passages/steve-yegge-running-organization-around-50-60-agents-2026.json"
    },
    {
      "id": "coinbase-mux-internal-multi-agent-coding-tool-started-2026",
      "text": "Mux is an internal multi-agent coding tool that started when one engineer built it to solve their own problem. The idea was minimal: each agent gets its own git worktree, its own branch, its own terminal. No conflicts. No stashing.",
      "context": null,
      "speaker": null,
      "speakerId": null,
      "speakerUrl": null,
      "speakerLevel": null,
      "role": null,
      "voice": "organization",
      "organization": "Coinbase",
      "organizationId": "coinbase",
      "organizationUrl": "https://the-ai-record.com/organizations/coinbase",
      "aiVendor": false,
      "work": {
        "title": "Coding Had a Concurrency Problem: How Mux Helped Solve It",
        "type": "post",
        "date": "2026-05-11",
        "publisher": "Coinbase engineering blog (byline: Alessandro Rodi, Adam Wolf)",
        "locator": "The Evidence: Mux",
        "url": "https://coinbase.com/blog/coding-had-a-concurrency-problem-how-mux-helped-solve-it"
      },
      "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": [
        "internal-tools",
        "coding-agents",
        "parallel-agents"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [],
      "url": "https://the-ai-record.com/passages/coinbase-mux-internal-multi-agent-coding-tool-started-2026",
      "json": "https://the-ai-record.com/api/v1/passages/coinbase-mux-internal-multi-agent-coding-tool-started-2026.json"
    },
    {
      "id": "cursor-twenty-agents-slow-throughput-one-three-locks-2026",
      "text": "Locking also caused too much contention. 20 agents would slow to the throughput of 1-3 with most time spent waiting on locks.",
      "context": null,
      "speaker": "Wilson Lin",
      "speakerId": "wilson-lin",
      "speakerUrl": "https://the-ai-record.com/people/wilson-lin",
      "speakerLevel": "practitioner",
      "role": "Researcher, Cursor (author of the Towards self-driving codebases post)",
      "voice": "person",
      "organization": "Cursor (Anysphere)",
      "organizationId": "cursor",
      "organizationUrl": "https://the-ai-record.com/organizations/cursor",
      "aiVendor": true,
      "work": {
        "title": "Towards self-driving codebases",
        "type": "post",
        "date": "2026-02-05",
        "publisher": "Cursor (own site)",
        "locator": "Self-coordination",
        "url": "https://cursor.com/blog/self-driving-codebases"
      },
      "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": "2026-11-08"
      },
      "topics": [
        "parallel-agents",
        "failures-and-reversals"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "agents-running",
          "value": 20,
          "unit": "agents",
          "period": "early multi-agent harness with a shared lock file",
          "definition": "agents sharing a coordination file with locks",
          "level": "human-out"
        }
      ],
      "url": "https://the-ai-record.com/passages/cursor-twenty-agents-slow-throughput-one-three-locks-2026",
      "json": "https://the-ai-record.com/api/v1/passages/cursor-twenty-agents-slow-throughput-one-three-locks-2026.json"
    },
    {
      "id": "cursor-workers-own-copy-repo-single-handoff-planner-2026",
      "text": "Workers pick up tasks and are solely responsible for driving them to completion. They're unaware of the larger system. They don't communicate with any other planners or workers. They work on their own copy of the repo, and when done, they write up a single handoff that the system submits to the planner that requested the task.",
      "context": null,
      "speaker": "Wilson Lin",
      "speakerId": "wilson-lin",
      "speakerUrl": "https://the-ai-record.com/people/wilson-lin",
      "speakerLevel": "practitioner",
      "role": "Researcher, Cursor (author of the Towards self-driving codebases post)",
      "voice": "person",
      "organization": "Cursor (Anysphere)",
      "organizationId": "cursor",
      "organizationUrl": "https://the-ai-record.com/organizations/cursor",
      "aiVendor": true,
      "work": {
        "title": "Towards self-driving codebases",
        "type": "post",
        "date": "2026-02-05",
        "publisher": "Cursor (own site)",
        "locator": "The final system design",
        "url": "https://cursor.com/blog/self-driving-codebases"
      },
      "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": "2026-11-08"
      },
      "topics": [
        "parallel-agents",
        "team-structure"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [],
      "url": "https://the-ai-record.com/passages/cursor-workers-own-copy-repo-single-handoff-planner-2026",
      "json": "https://the-ai-record.com/api/v1/passages/cursor-workers-own-copy-repo-single-handoff-planner-2026.json"
    },
    {
      "id": "stripe-hes-orchestrating-16-agents-hes-going-whole-2026",
      "text": "He's orchestrating 16 agents and he's going a whole lot faster.",
      "context": null,
      "speaker": "Will Gaybrick",
      "speakerId": "will-gaybrick",
      "speakerUrl": "https://the-ai-record.com/people/will-gaybrick",
      "speakerLevel": "executive",
      "role": "President, Technology and Business (also styled President of Product and Business)",
      "voice": "person",
      "organization": "Stripe",
      "organizationId": "stripe",
      "organizationUrl": "https://the-ai-record.com/organizations/stripe",
      "aiVendor": false,
      "work": {
        "title": "Tokens Are the New Dollars | Stripe's Will Gaybrick & David George (podcast episode: \"Stripe’s AI Strategy: Build More, Not Less\")",
        "type": "interview",
        "date": "2026-08-17",
        "publisher": "The a16z Show (podcast and YouTube channel of Andreessen Horowitz, an investor in Stripe)",
        "url": "https://www.youtube.com/watch?v=P5iICDVn5gc"
      },
      "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": "2026-10-31"
      },
      "topics": [
        "developer-productivity",
        "parallel-agents"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [],
      "url": "https://the-ai-record.com/passages/stripe-hes-orchestrating-16-agents-hes-going-whole-2026",
      "json": "https://the-ai-record.com/api/v1/passages/stripe-hes-orchestrating-16-agents-hes-going-whole-2026.json"
    },
    {
      "id": "amazon-prompt-trivial-generated-23-tasks-dag-2026",
      "text": "And you can see here that the prompt I provided was very trivial. It's like, hey, we've done a bunch of code review, solve all of the requests from the code review. And you can see that it's generated, I don't know, about 20-something tasks, yeah, about 23 tasks. And we get this beautiful DAG that defines what needs to be done in what order.",
      "context": "Vaidya, an AWS solutions architect, is describing and demoing a dark factory (software built and merged by agents) that he built himself, which he calls \"my factory\"; it is not presented as an AWS product. The talk is from the Background Agents Summit, recorded 7 May 2026 and published by Ona.",
      "speaker": "Shardul Vaidya",
      "speakerId": "shardul-vaidya",
      "speakerUrl": "https://the-ai-record.com/people/shardul-vaidya",
      "speakerLevel": "practitioner",
      "role": "Solutions Architect, Data and AI, AWS",
      "voice": "person",
      "organization": "Amazon",
      "organizationId": "amazon",
      "organizationUrl": "https://the-ai-record.com/organizations/amazon",
      "aiVendor": true,
      "work": {
        "title": "Dark Factories: Verification-First Agentic Engineering",
        "type": "talk",
        "date": "2026-05-07",
        "publisher": "Background Agents Summit (YouTube)",
        "locator": "11:35",
        "url": "https://www.youtube.com/watch?v=e7AvdrxsbaU"
      },
      "grade": "B",
      "gradeMeaning": "The organization's own post, paper or talk.",
      "verification": {
        "status": "reported",
        "meaning": "Not yet confirmed against the source by an independent second reader."
      },
      "topics": [
        "coding-agents",
        "parallel-agents"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [
        {
          "metric": "tasks-planned-from-one-prompt",
          "value": 23,
          "unit": "tasks",
          "period": "one demo run",
          "definition": "tasks the factory's planner generated from a short prompt asking it to resolve code review comments, as the speaker counts them on screen ('about 23')",
          "level": "unclear"
        }
      ],
      "url": "https://the-ai-record.com/passages/amazon-prompt-trivial-generated-23-tasks-dag-2026",
      "json": "https://the-ai-record.com/api/v1/passages/amazon-prompt-trivial-generated-23-tasks-dag-2026.json"
    },
    {
      "id": "cockroach-labs-flow-different-college-professor-swarm-research-2026",
      "text": "It definitely feels a bit different. It's maybe a bit less intense, but you're managing more things cognitively. I'm thinking of ideas that normally would've taken me a week to experiment with. And I think of multiple of these experiments and then fire them off all simultaneously. [It feels as] if I was a college professor with a whole swarm of research assistants, and they're all off doing things and it's coming back really rapidly.",
      "context": null,
      "speaker": "Peter Mattis",
      "speakerId": "peter-mattis",
      "speakerUrl": "https://the-ai-record.com/people/peter-mattis",
      "speakerLevel": "executive",
      "role": "Co-founder and CTO, Cockroach Labs",
      "voice": "person",
      "organization": "Cockroach Labs",
      "organizationId": "cockroach-labs",
      "organizationUrl": "https://the-ai-record.com/organizations/cockroach-labs",
      "aiVendor": false,
      "work": {
        "title": "Distributed databases with Peter Mattis",
        "type": "press",
        "date": "2026-09-30",
        "publisher": "The Pragmatic Engineer (newsletter)",
        "locator": "Takeaway 12",
        "url": "https://newsletter.pragmaticengineer.com/p/distributed-databases-with-peter"
      },
      "grade": "C",
      "gradeMeaning": "An interview or press quote.",
      "verification": {
        "status": "reported",
        "meaning": "Not yet confirmed against the source by an independent second reader."
      },
      "topics": [
        "parallel-agents",
        "engineer-role"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [],
      "url": "https://the-ai-record.com/passages/cockroach-labs-flow-different-college-professor-swarm-research-2026",
      "json": "https://the-ai-record.com/api/v1/passages/cockroach-labs-flow-different-college-professor-swarm-research-2026.json"
    },
    {
      "id": "airbnb-new-world-engineer-can-spin-up-10-2026",
      "text": "In a new world, an engineer can spin up 10 agents and those agents can work 24 seven. I mean, I'm kind of exaggerating a little bit.",
      "context": null,
      "speaker": "Brian Chesky",
      "speakerId": "brian-chesky",
      "speakerUrl": "https://the-ai-record.com/people/brian-chesky",
      "speakerLevel": "executive",
      "role": "Co-founder and Chief Executive Officer",
      "voice": "person",
      "organization": "Airbnb",
      "organizationId": "airbnb",
      "organizationUrl": "https://the-ai-record.com/organizations/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",
      "gradeMeaning": "A filing or earnings call the organization answers for.",
      "verification": {
        "status": "verified",
        "meaning": "An independent second reader re-fetched the source and confirmed the wording.",
        "reviewedOn": "2026-10-31"
      },
      "topics": [
        "ai-across-the-company",
        "parallel-agents"
      ],
      "functions": [
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      "figures": [],
      "url": "https://the-ai-record.com/passages/airbnb-new-world-engineer-can-spin-up-10-2026",
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    },
    {
      "id": "stripe-first-approach-orchestrator-agent-expensive-slow-2026",
      "text": "Our first approach used a high-level orchestrator agent for this role. It worked, but it was expensive, slow, and sometimes unreliable. … We learned that although an LLM can orchestrate a workflow, predictable coordination is better implemented in code.",
      "context": null,
      "speaker": null,
      "speakerId": null,
      "speakerUrl": null,
      "speakerLevel": null,
      "role": null,
      "voice": "organization",
      "organization": "Stripe",
      "organizationId": "stripe",
      "organizationUrl": "https://the-ai-record.com/organizations/stripe",
      "aiVendor": false,
      "work": {
        "title": "Stripe's Payment Method Factory: Orchestrating agents for repeated, custom integrations",
        "type": "post",
        "date": "2026-09-30",
        "publisher": "Stripe Dot Dev Blog (stripe.dev); authors David Dunne, Xenofon Vourliotis and Sai Samant",
        "locator": "Building the factory",
        "url": "https://stripe.dev/blog/stripes-payment-method-factory-orchestrating-agents-for-repeated-custom-integrations"
      },
      "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": "2026-11-08"
      },
      "topics": [
        "failures-and-reversals",
        "parallel-agents"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [],
      "url": "https://the-ai-record.com/passages/stripe-first-approach-orchestrator-agent-expensive-slow-2026",
      "json": "https://the-ai-record.com/api/v1/passages/stripe-first-approach-orchestrator-agent-expensive-slow-2026.json"
    },
    {
      "id": "uber-context-engineering-multitask-review-verify-2026",
      "text": "Context engineering, ability to multitask, and ability to review and verify the outputs: these skills have become much more important now because you’re able to parallelize a lot more than before.",
      "context": null,
      "speaker": "Uday Kiran Medisetty",
      "speakerId": "uday-kiran-medisetty",
      "speakerUrl": "https://the-ai-record.com/people/uday-kiran-medisetty",
      "speakerLevel": "practitioner",
      "role": "Distinguished Engineer",
      "voice": "person",
      "organization": "Uber",
      "organizationId": "uber",
      "organizationUrl": "https://the-ai-record.com/organizations/uber",
      "aiVendor": false,
      "work": {
        "title": "Uber's AI infra, from the inside",
        "type": "interview",
        "date": "2026-10-14",
        "publisher": "The Pragmatic Engineer",
        "locator": "Takeaway 10",
        "url": "https://newsletter.pragmaticengineer.com/p/ubers-ai-infra-from-the-inside"
      },
      "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": "2026-11-08"
      },
      "topics": [
        "engineer-role",
        "parallel-agents"
      ],
      "functions": [
        "engineering"
      ],
      "figures": [],
      "url": "https://the-ai-record.com/passages/uber-context-engineering-multitask-review-verify-2026",
      "json": "https://the-ai-record.com/api/v1/passages/uber-context-engineering-multitask-review-verify-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."
  ]
}