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    "id": "shopify-the-bottleneck-was-the-feedback-loop-2026",
    "text": "When we decided to rebuild our apps natively, we went back to the drawing board with a basic question: how should a mobile app be built when agents write most of the code? The biggest bottleneck we had was the feedback loop. An agent can write a screen in minutes, but proving that the screen works requires an emulator, a build, a tap script, and a lot of patience.",
    "context": null,
    "speaker": "Thiago Magalhaes",
    "speakerId": "thiago-magalhaes",
    "speakerUrl": "https://the-ai-record.com/people/thiago-magalhaes",
    "speakerLevel": "practitioner",
    "role": "Author, Shopify Engineering blog",
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    "organization": "Shopify",
    "organizationId": "shopify",
    "organizationUrl": "https://the-ai-record.com/organizations/shopify",
    "aiVendor": false,
    "work": {
      "title": "Reflex: an architecture for building mobile apps with agents",
      "type": "post",
      "date": "2026-11-05",
      "publisher": "Shopify Engineering",
      "locator": "Introduction",
      "url": "https://shopify.engineering/reflex"
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    "verification": {
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      "reviewedOn": "2026-11-06"
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      "coding-agents",
      "testing",
      "bottleneck-after-agents"
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      "engineering"
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    "url": "https://the-ai-record.com/passages/shopify-the-bottleneck-was-the-feedback-loop-2026",
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    "Organizations flagged aiVendor sell AI tools or services and have a reason to publish flattering numbers.",
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