{
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  "passage": {
    "id": "shopify-second-native-implementation-costs-far-less-2026",
    "text": "With agents writing most of the code, a second native implementation costs far less than it used to. An abstraction layer still carries its full cost: it adds a maintenance surface, hides platform behavior you later need for performance work, and turns every platform upgrade into a two-step migration. Writing the same ViewModel twice is cheaper than maintaining a bridge between the two.",
    "context": null,
    "speaker": "Thiago Magalhaes",
    "speakerId": "thiago-magalhaes",
    "speakerUrl": "https://the-ai-record.com/people/thiago-magalhaes",
    "speakerLevel": "practitioner",
    "role": "Author, Shopify Engineering blog",
    "voice": "person",
    "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": "Share the test, not the code",
      "url": "https://shopify.engineering/reflex"
    },
    "grade": "B",
    "gradeMeaning": "The organization's own post, paper or talk.",
    "verification": {
      "status": "verified",
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      "reviewedOn": "2026-11-06"
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    "topics": [
      "coding-agents",
      "developer-productivity"
    ],
    "functions": [
      "engineering"
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    "url": "https://the-ai-record.com/passages/shopify-second-native-implementation-costs-far-less-2026",
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    "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."
  ]
}