{
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    "description": "Rewind is a SaaS resilience company that backs up and restores the data and workflows businesses keep in cloud software platforms.",
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  "passages": [
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      "id": "rewind-merging-forty-prs-day-well-over-thousand-month-2026",
      "text": "We were merging on the order of forty PRs a day across our GitHub organizations, well over a thousand a month, and climbing.",
      "context": null,
      "speaker": "Dave North",
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        "title": "Review is the bottleneck now: How we let AI approve pull requests (safely)",
        "type": "post",
        "date": "2026-06-01",
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          "definition": "Pull requests merged per day across Rewind’s GitHub organizations (\"on the order of\")",
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    },
    {
      "id": "rewind-reviews-average-73-cents-per-pr-twelve-dollars-2026",
      "text": "For the curious: reviews average around $0.73 per PR, with significant variance. Small dependency bumps cost cents; large multi-file PRs with many substantive findings can push past twelve dollars.",
      "context": null,
      "speaker": "Dave North",
      "speakerId": "dave-north",
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        "title": "Review is the bottleneck now: How we let AI approve pull requests (safely)",
        "type": "post",
        "date": "2026-06-01",
        "publisher": "Rewind blog",
        "locator": "The Death Star",
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      "grade": "B",
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      "verification": {
        "status": "verified",
        "meaning": "An independent second reader re-fetched the source and confirmed the wording.",
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        {
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    },
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      "id": "rewind-auto-approve-not-auto-merge-bot-approve-review-gates-2026",
      "text": "Auto-approve is not auto-merge. When Diff Vader approves, it posts an APPROVE review, the same thing a human reviewer clicking “approve” does. It does not push the merge button. The engineer merges (or GitHub’s native auto-merge does, if they enabled it), and every existing gate—CI, branch protection, required-reviewer counts—still applies.",
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      "speaker": "Dave North",
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        "title": "Review is the bottleneck now: How we let AI approve pull requests (safely)",
        "type": "post",
        "date": "2026-06-01",
        "publisher": "Rewind blog",
        "locator": "What an engineer actually sees",
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        "status": "verified",
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      "json": "https://the-ai-record.com/api/v1/passages/rewind-auto-approve-not-auto-merge-bot-approve-review-gates-2026.json"
    },
    {
      "id": "rewind-built-almost-entirely-claude-code-spec-based-development-2026",
      "text": "Diff Vader and the Death Star were built almost entirely with Claude Code, but not by typing “build me an AI reviewer” and shipping whatever came back. We used spec-based development — Superpowers for the core methodology, augmented with our own skills — which forces every piece of work through brainstorm → written spec → reviewed implementation plan → execution → code review, with discrete human checkpoints in between.",
      "context": null,
      "speaker": "Dave North",
      "speakerId": "dave-north",
      "speakerUrl": "https://the-ai-record.com/people/dave-north",
      "speakerLevel": "leader",
      "role": "Leads the technical operations group",
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      "work": {
        "title": "Review is the bottleneck now: How we let AI approve pull requests (safely)",
        "type": "post",
        "date": "2026-06-01",
        "publisher": "Rewind blog",
        "locator": "What I’d tell another engineering leader",
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        "status": "verified",
        "meaning": "An independent second reader re-fetched the source and confirmed the wording.",
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      "url": "https://the-ai-record.com/passages/rewind-built-almost-entirely-claude-code-spec-based-development-2026",
      "json": "https://the-ai-record.com/api/v1/passages/rewind-built-almost-entirely-claude-code-spec-based-development-2026.json"
    },
    {
      "id": "rewind-diff-vader-ai-reviewer-only-reviewer-needed-low-risk-2026",
      "text": "So we built a system that fixes the allocation. It’s called Diff Vader: an AI reviewer that looks at every PR across our orgs and, for a carefully bounded set of low-risk changes, becomes the only reviewer needed, freeing human reviewers to spend their judgment where judgment actually matters.",
      "context": null,
      "speaker": "Dave North",
      "speakerId": "dave-north",
      "speakerUrl": "https://the-ai-record.com/people/dave-north",
      "speakerLevel": "leader",
      "role": "Leads the technical operations group",
      "voice": "person",
      "organization": "Rewind",
      "organizationId": "rewind",
      "organizationUrl": "https://the-ai-record.com/organizations/rewind",
      "aiVendor": false,
      "work": {
        "title": "Review is the bottleneck now: How we let AI approve pull requests (safely)",
        "type": "post",
        "date": "2026-06-01",
        "publisher": "Rewind blog",
        "locator": "Opening",
        "url": "https://rewind.com/blog/ai-approve-pull-requests-safely/"
      },
      "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": [
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        "ai-approves-code"
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      "figures": [],
      "url": "https://the-ai-record.com/passages/rewind-diff-vader-ai-reviewer-only-reviewer-needed-low-risk-2026",
      "json": "https://the-ai-record.com/api/v1/passages/rewind-diff-vader-ai-reviewer-only-reviewer-needed-low-risk-2026.json"
    },
    {
      "id": "rewind-hard-rules-verdict-engine-cannot-override-auth-secrets-2026",
      "text": "It declares the hard rules the verdict engine is not allowed to override no matter what the council says: paths that touch authentication, authorization, secrets, encryption, and anything that changes who is allowed to approve future changes always require a human.",
      "context": null,
      "speaker": "Dave North",
      "speakerId": "dave-north",
      "speakerUrl": "https://the-ai-record.com/people/dave-north",
      "speakerLevel": "leader",
      "role": "Leads the technical operations group",
      "voice": "person",
      "organization": "Rewind",
      "organizationId": "rewind",
      "organizationUrl": "https://the-ai-record.com/organizations/rewind",
      "aiVendor": false,
      "work": {
        "title": "Review is the bottleneck now: How we let AI approve pull requests (safely)",
        "type": "post",
        "date": "2026-06-01",
        "publisher": "Rewind blog",
        "locator": "The council: many specialists, one question",
        "url": "https://rewind.com/blog/ai-approve-pull-requests-safely/"
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      "grade": "B",
      "gradeMeaning": "The organization's own post, paper or talk.",
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        "status": "verified",
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      "url": "https://the-ai-record.com/passages/rewind-hard-rules-verdict-engine-cannot-override-auth-secrets-2026",
      "json": "https://the-ai-record.com/api/v1/passages/rewind-hard-rules-verdict-engine-cannot-override-auth-secrets-2026.json"
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  "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."
  ]
}