{
  "apiVersion": "v1",
  "passage": {
    "id": "sentry-security-scanning-five-dollars-a-pr-explicit-decision-worth-it-2026",
    "text": "So the concrete example here is we do security scanning after on our PRs in local and after our PRs even land because they will always find some things that are real that we have overlooked. And they sort of beat humans on the … code review. And it's expensive. It … us, I think like five bucks a PR or something like that to run all the checks that we want. But that's where we made an explicit decision that it's worth it.",
    "context": "Pstrucha is answering the moderator's question: 'when does a loop pay for itself, and how often is this actually the case?'",
    "speaker": "Greg Pstrucha",
    "speakerId": "greg-pstrucha",
    "speakerUrl": "https://the-ai-record.com/people/greg-pstrucha",
    "speakerLevel": "practitioner",
    "role": "Developer, Sentry",
    "voice": "person",
    "organization": "Sentry",
    "organizationId": "sentry",
    "organizationUrl": "https://the-ai-record.com/organizations/sentry",
    "aiVendor": true,
    "work": {
      "title": "The Great Loops Debate",
      "type": "talk",
      "date": "2026-07-17",
      "publisher": "AI Engineer (YouTube)",
      "locator": "36:59",
      "url": "https://www.youtube.com/watch?v=c35YoMdnI78"
    },
    "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": [
      "code-review",
      "security",
      "ai-cost-and-spend",
      "ai-review-quality",
      "ai-review-cost"
    ],
    "functions": [
      "engineering",
      "security"
    ],
    "figures": [
      {
        "metric": "cost-per-pr-checks",
        "value": 5,
        "unit": "usd",
        "period": "per pull request, as the speaker states it",
        "definition": "cost of running all the security scans he wants on one pull request, 'I think like five bucks a PR or something like that'",
        "level": "unclear"
      }
    ],
    "url": "https://the-ai-record.com/passages/sentry-security-scanning-five-dollars-a-pr-explicit-decision-worth-it-2026",
    "json": "https://the-ai-record.com/api/v1/passages/sentry-security-scanning-five-dollars-a-pr-explicit-decision-worth-it-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."
  ]
}