{
  "apiVersion": "v1",
  "passage": {
    "id": "anthropic-large-prs-84-get-findings-under-1-percent-incorrect-2026",
    "text": "We've been running Code Review internally for months: on large PRs (over 1,000 lines changed), 84% get findings, averaging 7.5 issues. On small PRs under 50 lines, that drops to 31%, averaging 0.5 issues. Engineers largely agree with what it surfaces: less than 1% of findings are marked incorrect.",
    "context": null,
    "speaker": null,
    "speakerId": null,
    "speakerUrl": null,
    "speakerLevel": null,
    "role": null,
    "voice": "organization",
    "organization": "Anthropic",
    "organizationId": "anthropic",
    "organizationUrl": "https://the-ai-record.com/organizations/anthropic",
    "aiVendor": true,
    "work": {
      "title": "Bringing Code Review to Claude Code",
      "type": "post",
      "date": "2026-03-09",
      "publisher": "claude.com (Anthropic)",
      "locator": "Code Review in action",
      "url": "https://claude.com/resources/articles/code-review"
    },
    "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": [
      "ai-review-quality",
      "code-review"
    ],
    "functions": [
      "engineering"
    ],
    "figures": [
      {
        "metric": "findings-marked-incorrect",
        "value": 0.01,
        "unit": "share",
        "period": "internal use for months before March 2026 (upper bound, 'less than 1%')",
        "definition": "share of Code Review findings that Anthropic engineers marked incorrect",
        "level": "human-approves"
      }
    ],
    "url": "https://the-ai-record.com/passages/anthropic-large-prs-84-get-findings-under-1-percent-incorrect-2026",
    "json": "https://the-ai-record.com/api/v1/passages/anthropic-large-prs-84-get-findings-under-1-percent-incorrect-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."
  ]
}