{
  "id": 12556368,
  "title": "NAIF AMF Pilot Kit: binding AI-code review evidence to the exact GitHub PR",
  "url": "https://urgent.news/2026/10/07/naif-amf-pilot-kit-binding-ai-code-review-evidence-to-the-exact",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-07T05:43:48.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/naifgravity/naif-amf-pilot-kit-binding-ai-code-review-evidence-to-the-exact-github-pr-2kge"
  },
  "original_language": "en",
  "account": null,
  "summary": "The NAIF AMF Pilot Kit v1 is a component of NAIF Enterprise Assurance that connects a bounded review decision to a GitHub PR and packages inspectable evidence. It is designed to handle AI coding agents that frequently edit code, ensuring that evidence is collected successfully and not just allowed. The kit uses a frozen AMF v0.4 engine and RDR V2.5.7.7 to evaluate the code, with CPU, memory, and time limits in place to contain the analysis. The kit supports up to eight modified Python files, a single unannotated pure positional-argument function, and a specific range of integers. It does not support imports, loops, classes, arbitrary calls, strings, floats, new/deleted/renamed files, or arbitrary multi-language projects. The evidence package includes raw engine receipts, wrapper passports, hashes, logs, timings, an offline HTML dashboard, and a minimal-in-domain counterexample when found.",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 3,
    "also_reported_by": [
      {
        "outlet": "The Register Science",
        "title": "Zombie instructions on carefully constructed web pages could trick GitHub Copilot CLI into sharing secrets",
        "url": "https://urgent.news/2026/10/06/zombie-instructions-on-carefully-constructed-web-pages-could-trick",
        "published": "2026-10-06T13:00:00.000Z"
      },
      {
        "outlet": "The New Stack",
        "title": "Copilot tops GitHub’s own AI code review benchmark. An independent one tells a different story.",
        "url": "https://urgent.news/2026/10/06/copilot-tops-githubs-own-ai-code-review-benchmark-an-independent-one",
        "published": "2026-10-06T18:06:25.000Z"
      }
    ]
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}