{
  "id": "page:goodfire",
  "type": "WebPage",
  "canonical_url": "https://www.honesty.tools/goodfire",
  "source_url": "https://www.honesty.tools/goodfire",
  "title": "An open re-check of a Goodfire steering claim · Honesty.tools",
  "summary": "A pre-registered, independent re-run of Goodfire's published SDXL-Turbo feature 7446 (\"opening one's mouth\"): method, controls, a face-size check, a blind human check, every amendment, and the receipt hashes.",
  "status": "Published public page; research and product status remains as stated in the source text.",
  "published_at": null,
  "updated_at": null,
  "last_verified_at": null,
  "date_basis": "No normalized editorial or research-verification date asserted. Dated statements remain in the source text.",
  "verification_basis": "Static authored content from the public HTML. Interactive outputs are not simulated. Source-specific research, product and evidence limits remain in the text; this export is not new verification.",
  "source_revision": "sha256:91362fa70e89a51eee01a3d0b3d19ae751e16a0860553aabcc06fbe2bd48924f",
  "source_revision_basis": "Public source HTML excluding generated representation links and head metadata; a content revision, not a research verification.",
  "sources": [
    {
      "label": "Deviation 2",
      "url": "https://www.honesty.tools/goodfire#blind"
    },
    {
      "label": "details ↓",
      "url": "https://www.honesty.tools/goodfire#blind"
    },
    {
      "label": "Rekor details and how to verify ↓",
      "url": "https://www.honesty.tools/goodfire#anchor"
    },
    {
      "label": "results ↓",
      "url": "https://www.honesty.tools/goodfire#followup"
    },
    {
      "label": "“Painting with concepts using diffusion model latents”",
      "url": "https://www.goodfire.ai/research/painting-with-concepts"
    },
    {
      "label": "the amendments table",
      "url": "https://www.honesty.tools/goodfire#amendments"
    },
    {
      "label": "Full history",
      "url": "https://www.honesty.tools/goodfire#amendments"
    },
    {
      "label": "receipt-log.pub.pem",
      "url": "https://www.honesty.tools/verifier/log/receipt-log.pub.pem"
    },
    {
      "label": "KEYHOLDER.md",
      "url": "https://www.honesty.tools/verifier/log/KEYHOLDER.md"
    },
    {
      "label": "verify_rekor_entry1.py",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/anchor/verify_rekor_entry1.py"
    },
    {
      "label": "verify_rekor_inclusion1.py",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/anchor/verify_rekor_inclusion1.py"
    },
    {
      "label": "rekor-entry-1.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/anchor/rekor-entry-1.json"
    },
    {
      "label": "anchor/SHA256SUMS",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/anchor/SHA256SUMS"
    },
    {
      "label": "our log",
      "url": "https://www.honesty.tools/verifier/log/checkpoint"
    },
    {
      "label": "proof",
      "url": "https://www.honesty.tools/verifier/log/proofs/consistency-22-23.json"
    },
    {
      "label": "Follow-up: three more features",
      "url": "https://www.honesty.tools/goodfire#followup"
    },
    {
      "label": "Files and hashes",
      "url": "https://www.honesty.tools/goodfire#receipts"
    },
    {
      "label": "a short thread on X",
      "url": "https://x.com/kevrussell/status/2115061199859851684"
    },
    {
      "label": "Download the MP4",
      "url": "https://www.honesty.tools/media/goodfire/goodfire_7446_explainer.mp4"
    },
    {
      "label": "Download the MP3",
      "url": "https://www.honesty.tools/media/goodfire/goodfire_7446_walkthrough.mp3"
    },
    {
      "label": "Signed and anchored",
      "url": "https://www.honesty.tools/goodfire#anchor"
    },
    {
      "label": "goodfire-ai/sdxl-turbo-interpretability",
      "url": "https://github.com/goodfire-ai/sdxl-turbo-interpretability"
    },
    {
      "label": "FALSIFIER.md",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/FALSIFIER.md"
    },
    {
      "label": "the two bugs",
      "url": "https://www.honesty.tools/goodfire#bugs"
    },
    {
      "label": "RATING_PREREG.md",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/RATING_PREREG.md"
    },
    {
      "label": "SEAL.md",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/blind/SEAL.md"
    },
    {
      "label": "at the top of this page",
      "url": "https://www.honesty.tools/goodfire#images"
    },
    {
      "label": "DEVIATION_2.md",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/DEVIATION_2.md"
    },
    {
      "label": "decision",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/DEVIATION_2_DECISION.md"
    },
    {
      "label": "hope_answers.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/blind/ratings/hope_answers.json"
    },
    {
      "label": "SCORE_hope.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/blind/ratings/SCORE_hope.json"
    },
    {
      "label": "rating page",
      "url": "https://www.honesty.tools/rate/goodfire-blind/"
    },
    {
      "label": "Painting with concepts",
      "url": "https://www.goodfire.ai/research/painting-with-concepts"
    },
    {
      "label": "SHA256SUMS",
      "url": "https://www.honesty.tools/receipts/goodfire-features2/SHA256SUMS"
    },
    {
      "label": "signed and anchored",
      "url": "https://www.honesty.tools/goodfire#anchor"
    },
    {
      "label": "FALSIFIER_FEATURES_2.md",
      "url": "https://www.honesty.tools/receipts/goodfire-features2/FALSIFIER_FEATURES_2.md"
    },
    {
      "label": "verdicts.json",
      "url": "https://www.honesty.tools/receipts/goodfire-features2/verdicts.json"
    },
    {
      "label": "REPORT_FEATURES_2.md",
      "url": "https://www.honesty.tools/receipts/goodfire-features2/REPORT_FEATURES_2.md"
    },
    {
      "label": "Amendment 1",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/FALSIFIER_AMENDMENT_1.md"
    },
    {
      "label": "Amendment 2",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/FALSIFIER_AMENDMENT_2.md"
    },
    {
      "label": "Amendment 3",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/FALSIFIER_AMENDMENT_3.md"
    },
    {
      "label": "Deviation 1",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/DEVIATION_1.md"
    },
    {
      "label": "RECEIPT_3_ADDENDUM.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/RECEIPT_3_ADDENDUM.json"
    },
    {
      "label": "Deviation 2",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/DEVIATION_2.md"
    },
    {
      "label": "the blind human check",
      "url": "https://www.honesty.tools/goodfire#blind"
    },
    {
      "label": "26 October 2026 post",
      "url": "https://www.goodfire.com/blog/accelerating-interpretability"
    },
    {
      "label": "v0",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/SCHEMA_FIELDS.md"
    },
    {
      "label": "RECEIPT_3.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/RECEIPT_3.json"
    },
    {
      "label": "causalab",
      "url": "https://github.com/goodfire-ai/causalab"
    },
    {
      "label": "details",
      "url": "https://www.honesty.tools/goodfire#anchor"
    },
    {
      "label": "Exploratory scale sweep",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/raw/normsweep/results.json"
    },
    {
      "label": "the follow-up caveats",
      "url": "https://www.honesty.tools/goodfire#followup"
    },
    {
      "label": "SHA256SUMS",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/SHA256SUMS"
    },
    {
      "label": "DEVIATION_1.md",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/DEVIATION_1.md"
    },
    {
      "label": "DEVIATION_2_DECISION.md",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/DEVIATION_2_DECISION.md"
    },
    {
      "label": "FALSIFIER_AMENDMENT_1.md",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/FALSIFIER_AMENDMENT_1.md"
    },
    {
      "label": "FALSIFIER_AMENDMENT_2.md",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/FALSIFIER_AMENDMENT_2.md"
    },
    {
      "label": "FALSIFIER_AMENDMENT_3.md",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/FALSIFIER_AMENDMENT_3.md"
    },
    {
      "label": "RECEIPT_2.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/RECEIPT_2.json"
    },
    {
      "label": "SCHEMA_FIELDS.md",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/SCHEMA_FIELDS.md"
    },
    {
      "label": "blind/SEAL.md",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/blind/SEAL.md"
    },
    {
      "label": "blind/ratings/hope_answers.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/blind/ratings/hope_answers.json"
    },
    {
      "label": "blind/ratings/SCORE_hope.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/blind/ratings/SCORE_hope.json"
    },
    {
      "label": "raw/confound/results.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/raw/confound/results.json"
    },
    {
      "label": "raw/confound/verdict.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/raw/confound/verdict.json"
    },
    {
      "label": "raw/normsweep/results.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/raw/normsweep/results.json"
    },
    {
      "label": "raw/confound3/coverage_per_animal.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/raw/confound3/coverage_per_animal.json"
    },
    {
      "label": "raw/confound3/exploratory_nonfullframe.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/raw/confound3/exploratory_nonfullframe.json"
    },
    {
      "label": "raw/confound3/results.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/raw/confound3/results.json"
    },
    {
      "label": "raw/confound3/verdict.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/raw/confound3/verdict.json"
    },
    {
      "label": "raw/test/per_prompt_E_F.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/raw/test/per_prompt_E_F.json"
    },
    {
      "label": "raw/test/verdict.json",
      "url": "https://www.honesty.tools/receipts/goodfire-sdxl-7446/raw/test/verdict.json"
    },
    {
      "label": "FLOOR: certified benchmark splits",
      "url": "https://www.honesty.tools/floor"
    },
    {
      "label": "The FLOOR paper",
      "url": "https://www.honesty.tools/papers/floor/"
    },
    {
      "label": "Research",
      "url": "https://www.honesty.tools/research"
    },
    {
      "label": "Research: causal controls and feedback",
      "url": "https://www.honesty.tools/research#feedback"
    },
    {
      "label": "Goodfire: Painting with concepts ↗",
      "url": "https://www.goodfire.ai/research/painting-with-concepts"
    },
    {
      "label": "Goodfire: 26 October 2026 post ↗",
      "url": "https://www.goodfire.com/blog/accelerating-interpretability"
    }
  ],
  "claims": null,
  "limitations": [
    "Static authored content from the public HTML. Interactive outputs are not simulated. Source-specific research, product and evidence limits remain in the text; this export is not new verification."
  ],
  "corrections": [],
  "supersedes": [],
  "representations": {
    "html": "https://www.honesty.tools/goodfire",
    "markdown": "/page-text/goodfire.md",
    "metadata": "/page-data/goodfire.json"
  }
}