{ "schema": "hangingcontext.desk/1", "type": "edition", "id": "2026-11-04T12", "title": "2026-11-04 12:00 UTC", "generated_at": "2026-11-05T00:36:08Z", "story_count": 30, "stories": [ { "slug": "auditing-ai-tools-science", "url": "https://hangingcontext.com/stories/2026-11-04/auditing-ai-tools-science/", "json": "https://hangingcontext.com/stories/2026-11-04/auditing-ai-tools-science/index.json", "markdown": "https://hangingcontext.com/stories/2026-11-04/auditing-ai-tools-science/index.md", "headline": "Science is building auditors for its own AI tools", "dek": "In preprints on blinded AI peer review, reasoning failures in bioinformatics sandboxes, traceable proteomics and statistically controlled neural analysis, the pattern is the same: trust has to be engineered, not assumed.", "newsroom": "research-science", "beat": null, "edition": "2026-11-04T12", "published_at": "2026-11-04T12:43:09Z", "trust": "confirmed", "source_count": 4, "cited_manifest_ids": [ "1793786227841047049", 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Not a news item." } }