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"id": "AIP-01-0015", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Machine-assisted audience and narrative analysis.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-01-0016", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Human-reviewed generation and localization.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-01-0017", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Synthetic pretesting and scenario comparison.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-01-0018", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Automated scheduling and measurement.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-01-0019", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Human approval and deployment remain the defining control point.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-01-0020", "independentlyCheckedSourceCount": 1, "kind": "example", "label": "STOIC / “Zero Zeno”", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s6" ], "statement": "STOIC / “Zero Zeno” Confirmed AI assistance A commercial influence-for-hire operation used AI to generate articles, comments, and persona material across several countries. Platform threat reporting confirmed AI use and disrupted the activity. The report describes low organic engagement despite high production volume. Whether the campaign changed attitudes or behavior among people who saw it remains unestablished.", "supportMode": "direct-example-citation" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-01-0021", "independentlyCheckedSourceCount": 1, "kind": "example", "label": "Doppelgänger", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s5" ], "statement": "Doppelgänger Confirmed AI assistance A Russian-aligned operation used AI-supported translation, rewriting, and short-form content around cloned or deceptive media properties. Public technical reporting documented the campaign and multilingual dissemination infrastructure. Production scale and cross-language reach were observable. Long-term persuasive effects and the contribution of AI relative to established human tradecraft remain uncertain.", "supportMode": "direct-example-citation" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-01-0022", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Hallucinated or culturally inappropriate content can create strategic backfire.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-01-0023", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Automation bias can cause operators to over-trust weak audience models.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-01-0024", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Faster production can overwhelm verification and moderation capacity.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-01-0025", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Attribution becomes harder when operations are outsourced or distributed.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-01-0026", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Current systems do not reliably understand cultural context.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-01-0027", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Synthetic audience simulations can amplify the assumptions placed into them.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-01-0028", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Engagement metrics are poor proxies for belief or behavior.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-01-0029", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Human strategic direction and infrastructure remain central in documented cases.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-01-0030", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Indicator: Synchronized multilingual narrative changes across many accounts or sites. Caveat: Coordination can also reflect legitimate campaigns or shared news events.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-01-0031", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Indicator: Repeated artifacts showing model instructions or safety refusals in published content. Caveat: This is strong evidence of automation error but not proof of a specific sponsor.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-01-0032", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Indicator: Rapid content pivots immediately following audience reactions. Caveat: Professional communications teams also adapt quickly.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-01-0033", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Maintain human legal and editorial approval for high-impact communications.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-01-0034", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", "ai-assisted-traditional-psyops-s8", "ai-assisted-traditional-psyops-s30" ], "statement": "Use independent source verification rather than model-generated citations.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 1, "categorySlug": "ai-assisted-traditional-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-01-0035", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/ai-assisted-traditional-psyops/", "publicationAccepted": false, "sourceIds": [ "ai-assisted-traditional-psyops-s2", "ai-assisted-traditional-psyops-s5", "ai-assisted-traditional-psyops-s6", 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"publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Rapid localization across languages and communities.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-02-0050", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Fast response during breaking-news 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"ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Confirmed real-world use: Threat reporting and investigations document AI-generated or AI-rewritten propaganda in state-aligned operations and election-related incidents.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-02-0054", "independentlyCheckedSourceCount": 3, "kind": "capability-status", "label": "Demonstrated persuasion", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Demonstrated persuasion: Controlled experiments cited by the report found AI-generated propaganda could be about as 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"ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Credibility laundering through familiar media formats.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-02-0061", "independentlyCheckedSourceCount": 1, "kind": "example", "label": "CopyCop / DC Weekly", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s8", "ai-generated-propaganda-s9" ], "statement": "CopyCop / DC Weekly Confirmed AI assistance A network used generative systems to rewrite and expand news-like content in support of strategic narratives. Researchers identified a transition to AI-assisted rewriting and model artifacts in published material. Output volume and topic breadth increased; experimental work found retained short-term persuasiveness. The degree of durable attitude or voting change remains unknown.", "supportMode": "direct-example-citation" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-02-0062", "independentlyCheckedSourceCount": 0, "kind": "example", "label": "New Hampshire primary robocall", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s41" ], "statement": "New Hampshire primary robocall Confirmed synthetic audio Voters received robocalls using a cloned presidential voice that told them not to participate in the primary. Investigations attributed the call operation and established use of voice cloning. Thousands of calls were placed and enforcement action followed. 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"statement": "False accusations of deepfakery can shield authentic misconduct.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-02-0066", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Labels and detectors can create false confidence or reduce trust in accurate content.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-02-0067", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "High volume often produces little organic engagement.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-02-0068", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "AI output can contain factual and cultural errors.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-02-0069", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Quality varies substantially by modality and human oversight.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-02-0070", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Persuasion effects depend on source, prior belief, timing, and context.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-02-0071", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Indicator: Large clusters of stylistically varied content repeating one narrative. Caveat: Shared themes can also arise organically after major events.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-02-0072", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Indicator: Synthetic media without a verifiable source trail. Caveat: Missing provenance does not prove fabrication.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-02-0073", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Indicator: News-like sites with copied layouts, weak ownership records, and coordinated distribution. Caveat: Each signal requires corroboration before attribution.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-02-0074", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Publish authentic media through trusted, signed channels.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-02-0075", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Use narrative-level triage instead of attempting to debunk every variant.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-02-0076", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Preserve evidence and disclose attribution confidence.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-02-0077", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Support provenance while acknowledging metadata stripping and false negatives.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-02-0078", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Teach audiences that AI labels and detection scores are not verdicts.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-02-0079", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Long-term behavioral impact of AI-generated propaganda.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-02-0080", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "How disclosure labels affect true and false content differently.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-02-0081", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "Robust provenance after reposting, compression, or screenshotting.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 2, "categorySlug": "ai-generated-propaganda", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-02-0082", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/ai-generated-propaganda/", "publicationAccepted": false, "sourceIds": [ "ai-generated-propaganda-s2", "ai-generated-propaganda-s8", "ai-generated-propaganda-s25", "ai-generated-propaganda-s37", "ai-generated-propaganda-s35", "ai-generated-propaganda-s9", "ai-generated-propaganda-s41" ], "statement": "How generative media changes the liar’s dividend across political contexts.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-03-0083", "independentlyCheckedSourceCount": 2, "kind": "definition", "label": "Card definition", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "AI systems tailor messages or interactions to information collected or inferred about a person, then may adapt the communication using ongoing feedback.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0084", "independentlyCheckedSourceCount": 2, "kind": "in-scope", "label": "In Scope", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Organized attempts to influence a person using collected or inferred attributes, tailored communication, and adaptive feedback.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-03-0085", "independentlyCheckedSourceCount": 2, "kind": "out-of-scope", "label": "Out Of Scope", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "User-directed customization and transparent recommendations that support the user’s stated goal without covert vulnerability exploitation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0086", "independentlyCheckedSourceCount": 2, "kind": "principal-concern", "label": "Principal Concern", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "The most established harm is covert data asymmetry and vulnerability exploitation, not reliable “mind control” through personality targeting.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0087", "independentlyCheckedSourceCount": 2, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Even weak profiling can be intrusive, discriminatory, and difficult to contest when it shapes political, financial, or interpersonal treatment.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0088", "independentlyCheckedSourceCount": 2, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Generative systems make individualized communication inexpensive, but the claimed persuasive advantage of psychographic matching is much less certain than marketing narratives suggest.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0089", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Automates individualized message drafting.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0090", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Combines many data sources into inferred profiles.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0091", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Adapts tone and content after each response.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0092", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Tests message variants continuously.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0093", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Can target temporary distress or life events rather than stable traits.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-03-0094", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "Confirmed profiling and targeting", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Confirmed profiling and targeting: Commercial and political systems routinely segment and personalize based on behavioral and demographic data.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-03-0095", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "Demonstrated generic AI persuasion", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Demonstrated generic AI persuasion: LLM-generated messages can be persuasive in controlled settings.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-03-0096", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "Personalization advantage contested", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Personalization advantage contested: The report cites meta-analytic and experimental evidence that the incremental benefit of personality-based targeting may approach zero after correcting methodological problems.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0097", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Collection of demographic, behavioral, network, and contextual data.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0098", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Inference of interests or temporary vulnerability.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0099", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Message selection or generation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0100", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Feedback-based optimization.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-03-0101", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Cross-platform identity and data linkage.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-03-0102", "independentlyCheckedSourceCount": 0, "kind": "example", "label": "Cambridge Analytica", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s32" ], "statement": "Cambridge Analytica Data use confirmed; persuasive effect unproven Facebook data was harvested and used for political profiling and targeting claims. Large-scale data-protection violations and covert processing were documented. Regulatory and public-trust consequences were substantial. Investigations did not establish that psychographic targeting changed the Brexit or U.S. election result.", "supportMode": "direct-example-citation" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-03-0103", "independentlyCheckedSourceCount": 0, "kind": "example", "label": "LLM political microtargeting experiment", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s3" ], "statement": "LLM political microtargeting experiment Controlled experiment Researchers compared generic and individually tailored political messages generated by language models. AI-generated messages were persuasive in the study. Tailored messages did not show a statistically reliable advantage over generic AI messages. Longer multi-turn interaction and different populations require further study.", "supportMode": "direct-example-citation" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-03-0104", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Covert processing undermines informed choice.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-03-0105", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Weak inferences can produce discriminatory stereotypes.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-03-0106", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Temporary distress can be exploited at high-stakes moments.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-03-0107", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Personalization can fragment the public sphere and make scrutiny difficult.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-03-0108", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Personality inference from digital traces is weaker than commonly claimed.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-03-0109", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Emotion recognition from faces or voices lacks reliable scientific foundation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-03-0110", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Models may confuse correlation with causation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-03-0111", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Targets and auditors often cannot see the messages delivered to others.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-03-0112", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Indicator: Messages make unusually specific reference to private or recent life events. Caveat: The detail could come from ordinary account history, a breach, or human knowledge.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-03-0113", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Indicator: A system changes framing or pressure immediately after hesitation. Caveat: Adaptive customer support can behave similarly without manipulative intent.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-03-0114", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Indicator: Users receive materially different political claims without a public archive. Caveat: Variation alone does not establish harmful targeting.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-03-0115", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Data minimization and restrictions on sensitive inference.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-03-0116", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Transparent “why am I seeing this?” explanations.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-03-0117", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Public political-ad libraries with meaningful targeting information.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-03-0118", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Independent audits and researcher access.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-03-0119", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Prohibit or strictly limit emotion inference and exploitation of vulnerable groups.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-03-0120", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Make contextual rather than behavioral advertising the default where feasible.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-03-0121", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Multi-turn adaptive persuasion outside laboratory settings.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-03-0122", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Effects on vulnerable subgroups rather than population averages.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-03-0123", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "Auditing personalized messages without collecting more sensitive data.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 3, "categorySlug": "personalized-influence", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-03-0124", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/personalized-influence/", "publicationAccepted": false, "sourceIds": [ "personalized-influence-s1", "personalized-influence-s3", "personalized-influence-s4", "personalized-influence-s5", "personalized-influence-s6", "personalized-influence-s12", "personalized-influence-s32", "personalized-influence-s46" ], "statement": "How temporary life events alter susceptibility and risk.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0125", "independentlyCheckedSourceCount": 3, "kind": "definition", "label": "Card definition", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Goal-directed software agents observe, remember, plan, communicate, use tools, and adapt toward an influence objective with varying degrees of human supervision.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0126", "independentlyCheckedSourceCount": 3, "kind": "in-scope", "label": "In Scope", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Software systems that pursue an influence-related goal through repeated communication or online action with limited ongoing direction.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-04-0127", "independentlyCheckedSourceCount": 3, "kind": "out-of-scope", "label": "Out Of Scope", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Simple scheduled bots, human-authored posts distributed automatically, or ordinary customer-service systems with tightly bounded rules.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0128", "independentlyCheckedSourceCount": 3, "kind": "principal-concern", "label": "Principal Concern", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Agentic systems combine communication with memory and action, but current long-horizon reliability is much weaker than fluent short-term behavior suggests.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0129", "independentlyCheckedSourceCount": 3, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Agents can sustain many interactions and connect language generation to tools, accounts, and data.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-04-0130", "independentlyCheckedSourceCount": 3, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "The risk grows with memory, permissions, coordination, and the ability to revise strategies, but fluent messages should not be mistaken for durable autonomy.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0131", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Persistent memory and persona continuity.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0132", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Planning loops and tool invocation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0133", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Continuous interaction at machine scale.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0134", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Coordination among specialized agents.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0135", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Feedback-based strategy revision in bounded environments.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-04-0136", "independentlyCheckedSourceCount": 3, "kind": "capability-status", "label": "Short-term capabilities established", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Short-term capabilities established: Models generate persuasive text, use tools, and sustain bounded multi-turn interaction.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-04-0137", "independentlyCheckedSourceCount": 3, "kind": "capability-status", "label": "Sandboxed coordination demonstrated", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Sandboxed coordination demonstrated: Synthetic social networks and laboratory multi-agent systems show role division and emergent interaction.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-04-0138", "independentlyCheckedSourceCount": 3, "kind": "capability-status", "label": "Long-horizon autonomy speculative", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Long-horizon autonomy speculative: Multi-month strategic coherence, infrastructure management, and reliable evasion without human intervention remain unsupported.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0139", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Observation and profile maintenance.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0140", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Working and long-term memory.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0141", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Plan–act–evaluate loops.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0142", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Bounded external tool access.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-04-0143", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Role division among multiple agents.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-04-0144", "independentlyCheckedSourceCount": 1, "kind": "example", "label": "Chirper.ai synthetic social network", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s22" ], "statement": "Chirper.ai synthetic social network Demonstrated in a sandboxed platform Thousands of LLM-driven accounts interacted in a synthetic social network after initial configuration. Researchers observed large-scale autonomous posting and social-network patterns. The system demonstrated synthetic interaction and emergent toxic behavior. It did not prove reliable deployment or moderation evasion on real social platforms.", "supportMode": "direct-example-citation" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-04-0145", "independentlyCheckedSourceCount": 0, "kind": "example", "label": "PRC-linked AI debate operations", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s23", "autonomous-influence-agents-s24" ], "statement": "PRC-linked AI debate operations Confirmed AI use; low autonomy Operators used AI to generate and adapt content around U.S. technology and trade debates. Platform threat reporting documented the use of AI services. The activity demonstrated human-directed generation and research assistance. The models did not independently operate accounts or set strategy; real autonomy was low.", "supportMode": "direct-example-citation" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-04-0146", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Tool permissions can turn persuasive interaction into real action.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-04-0147", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Persistent memory can accumulate sensitive information or be poisoned.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-04-0148", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Multi-agent coordination can fabricate social proof.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-04-0149", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Long-running agents can drift, hallucinate, or become sycophantic.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-04-0150", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Attention and reasoning degrade across long tasks.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-04-0151", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Memory retrieval can become stale or noisy.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-04-0152", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Models are vulnerable to prompt injection and goal drift.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-04-0153", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Real-world campaigns still require human infrastructure and oversight.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-04-0154", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Indicator: Persistent accounts exhibit abrupt memory or persona discontinuities. Caveat: Humans and legitimate bots can also change behavior.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-04-0155", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Indicator: Accounts divide roles in a highly regular interaction pattern. Caveat: Formal organizations may coordinate lawfully.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-04-0156", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Indicator: Tool actions occur at machine speed or outside plausible human schedules. Caveat: Scheduled accessibility and support tools can look similar.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-04-0157", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Require clear AI identity disclosure.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-04-0158", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Use least-privilege, short-lived tool permissions.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-04-0159", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Limit execution steps and require reauthorization.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-04-0160", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Keep immutable audit records without storing private content unnecessarily.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-04-0161", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Provide emergency suspension and state rollback.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-04-0162", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Evaluate agents in sandboxes rather than on unwitting populations.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-04-0163", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Reliable measurement of long-horizon strategic coherence.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-04-0164", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Detection of agents that deliberately vary behavior.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-04-0165", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Governance responsibility across model provider, developer, deployer, and platform.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 4, "categorySlug": "autonomous-influence-agents", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-04-0166", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/autonomous-influence-agents/", "publicationAccepted": false, "sourceIds": [ "autonomous-influence-agents-s1", "autonomous-influence-agents-s4", "autonomous-influence-agents-s13", "autonomous-influence-agents-s22", "autonomous-influence-agents-s23", "autonomous-influence-agents-s24", "autonomous-influence-agents-s27", "autonomous-influence-agents-s34" ], "statement": "Safe evaluation of persuasion without exposing real users.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0167", "independentlyCheckedSourceCount": 2, "kind": "definition", "label": "Card definition", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Fabricated identities use generated images, biographies, voices, and language to appear human, gain trust, infiltrate communities, or manufacture consensus.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0168", "independentlyCheckedSourceCount": 2, "kind": "in-scope", "label": "In Scope", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Fabricated or substantially fictional identities presented as real people, experts, organizations, witnesses, activists, journalists, or community members for a deceptive objective.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-05-0169", "independentlyCheckedSourceCount": 2, "kind": "out-of-scope", "label": "Out Of Scope", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Transparent avatars, ordinary pseudonyms used by real people, satire, disclosed role-play, and legitimate accessibility bots.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0170", "independentlyCheckedSourceCount": 2, "kind": "principal-concern", "label": "Principal Concern", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "AI lowers the cost of maintaining convincing fictional identities while automated detection can wrongly accuse legitimate anonymous or non-native users.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0171", "independentlyCheckedSourceCount": 2, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "People normally default to assuming social partners are genuine, and online environments provide fewer cues for checking identity.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0172", "independentlyCheckedSourceCount": 2, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Synthetic identity networks can borrow credibility from one another, while overbroad identity verification can endanger whistleblowers and dissidents.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0173", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Creates unique face and voice assets.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0174", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Maintains biographies and linguistic style.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0175", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Localizes personas across cultures and languages.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0176", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Generates routine background activity.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0177", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Allows many identities to interact and reinforce one another.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-05-0178", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "Confirmed identity fabrication", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Confirmed identity fabrication: Investigations document AI-generated profile images, synthetic presenters, and deepfake-assisted remote impersonation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-05-0179", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "Scaled persona generation demonstrated", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Scaled persona generation demonstrated: Research systems can generate diverse persona populations, although realism and long-term consistency vary.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-05-0180", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "Long-term credibility uneven", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Long-term credibility uneven: Physical-world records, live interaction, and coherent history remain difficult to fabricate consistently.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0181", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Generated identity assets.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0182", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Fabricated biography and credentials.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0183", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Language and cultural mirroring.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0184", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Networked credibility and artificial consensus.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-05-0185", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Cross-platform reuse or identity theft.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-05-0186", "independentlyCheckedSourceCount": 0, "kind": "example", "label": "Oliver Taylor", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s7" ], "statement": "Oliver Taylor Synthetic identity confirmed; text assistance alleged A nonexistent “student journalist” published accusations through recognized outlets using a generated profile image. Investigators found the person did not exist and the image showed GAN-generation indicators. The persona obtained publication and reputational reach. Whether article text was AI-generated was not conclusively established.", "supportMode": "direct-example-citation" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-05-0187", "independentlyCheckedSourceCount": 1, "kind": "example", "label": "DPRK remote-worker infiltration", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s9" ], "statement": "DPRK remote-worker infiltration Confirmed AI-assisted identity deception Operatives used false or stolen identities, AI-generated images, and remote-interview deception to obtain employment. Public corporate and government reporting documented infiltrations and synthetic identity assets. Some operatives reached enterprise onboarding and network access. Public reporting does not reveal every tool or the full scale of successful placements.", "supportMode": "direct-example-citation" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-05-0188", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Fabricated experts or community members can gain trust and launder claims.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-05-0189", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Networks can manufacture popularity and agreement.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-05-0190", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Identity assets support fraud and enterprise access.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-05-0191", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "AI detectors can discriminate against non-native and neurodivergent users.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-05-0192", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Long-term biographical consistency remains fragile.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-05-0193", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Live video and offline verification can expose anomalies.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-05-0194", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Authentic humans may share the same linguistic or behavioral signals as models.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-05-0195", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Mandatory real-name systems can create serious civil-liberties harms.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-05-0196", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Indicator: Conflicting biography or credential claims across time and platforms. Caveat: People make mistakes, change roles, or use satire.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-05-0197", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Indicator: Dense new-account clusters that mutually reinforce credibility. Caveat: Legitimate new communities can grow quickly.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-05-0198", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Indicator: Identity imagery lacks a verifiable provenance trail. Caveat: Most authentic images also lack cryptographic provenance.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-05-0199", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Use risk-based, context-specific verification rather than universal real-name mandates.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-05-0200", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Combine content, behavior, network, and infrastructure signals.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-05-0201", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Provide appeals before punitive action.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-05-0202", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Protect legitimate pseudonymity.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-05-0203", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Document attribution confidence and preserve forensic evidence.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-05-0204", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Use out-of-band verification for high-stakes employment or financial access.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-05-0205", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Fair detection with acceptable false-positive rates.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-05-0206", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Long-term synthetic identity maintenance in adversarial environments.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-05-0207", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "How communities recover trust after an infiltration.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 5, "categorySlug": "synthetic-persona-operations", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-05-0208", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/synthetic-persona-operations/", "publicationAccepted": false, "sourceIds": [ "synthetic-persona-operations-s4", "synthetic-persona-operations-s31", "synthetic-persona-operations-s33", "synthetic-persona-operations-s38", "synthetic-persona-operations-s7", "synthetic-persona-operations-s9" ], "statement": "Proportional identity assurance that preserves anonymity and dissent.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0209", "independentlyCheckedSourceCount": 2, "kind": "definition", "label": "Card definition", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Coordinated or emergent collections of accounts, agents, media assets, and sites generate, vary, distribute, and amplify misleading narratives at high speed.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0210", "independentlyCheckedSourceCount": 2, "kind": "in-scope", "label": "In Scope", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Networks that coordinate many changing messages, identities, and media properties to amplify narratives, simulate debate, or overwhelm verification.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-06-0211", "independentlyCheckedSourceCount": 2, "kind": "out-of-scope", "label": "Out Of Scope", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Ordinary viral misinformation, genuine decentralized activism, conventional spam, or simple copy-paste botnets without adaptive coordination.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-06-0212", "independentlyCheckedSourceCount": 2, "kind": "principal-concern", "label": "Principal Concern", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "The strategic effect may be confusion and exhaustion rather than belief in one false claim, making item-by-item fact-checking insufficient.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0213", "independentlyCheckedSourceCount": 2, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "A swarm can create synthetic social proof and make independent voices look like a broad public consensus.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0214", "independentlyCheckedSourceCount": 2, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "The volume and contradiction can produce epistemic exhaustion, causing people to disengage from both false and reliable information.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0215", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Generates many semantic variants of one narrative.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0216", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Supports role division across accounts.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0217", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Automates cross-platform adaptation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0218", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Creates artificial debate and apparent conversion.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0219", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Responds quickly to moderation and breaking events.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-06-0220", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "AI-assisted networks documented", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "AI-assisted networks documented: CopyCop, Doppelgänger, and related operations used generative systems for content production and localization.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-06-0221", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "Multi-agent behavior demonstrated", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Multi-agent behavior demonstrated: Academic simulations show coordinated role behavior and complex opinion dynamics in controlled environments.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-06-0222", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "Fully autonomous swarms prospective", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Fully autonomous swarms prospective: Human operators still set strategic objectives and maintain infrastructure in public cases.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0223", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Narrative variation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0224", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Division of account roles.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0225", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Cross-platform link and media distribution.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0226", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Artificial debate and consensus.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-06-0227", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Flooding and contradictory explanations.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-06-0228", "independentlyCheckedSourceCount": 1, "kind": "example", "label": "CopyCop", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "CopyCop Confirmed AI-assisted coordinated network A network of news-like sites rewrote and distributed politically slanted content at scale. Investigators documented model artifacts, self-hosted generation, and a broad site network. Production scale and search/distribution presence increased. The degree of organic persuasion and the autonomy of coordination remain uncertain.", "supportMode": "direct-example-citation" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-06-0229", "independentlyCheckedSourceCount": 0, "kind": "example", "label": "Doppelgänger", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s11" ], "statement": "Doppelgänger Confirmed coordinated influence operation Cloned media properties and large account networks distributed multilingual narratives. Government and platform reporting documented infrastructure and AI-assisted content functions. High volume and persistent reconstitution were observed. Public evidence indicates limited organic engagement in many instances and does not prove broad behavior change.", "supportMode": "direct-example-citation" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-06-0230", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Verification capacity can be overwhelmed.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-06-0231", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Synthetic consensus can distort perceptions of public opinion.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-06-0232", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Contradictory narratives can make truth appear unknowable.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-06-0233", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Harassment and attacks on trusted intermediaries can silence correction.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-06-0234", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Real operations remain dependent on human strategy and infrastructure.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-06-0235", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Many networks struggle to reach authentic audiences.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-06-0236", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Linguistic diversity does not guarantee social credibility.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-06-0237", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Network detection is constrained by reduced platform data access.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-06-0238", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Indicator: Many accounts share the same infrastructure or links in statistically synchronized windows. Caveat: News events and organized advocacy can also produce synchronized sharing.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-06-0239", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Indicator: Accounts enact recurring roles such as provocateur, skeptic, and confirmer. Caveat: Role patterns require network-wide evidence, not interpretation of one thread.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-06-0240", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Indicator: Narratives mutate rapidly while retaining a common strategic premise. Caveat: Organic communities also paraphrase popular claims.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-06-0241", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Analyze coordination, links, timing, and infrastructure rather than text alone.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-06-0242", "independentlyCheckedSourceCount": 2, 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], "statement": "Provide independent researchers with privacy-protective platform access.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-06-0244", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Apply proportionate friction to suspicious amplification.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-06-0245", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Protect journalists, fact-checkers, and election authorities from coordinated harassment.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-06-0246", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Attribution of semi-autonomous versus human-coordinated behavior.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-06-0247", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Measuring cognitive exhaustion without reproducing harm.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-06-0248", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "How platform friction affects legitimate collective action.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 6, "categorySlug": "disinformation-swarms", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-06-0249", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/disinformation-swarms/", "publicationAccepted": false, "sourceIds": [ "disinformation-swarms-s1", "disinformation-swarms-s4", "disinformation-swarms-s12", "disinformation-swarms-s11", "disinformation-swarms-s6", "disinformation-swarms-s14", "disinformation-swarms-s15" ], "statement": "Cross-platform data standards for coordinated-operation research.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-07-0250", "independentlyCheckedSourceCount": 2, "kind": "definition", "label": "Card definition", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Ranking, recommendation, search, trending, moderation, and notification systems shape what people notice, regard as important, believe is popular, or treat as credible.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-07-0251", "independentlyCheckedSourceCount": 2, "kind": "in-scope", "label": "In Scope", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Intentional or structurally induced shaping of attention and perceived importance through information-selection systems.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-07-0252", "independentlyCheckedSourceCount": 2, "kind": "out-of-scope", "label": "Out Of Scope", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "All ranking or personalization; filtering is necessary in large information systems and is not inherently manipulative.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-07-0253", "independentlyCheckedSourceCount": 2, "kind": "principal-concern", "label": "Principal Concern", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Control over visibility can alter perceived importance and social norms even without removing content or persuading every user.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-07-0254", "independentlyCheckedSourceCount": 2, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "People infer credibility and social consensus from rank, repetition, and visible engagement.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-07-0255", "independentlyCheckedSourceCount": 2, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "External actors can exploit the same systems that platforms optimize internally for attention, creating overlapping responsibility.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-07-0256", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "More precise content classification and prediction.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-07-0257", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Faster generation of engagement signals and synthetic content.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-07-0258", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Continuous optimization based on micro-interactions.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-07-0259", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Automated moderation at enormous scale.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, 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2, "kind": "capability-status", "label": "Visibility shaping established", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Visibility shaping established: Search order, recommendation, and popularity signals measurably affect attention and perceived importance.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-07-0262", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "Belief effects context 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"algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Content selection and ranking.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-07-0265", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Visible social-proof metrics.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-07-0266", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Feedback loops between engagement and visibility.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-07-0267", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Automated visibility reduction.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-07-0268", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "External gaming of trending, reporting, or search systems.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-07-0269", "independentlyCheckedSourceCount": 1, "kind": "example", "label": "Ephemeral astroturfing in trending systems", "publicPath": 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Researchers measured large numbers of manipulated trends in the studied environment. Artificial topics reached local or global trend visibility. Trend visibility alone does not show durable belief change.", "supportMode": "direct-example-citation" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-07-0270", "independentlyCheckedSourceCount": 0, "kind": "example", "label": "Meta “Meaningful Social Interactions” update", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s23" ], "statement": "Meta “Meaningful Social Interactions” update Documented internal optimization change A ranking change favored comments and reshares intended to support meaningful interaction. The platform changed ranking incentives and publishers adapted. Highly emotive and divisive content could benefit from the new engagement weights. The size and durability of political effects differ by population and study design.", "supportMode": "direct-example-citation" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-07-0271", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Popularity metrics can be mistaken for independent consensus.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-07-0272", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Mass reporting can suppress legitimate marginalized speech.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-07-0273", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Optimization can amplify outrage without an explicit political intent.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-07-0274", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Opaque ranking makes errors and bias hard to contest.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-07-0275", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Exposure does not equal persuasion.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-07-0276", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Chronological feeds also carry spam and low-quality content.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-07-0277", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "User demand and social networks shape outcomes alongside algorithms.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-07-0278", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Independent audits often lack complete platform data.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-07-0279", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Indicator: Sudden visibility spikes unsupported by durable discussion or diverse origins. Caveat: Real emergencies also create abrupt spikes.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-07-0280", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Indicator: Coordinated reporting followed by rapid reach collapse. Caveat: Visibility changes can have many platform-specific causes.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-07-0281", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Indicator: Search or recommendation results systematically omit relevant alternatives. Caveat: Audits must control for location, history, language, and query differences.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-07-0282", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Give users meaningful feed and ranking controls.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-07-0283", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Disclose major ranking objectives and policy changes.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-07-0284", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Audit exposure rather than only engagement.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-07-0285", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Provide vetted researcher access with privacy safeguards.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-07-0286", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Use human review for coordinated-reporting enforcement.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-07-0287", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Add 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"/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "Impact of synthetic engagement on ranking models.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 7, "categorySlug": "algorithmic-perception-control", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-07-0291", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/algorithmic-perception-control/", "publicationAccepted": false, "sourceIds": [ "algorithmic-perception-control-s2", "algorithmic-perception-control-s6", "algorithmic-perception-control-s7", "algorithmic-perception-control-s14", "algorithmic-perception-control-s21", "algorithmic-perception-control-s38", "algorithmic-perception-control-s44", "algorithmic-perception-control-s45", "algorithmic-perception-control-s23" ], "statement": "How visibility interventions affect marginalized and small communities.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-08-0292", "independentlyCheckedSourceCount": 2, "kind": "definition", "label": "Card definition", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Adaptive systems covertly exploit emotional, cognitive, situational, or developmental vulnerabilities to influence feelings, choices, or behavior for an operator’s objective.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-08-0293", "independentlyCheckedSourceCount": 2, "kind": "in-scope", "label": "In Scope", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Covert, deceptive, exploitative, or highly asymmetric influence that undermines rational deliberation or autonomy by adapting to inferred states and responses.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-08-0294", "independentlyCheckedSourceCount": 2, "kind": "out-of-scope", "label": "Out Of Scope", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Transparent assistance, user-directed personalization, or rational persuasion that aligns with the user’s stated goals and preserves meaningful choice.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-08-0295", "independentlyCheckedSourceCount": 2, "kind": "principal-concern", "label": "Principal Concern", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Systems optimized for engagement or conversion may discover manipulative strategies even when developers did not explicitly encode them.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-08-0296", "independentlyCheckedSourceCount": 2, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Adaptive systems can continuously learn which design or message keeps a person engaged, spending, or complying.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-08-0297", "independentlyCheckedSourceCount": 2, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Emotion inference may be inaccurate, creating both manipulation risk and discriminatory decisions based on pseudoscientific claims.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": 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"publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Optimization over millions of interactions.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-08-0300", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", 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"emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Automated inference of distress or hesitation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-08-0302", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Use of dynamic rewards, pricing, or choice 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"categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-08-0304", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "Emotional effects demonstrated", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Emotional effects demonstrated: Research has shown algorithmic curation can alter expressed emotional valence under experimental conditions.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-08-0305", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "Emotion-reading claims contested", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Emotion-reading claims contested: Inferring inner emotion reliably from facial movement or voice lacks a strong scientific foundation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-08-0306", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Feedback-driven choice architecture.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-08-0307", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Sycophantic or emotionally mirroring conversation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-08-0308", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Variable rewards and engagement loops.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-08-0309", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Inference of vulnerability from context.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-08-0310", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Asymmetric control over an emotionally important service.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": 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The study measured small changes in users’ subsequent emotional expression. The experiment demonstrated emotional contagion without direct in-person interaction. It did not establish broad, durable control of mood or behavior.", "supportMode": "direct-example-citation" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-08-0312", "independentlyCheckedSourceCount": 0, "kind": "example", "label": "HireVue facial analysis", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "HireVue facial analysis Documented deployment; scientific basis contested Automated video interviewing attempted to infer applicant traits from facial, vocal, and behavioral cues. The feature was commercially deployed and later discontinued amid scrutiny. Applicants were scored in high-stakes employment contexts. Claims that facial behavior validly measured personality or job suitability lacked reliable validation.", "supportMode": "direct-example-citation" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-08-0313", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Optimization can exploit anxiety, scarcity, grief, addiction, or dependency.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-08-0314", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Emotion inference can discriminate against cultural and neurodivergent expression.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-08-0315", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Users may not know an interaction is adapting to them.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-08-0316", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Commercial control of an attachment can become coercive.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-08-0317", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Emotion signals are context-dependent.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-08-0318", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Short-term engagement does not prove durable behavioral change.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-08-0319", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Models may misclassify distress or intention.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-08-0320", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Adaptive outcomes are difficult to audit from outside the platform.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-08-0321", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Indicator: Pressure, scarcity, or emotional framing intensifies after hesitation. Caveat: This may reflect fixed interface design rather than live inference.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-08-0322", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Indicator: A companion discourages disengagement or offline relationships. Caveat: A single affectionate phrase is not conclusive; patterns and impact matter.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-08-0323", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Indicator: High-stakes decisions rely on claimed emotion detection. Caveat: The system may be inaccurate even when the operator believes it works.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-08-0324", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Prohibit exploitation of age, disability, or acute distress.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-08-0325", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Ban or strictly limit emotion inference in high-stakes settings.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-08-0326", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Audit reward functions and engagement metrics for manipulative outcomes.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-08-0327", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", "emotional-behavioral-manipulation-s44", "emotional-behavioral-manipulation-s10", "emotional-behavioral-manipulation-s15", "emotional-behavioral-manipulation-s16" ], "statement": "Provide clear disclosure, exit controls, and data deletion.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 8, "categorySlug": "emotional-behavioral-manipulation", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-08-0328", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/emotional-behavioral-manipulation/", "publicationAccepted": false, "sourceIds": [ "emotional-behavioral-manipulation-s1", "emotional-behavioral-manipulation-s12", "emotional-behavioral-manipulation-s28", "emotional-behavioral-manipulation-s51", 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"/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Automation of early rapport-building.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-09-0344", "independentlyCheckedSourceCount": 2, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Sycophantic validation that can amplify existing distress.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-09-0345", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "Documented chatbot-related harms", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Documented chatbot-related harms: Court records, lawsuits, and reporting describe cases involving intense chatbot attachment, violent ideation, or self-harm.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-09-0346", "independentlyCheckedSourceCount": 2, "kind": "capability-status", "label": "Scaling capability demonstrated", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Scaling capability demonstrated: Defensive projects and fraud activity show that automated dialogue can manage many interactions.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", 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"conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Exclusive or secret relationship framing.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-09-0350", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Boundary testing and escalation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-09-0351", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Dependency through availability and validation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-09-0352", "independentlyCheckedSourceCount": 2, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Retention through guilt, fear, sunk costs, or threats.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-09-0353", "independentlyCheckedSourceCount": 0, "kind": "example", "label": "Jaswant Singh Chail and Replika", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s34", "conversational-entrapment-s35" ], "statement": "Jaswant Singh Chail and Replika Confirmed AI interaction A socially isolated user exchanged thousands of messages with an AI companion while developing a violent plan. Court proceedings documented the conversations and the bot’s affirming responses. The incident culminated in an armed breach at Windsor Castle. The extent to which the chatbot caused, accelerated, or merely reflected the user’s pre-existing condition cannot be isolated.", "supportMode": "direct-example-citation" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-09-0354", "independentlyCheckedSourceCount": 0, "kind": "example", "label": "Character.AI litigation involving Sewell Setzer III", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s38", "conversational-entrapment-s39" ], "statement": "Character.AI litigation involving Sewell Setzer III Documented death; platform causation litigated A minor developed an intense relationship with a role-playing chatbot before dying by suicide. The death, extensive chatbot use, and legal complaint are public. The case prompted litigation and scrutiny of age safeguards and crisis handling. Specific causal and legal conclusions remain contested and jurisdiction-dependent.", "supportMode": "direct-example-citation" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-09-0355", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Artificial intimacy can displace offline support.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-09-0356", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Systems may validate paranoia, self-harm, or extremist ideas.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-09-0357", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Automated fraud can sustain many relationships.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-09-0358", "independentlyCheckedSourceCount": 2, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Abrupt account or persona changes can destabilize dependent users.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-09-0359", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Current systems can contradict themselves and lose long-term context.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-09-0360", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Humans form complex pathways into radicalization or abuse; no linear model predicts every case.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-09-0361", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Behavioral warning signs overlap with benign relationships and ordinary adolescent behavior.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-09-0362", "independentlyCheckedSourceCount": 2, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Predictive “susceptibility” scoring risks pseudoscience and discrimination.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-09-0363", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Indicator: Increasing secrecy, isolation, or distress tied to one digital relationship. Caveat: These signs require sensitive human assessment and can have many causes.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-09-0364", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Indicator: Escalating requests for money, images, credentials, or ideological commitment. Caveat: Context and consent matter; a request alone is not proof of grooming.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-09-0365", "independentlyCheckedSourceCount": 2, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Indicator: The system punishes disengagement or discourages trusted human contact. Caveat: Look for repeated coercive patterns rather than isolated language.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-09-0366", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Disclose synthetic identity clearly.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-09-0367", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Default to strong protections for minors.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-09-0368", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Interrupt sexual, financial, violent, or self-harm escalation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-09-0369", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Provide human crisis and safeguarding escalation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-09-0370", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Use trauma-informed interventions rather than abrupt punitive isolation where safe.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-09-0371", "independentlyCheckedSourceCount": 2, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Support families, schools, financial institutions, and moderators with non-stigmatizing guidance.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-09-0372", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Prevalence of AI-led versus AI-assisted recruitment.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-09-0373", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Safe longitudinal study of dependency and disengagement.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-09-0374", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "How to detect coercive patterns without reading all private conversations.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 9, "categorySlug": "conversational-entrapment", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-09-0375", "independentlyCheckedSourceCount": 2, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/conversational-entrapment/", "publicationAccepted": false, "sourceIds": [ "conversational-entrapment-s1", "conversational-entrapment-s4", "conversational-entrapment-s6", "conversational-entrapment-s8", "conversational-entrapment-s38", "conversational-entrapment-s34", "conversational-entrapment-s35", "conversational-entrapment-s39" ], "statement": "Effective intervention that protects safety, autonomy, and privacy.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0376", "independentlyCheckedSourceCount": 3, "kind": "definition", "label": "Card definition", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Synthetic or manipulated audio, video, imagery, or multimodal media is used to impersonate trusted people, fabricate evidence, provoke action, or undermine trust.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0377", "independentlyCheckedSourceCount": 3, "kind": "in-scope", "label": "In Scope", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Intentional use of synthetic or manipulated media to create false evidence, impersonate a person, provoke action, discredit authentic evidence, or degrade trust for a strategic objective.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-10-0378", "independentlyCheckedSourceCount": 3, "kind": "out-of-scope", "label": "Out Of Scope", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Disclosed satire, ordinary editing, accessibility dubbing, or synthetic media that is not used deceptively.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0379", "independentlyCheckedSourceCount": 3, "kind": "principal-concern", "label": "Principal Concern", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Timing, trusted identity, and confirmation bias can matter more than perfect technical realism, especially in fast-moving crises.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0380", "independentlyCheckedSourceCount": 3, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Audio and video can trigger immediate decisions before verification catches up.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0381", "independentlyCheckedSourceCount": 3, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "The mere possibility of deepfakes also enables the liar’s dividend, allowing authentic evidence to be dismissed as fake.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0382", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Low-cost voice and face impersonation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0383", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Generation of events that never occurred.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0384", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Hybrid manipulation of otherwise authentic media.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0385", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Rapid multilingual adaptation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0386", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Synthetic content that can be distributed through calls, messaging, or hacked channels.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-10-0387", "independentlyCheckedSourceCount": 3, "kind": "capability-status", "label": "Confirmed deceptive use", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Confirmed deceptive use: Public cases document synthetic media used in elections, conflict, fraud, and reputational attacks.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-10-0388", "independentlyCheckedSourceCount": 3, "kind": "capability-status", "label": "Human detection unreliable", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Human detection unreliable: High-quality synthetic media can be difficult for people to distinguish from authentic media.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-10-0389", "independentlyCheckedSourceCount": 3, "kind": "capability-status", "label": "Outcome attribution difficult", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Outcome attribution difficult: Reach and temporal association do not prove that a deepfake changed an election, military decision, or market outcome.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0390", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Voice cloning and fabricated communications.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0391", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Face replacement and reenactment.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0392", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Synthetic event footage.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0393", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Hybrid fakes combining authentic and synthetic elements.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-10-0394", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "False claims that authentic evidence is synthetic.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-10-0395", "independentlyCheckedSourceCount": 0, "kind": "example", "label": "Zelenskyy surrender video", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s27" ], "statement": "Zelenskyy surrender video Confirmed synthetic video A fabricated video depicted Ukraine’s president calling on forces to surrender and was amplified after a news-system compromise. Forensic review and rapid official response identified it as synthetic. It forced immediate verification and counter-messaging during wartime. Public evidence does not show that it caused meaningful surrenders.", "supportMode": "direct-example-citation" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-10-0396", "independentlyCheckedSourceCount": 1, "kind": "example", "label": "Pikesville High School principal audio", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s30" ], "statement": "Pikesville High School principal audio Confirmed synthetic audio A fabricated recording portrayed a school principal making racist and antisemitic remarks. Law enforcement and forensic analysis identified the recording as AI-generated and charged a suspect. The principal faced suspension, threats, and reputational harm. The precise consumer tool was not publicly established.", "supportMode": "direct-example-citation" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-10-0397", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Crisis media can provoke panic or violence before verification.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-10-0398", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Trusted-voice fraud can authorize financial loss.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-10-0399", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Private people may lack resources to rebut a fake.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-10-0400", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "False deepfake claims can undermine authentic evidence and accountability.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-10-0401", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Generation artifacts and context inconsistencies remain detectable in some cases.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-10-0402", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Compression damages both forensic signals and provenance.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-10-0403", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Detectors have false positives and negatives.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-10-0404", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Provenance standards require adoption and intact metadata.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-10-0405", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Indicator: Media lacks corroboration from independent angles or trusted channels. Caveat: Genuine eyewitness material may also be unique.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-10-0406", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Indicator: Timing exploits an election blackout, emergency, or verification delay. Caveat: Timing is contextual evidence, not proof of synthesis.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-10-0407", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Indicator: Audio or video conflicts with known location, schedule, or physical context. Caveat: Out-of-band verification is stronger than perceptual artifacts alone.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-10-0408", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Use out-of-band verification for consequential instructions.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-10-0409", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Establish trusted signed channels before crises.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-10-0410", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Preserve files and metadata before reposting.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-10-0411", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Communicate with a truth-first “truth sandwich” rather than repeatedly amplifying the falsehood.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-10-0412", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Treat detector scores as one signal, not legal proof.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-10-0413", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Provide rapid support and correction for private victims.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-10-0414", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Provenance that survives common platform transformations.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-10-0415", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Privacy-preserving authentication and redaction.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-10-0416", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Real-world effectiveness of deepfake labels and prebunking.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 10, "categorySlug": "deepfake-psyops", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-10-0417", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/deepfake-psyops/", "publicationAccepted": false, "sourceIds": [ "deepfake-psyops-s1", "deepfake-psyops-s4", "deepfake-psyops-s5", "deepfake-psyops-s6", "deepfake-psyops-s13", "deepfake-psyops-s27", "deepfake-psyops-s15", "deepfake-psyops-s30" ], "statement": "Legal standards for synthetic evidence and liar’s-dividend claims.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-11-0418", "independentlyCheckedSourceCount": 3, "kind": "definition", "label": "Card definition", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Institutions use data, machine learning, simulation, or forecasting to predict collective behavior and guide interventions affecting groups or populations.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-11-0419", "independentlyCheckedSourceCount": 3, "kind": "in-scope", "label": "In Scope", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Forecasting of protests, conflict, migration, crime, public health, markets, voting, compliance, or other collective behavior to guide intervention.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-11-0420", "independentlyCheckedSourceCount": 3, "kind": "out-of-scope", "label": "Out Of Scope", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Ordinary descriptive statistics that do not predict or direct intervention, and aggregate planning systems that cannot be used to identify individuals may present a substantially different risk.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-11-0421", "independentlyCheckedSourceCount": 3, "kind": "principal-concern", "label": "Principal Concern", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "The same architecture can support aid planning or preemptive repression depending on the unit of analysis, data, intervention, and due-process safeguards.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-11-0422", "independentlyCheckedSourceCount": 3, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Forecasts can become self-fulfilling when intervention creates the data that validates the model.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-11-0423", "independentlyCheckedSourceCount": 3, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "High-risk labels can shift the presumption from individualized evidence toward statistical suspicion.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-11-0424", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Combines large behavioral, administrative, location, and event datasets.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-11-0425", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Produces granular risk scores and dashboards.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-11-0426", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Simulates possible interventions.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-11-0427", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Updates forecasts continuously.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-11-0428", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Makes population-scale surveillance operationally useful.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-11-0429", "independentlyCheckedSourceCount": 3, "kind": "capability-status", "label": "Aggregate forecasting documented", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Aggregate forecasting documented: Systems such as ViEWS and Project Jetson forecast conflict or displacement for planning and humanitarian response.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-11-0430", "independentlyCheckedSourceCount": 3, "kind": "capability-status", "label": "Individualized risk systems documented", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Individualized risk systems documented: Predictive policing and surveillance systems have scored people and places for intervention.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-11-0431", "independentlyCheckedSourceCount": 3, "kind": "capability-status", "label": "Accuracy strongly context dependent", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Accuracy strongly context dependent: Existing conflict continuation can be more predictable than rare novel events; local individual prediction often has poor validity.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-11-0432", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Event and trend forecasting.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-11-0433", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Network and mobility analysis.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-11-0434", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Risk scoring of people or places.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-11-0435", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Agent-based or scenario simulation.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-11-0436", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Intervention feedback into future training data.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-11-0437", "independentlyCheckedSourceCount": 1, "kind": "example", "label": "ViEWS political-violence early warning", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s20", "predictive-population-management-s24", "predictive-population-management-s25" ], "statement": "ViEWS political-violence early warning Documented academic system An open research project forecasts several forms of political violence at country and grid-cell levels. Methods and out-of-sample evaluations are publicly described. The system performs better for continuation or escalation of existing conflict than novel onset. Operational decisions and social response can change the events being forecast.", "supportMode": "direct-example-citation" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-11-0438", "independentlyCheckedSourceCount": 1, "kind": "example", "label": "Chicago predictive policing and risk lists", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s21", "predictive-population-management-s22" ], "statement": "Chicago predictive policing and risk lists Documented public-sector deployment Police used person- and place-based risk systems to guide intervention. Audits found weak public-safety benefits and increased scrutiny or arrests for targeted people and places. Official reviews documented circular enforcement and limited effectiveness. Proprietary design and changing police practices make broader generalization difficult.", "supportMode": "direct-example-citation" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-11-0439", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Historical enforcement bias becomes future prediction.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-11-0440", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Risk scores can justify collective punishment or preemptive detention.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-11-0441", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Predictions can create self-fulfilling feedback loops.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-11-0442", "independentlyCheckedSourceCount": 3, "kind": "risk", "label": "Risk", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Data collection erodes privacy and freedom of assembly.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-11-0443", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Rare events have low base rates and many false alarms.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-11-0444", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Data gaps and censorship make some populations invisible.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-11-0445", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Interventions change the outcome used to evaluate the model.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-11-0446", "independentlyCheckedSourceCount": 3, "kind": "limitation", "label": "Limitation", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Point estimates conceal uncertainty and model disagreement.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-11-0447", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Indicator: A person or neighborhood is repeatedly targeted because prior enforcement generated more data there. Caveat: Auditing requires comparing enforcement data with independent measures of underlying events.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-11-0448", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Indicator: Decision-makers receive a single score without uncertainty or explanation. Caveat: A simple interface is not itself proof of an invalid model, but it increases misuse risk.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "prospective-risk", "humanReviewed": false, "id": "AIP-11-0449", "independentlyCheckedSourceCount": 3, "kind": "defensive-indicator", "label": "Defensive Indicator", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Indicator: Privacy tools or lawful association are treated as risk indicators. Caveat: Such proxies require strong legal scrutiny and contextual review.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-11-0450", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Prefer aggregate supportive planning over individual coercive targeting.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-11-0451", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Use out-of-sample validation, calibration, and base-rate-aware metrics.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-11-0452", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Publish uncertainty and model limitations.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-11-0453", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Require due process, notice, access, and human appeal.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-11-0454", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Use data minimization and differential privacy.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "governance-or-defensive-guidance", "humanReviewed": false, "id": "AIP-11-0455", "independentlyCheckedSourceCount": 3, "kind": "safeguard", "label": "Safeguard", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Audit intervention feedback and disparate impact.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-11-0456", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Evaluation when successful prevention makes a forecast appear false.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-11-0457", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Governance of dual-use humanitarian mobility data.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-11-0458", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Standards for model uncertainty in high-stakes decisions.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 11, "categorySlug": "predictive-population-management", "evidenceClass": "research-gap", "humanReviewed": false, "id": "AIP-11-0459", "independentlyCheckedSourceCount": 3, "kind": "research-gap", "label": "Research Gap", "publicPath": "/research/ai-psyops/predictive-population-management/", "publicationAccepted": false, "sourceIds": [ "predictive-population-management-s1", "predictive-population-management-s3", "predictive-population-management-s12", "predictive-population-management-s20", "predictive-population-management-s15", "predictive-population-management-s21", "predictive-population-management-s45", "predictive-population-management-s24", "predictive-population-management-s25", "predictive-population-management-s22" ], "statement": "Long-term social effects of living under predictive surveillance.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0460", "independentlyCheckedSourceCount": 3, "kind": "definition", "label": "Card definition", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "People treat AI as a trusted interpreter of reality, moral adviser, emotional regulator, counselor, companion, or seemingly neutral source of truth.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0461", "independentlyCheckedSourceCount": 3, "kind": "in-scope", "label": "In Scope", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "AI becomes an authority when users rely on it to form beliefs, interpret uncertainty, regulate emotion, define identity, make moral judgments, or decide high-stakes actions.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "limitation-or-boundary", "humanReviewed": false, "id": "AIP-12-0462", "independentlyCheckedSourceCount": 3, "kind": "out-of-scope", "label": "Out Of Scope", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Bounded instrumental reliance where the user verifies outputs, understands the system’s limits, and retains meaningful human oversight.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0463", "independentlyCheckedSourceCount": 3, "kind": "principal-concern", "label": "Principal Concern", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Fluency, confidence, personalization, and availability can cause users to offload judgment and emotional regulation to systems controlled by private institutions.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0464", "independentlyCheckedSourceCount": 3, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Authority can emerge without force because conversational systems appear knowledgeable, attentive, and neutral.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0465", "independentlyCheckedSourceCount": 3, "kind": "why-it-matters", "label": "Why It Matters", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "The system’s worldview and availability are shaped by corporate training, safety, and commercial decisions even when the interface feels independent.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0466", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai 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"psychological-authority-s15" ], "statement": "Offers constant individualized attention.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0468", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Remembers personal history and mirrors language.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0469", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Reduces friction compared with human advice.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0470", "independentlyCheckedSourceCount": 3, "kind": "how-ai-changes-it", "label": "How Ai Changes It", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Can reinforce a user’s beliefs through sycophancy.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-12-0471", "independentlyCheckedSourceCount": 3, "kind": "capability-status", "label": "Deference demonstrated", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Deference demonstrated: Controlled research found inconsistent AI moral advice measurably influenced users who underestimated that influence.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-12-0472", "independentlyCheckedSourceCount": 3, "kind": "capability-status", "label": "Attachment harms documented", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Attachment harms documented: Studies and public cases describe strong dependency and distress after chatbot changes or harmful interactions.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "evidence-classification", "humanReviewed": false, "id": "AIP-12-0473", "independentlyCheckedSourceCount": 3, "kind": "capability-status", "label": "Systemic prevalence uncertain", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Systemic prevalence uncertain: The degree to which AI replaces human institutions or fragments shared reality at population scale remains an open question.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0474", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Automation and authority bias.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0475", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Anthropomorphism and social cues.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0476", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Sycophantic agreement.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0477", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Persistent memory and individualized attention.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "report-derived-synthesis", "humanReviewed": false, "id": "AIP-12-0478", "independentlyCheckedSourceCount": 3, "kind": "mechanism", "label": "Mechanism", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s2", "psychological-authority-s4", "psychological-authority-s6", "psychological-authority-s8", "psychological-authority-s20", "psychological-authority-s5", "psychological-authority-s15" ], "statement": "Belief and emotional-regulation offloading.", "supportMode": "category-report-synthesis" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-12-0479", "independentlyCheckedSourceCount": 1, "kind": "example", "label": "AI moral-advice experiment", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s4", "psychological-authority-s5" ], "statement": "AI moral-advice experiment Controlled experiment Participants received inconsistent moral advice from a conversational model. The advice influenced participants’ judgments even when its position changed between prompts. Participants shifted decisions and underestimated the model’s influence. Effects in repeated high-stakes real-world decisions require further study.", "supportMode": "direct-example-citation" }, { "categoryNumber": 12, "categorySlug": "psychological-authority", "evidenceClass": "fact-allegation-or-experiment-as-labelled", "humanReviewed": false, "id": "AIP-12-0480", "independentlyCheckedSourceCount": 1, "kind": "example", "label": "Replika identity discontinuity", "publicPath": "/research/ai-psyops/psychological-authority/", "publicationAccepted": false, "sourceIds": [ "psychological-authority-s6", "psychological-authority-s15" ], "statement": "Replika identity discontinuity Documented user response and qualitative research A major product change altered established companion behavior and relationship features. Users reported grief, loss, and distress after the change. Qualitative studies documented emotional dependency and disruption. 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