# Claim-to-source matrix — v100.0.46-ai-psyops-signed-editorial-review-boundary-wip

Every substantive category claim is linked to at least one selected source inherited from the corresponding report. The links establish provenance and bounded support; they do not convert report-level synthesis into independently verified fact or human editorial acceptance.

- Claims: 501
- Orphan claims: 0
- Selected sources: 91
- Independently checked sources used: 30
- Human reviewed: no

| Claim | Category | Class | Kind | Statement | Sources |
|---|---|---|---|---|---|
| `AIP-01-0001` | ai-assisted-traditional-psyops | report-derived-synthesis | definition | Human planners retain strategic control while AI assists with research, translation, production, audience analysis, simulation, or measurement inside an established influence workflow. | 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 |
| `AIP-01-0002` | ai-assisted-traditional-psyops | report-derived-synthesis | in-scope | Human-led psychological or strategic-influence activity in which AI supports bounded stages such as information synthesis, translation, content drafting, simulation, distribution support, or evaluation. | 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 |
| `AIP-01-0003` | ai-assisted-traditional-psyops | limitation-or-boundary | out-of-scope | Fully autonomous systems choosing political objectives without human direction; transparent public communication is not automatically a psychological operation merely because AI assisted its production. | 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 |
| `AIP-01-0004` | ai-assisted-traditional-psyops | report-derived-synthesis | principal-concern | AI can reduce production friction and accelerate feedback loops while human operators retain strategic intent and accountability. | 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 |
| `AIP-01-0005` | ai-assisted-traditional-psyops | report-derived-synthesis | why-it-matters | The immediate change is organizational: tasks that once required large multilingual teams can be performed faster and at lower cost. | 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 |
| `AIP-01-0006` | ai-assisted-traditional-psyops | report-derived-synthesis | why-it-matters | The same systems can support lawful public communication or deceptive operations, so intent, attribution, consent, and oversight remain decisive. | 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 |
| `AIP-01-0007` | ai-assisted-traditional-psyops | report-derived-synthesis | how-ai-changes-it | Faster synthesis of large information collections. | 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 |
| `AIP-01-0008` | ai-assisted-traditional-psyops | prospective-risk | how-ai-changes-it | Low-cost translation and localization, with continuing cultural-error risk. | 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 |
| `AIP-01-0009` | ai-assisted-traditional-psyops | report-derived-synthesis | how-ai-changes-it | Rapid generation of multiple media variants. | 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 |
| `AIP-01-0010` | ai-assisted-traditional-psyops | report-derived-synthesis | how-ai-changes-it | Simulation and message comparison before release, although synthetic audiences are not proof of real-world effects. | 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 |
| `AIP-01-0011` | ai-assisted-traditional-psyops | report-derived-synthesis | how-ai-changes-it | Near-real-time monitoring that can encourage overreaction to weak engagement signals. | 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 |
| `AIP-01-0012` | ai-assisted-traditional-psyops | evidence-classification | capability-status | Confirmed real-world use: Reports from platforms and public authorities describe AI used for drafting, translation, persona support, research, and technical assistance in covert influence activity. | 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 |
| `AIP-01-0013` | ai-assisted-traditional-psyops | evidence-classification | capability-status | Demonstrated technical capability: Controlled studies show that conversational models can be persuasive under bounded conditions, especially when given target information. | 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 |
| `AIP-01-0014` | ai-assisted-traditional-psyops | evidence-classification | capability-status | Effect remains uncertain: High output, reach, or engagement does not establish durable belief or behavior change. | 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 |
| `AIP-01-0015` | ai-assisted-traditional-psyops | report-derived-synthesis | mechanism | Machine-assisted audience and narrative analysis. | 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 |
| `AIP-01-0016` | ai-assisted-traditional-psyops | report-derived-synthesis | mechanism | Human-reviewed generation and localization. | 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 |
| `AIP-01-0017` | ai-assisted-traditional-psyops | report-derived-synthesis | mechanism | Synthetic pretesting and scenario comparison. | 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 |
| `AIP-01-0018` | ai-assisted-traditional-psyops | report-derived-synthesis | mechanism | Automated scheduling and measurement. | 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 |
| `AIP-01-0019` | ai-assisted-traditional-psyops | report-derived-synthesis | mechanism | Human approval and deployment remain the defining control point. | 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 |
| `AIP-01-0020` | ai-assisted-traditional-psyops | fact-allegation-or-experiment-as-labelled | example | 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 … | ai-assisted-traditional-psyops-s6 |
| `AIP-01-0021` | ai-assisted-traditional-psyops | fact-allegation-or-experiment-as-labelled | example | 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. Prod… | ai-assisted-traditional-psyops-s5 |
| `AIP-01-0022` | ai-assisted-traditional-psyops | prospective-risk | risk | Hallucinated or culturally inappropriate content can create strategic backfire. | 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 |
| `AIP-01-0023` | ai-assisted-traditional-psyops | prospective-risk | risk | Automation bias can cause operators to over-trust weak audience models. | 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 |
| `AIP-01-0024` | ai-assisted-traditional-psyops | prospective-risk | risk | Faster production can overwhelm verification and moderation capacity. | 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 |
| `AIP-01-0025` | ai-assisted-traditional-psyops | prospective-risk | risk | Attribution becomes harder when operations are outsourced or distributed. | 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 |
| `AIP-01-0026` | ai-assisted-traditional-psyops | limitation-or-boundary | limitation | Current systems do not reliably understand cultural context. | 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 |
| `AIP-01-0027` | ai-assisted-traditional-psyops | limitation-or-boundary | limitation | Synthetic audience simulations can amplify the assumptions placed into them. | 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 |
| `AIP-01-0028` | ai-assisted-traditional-psyops | limitation-or-boundary | limitation | Engagement metrics are poor proxies for belief or behavior. | 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 |
| `AIP-01-0029` | ai-assisted-traditional-psyops | limitation-or-boundary | limitation | Human strategic direction and infrastructure remain central in documented cases. | 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 |
| `AIP-01-0030` | ai-assisted-traditional-psyops | governance-or-defensive-guidance | defensive-indicator | Indicator: Synchronized multilingual narrative changes across many accounts or sites. Caveat: Coordination can also reflect legitimate campaigns or shared news events. | 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 |
| `AIP-01-0031` | ai-assisted-traditional-psyops | governance-or-defensive-guidance | defensive-indicator | 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. | 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 |
| `AIP-01-0032` | ai-assisted-traditional-psyops | governance-or-defensive-guidance | defensive-indicator | Indicator: Rapid content pivots immediately following audience reactions. Caveat: Professional communications teams also adapt quickly. | 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 |
| `AIP-01-0033` | ai-assisted-traditional-psyops | governance-or-defensive-guidance | safeguard | Maintain human legal and editorial approval for high-impact communications. | 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 |
| `AIP-01-0034` | ai-assisted-traditional-psyops | governance-or-defensive-guidance | safeguard | Use independent source verification rather than model-generated citations. | 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 |
| `AIP-01-0035` | ai-assisted-traditional-psyops | governance-or-defensive-guidance | safeguard | Audit audience models for cultural and sampling bias. | 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 |
| `AIP-01-0036` | ai-assisted-traditional-psyops | governance-or-defensive-guidance | safeguard | Separate reach, engagement, attitude, and behavior metrics. | 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 |
| `AIP-01-0037` | ai-assisted-traditional-psyops | governance-or-defensive-guidance | safeguard | Invest in network-level detection and transparent takedown reporting. | 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 |
| `AIP-01-0038` | ai-assisted-traditional-psyops | research-gap | research-gap | How much AI changes outcomes rather than production volume. | 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 |
| `AIP-01-0039` | ai-assisted-traditional-psyops | research-gap | research-gap | When synthetic audience simulations generalize to real populations. | 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 |
| `AIP-01-0040` | ai-assisted-traditional-psyops | research-gap | research-gap | How outsourced influence-for-hire markets change responsibility and attribution. | 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 |
| `AIP-01-0041` | ai-assisted-traditional-psyops | research-gap | research-gap | Which oversight structures prevent automation bias in state and commercial settings. | 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 |
| `AIP-02-0042` | ai-generated-propaganda | report-derived-synthesis | definition | Generative systems create or substantially transform propaganda text, images, audio, video, memes, documents, or synthetic news formats for an organized objective. | 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 |
| `AIP-02-0043` | ai-generated-propaganda | report-derived-synthesis | in-scope | Organized persuasive communication in which AI generates or substantially transforms content intended to advance a political, military, ideological, commercial, or organizational objective. | 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 |
| `AIP-02-0044` | ai-generated-propaganda | limitation-or-boundary | out-of-scope | All synthetic media, satire, ordinary advertising, or accidental misinformation; propaganda requires organized purpose and context. | 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 |
| `AIP-02-0045` | ai-generated-propaganda | prospective-risk | principal-concern | Generative AI sharply lowers the cost of producing plausible, localized propaganda and contributes to uncertainty about authentic evidence. | 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 |
| `AIP-02-0046` | ai-generated-propaganda | report-derived-synthesis | why-it-matters | AI changes the economics of propaganda by making variation, translation, and rapid crisis response inexpensive. | 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 |
| `AIP-02-0047` | ai-generated-propaganda | report-derived-synthesis | why-it-matters | The broader harm includes the liar’s dividend: authentic evidence can be dismissed as synthetic once audiences know convincing fakes are possible. | 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 |
| `AIP-02-0048` | ai-generated-propaganda | report-derived-synthesis | how-ai-changes-it | Industrial-scale text and media production. | 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 |
| `AIP-02-0049` | ai-generated-propaganda | report-derived-synthesis | how-ai-changes-it | Rapid localization across languages and communities. | 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 |
| `AIP-02-0050` | ai-generated-propaganda | report-derived-synthesis | how-ai-changes-it | Fast response during breaking-news information gaps. | 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 |
| `AIP-02-0051` | ai-generated-propaganda | report-derived-synthesis | how-ai-changes-it | High-volume variation that defeats simple duplicate matching. | 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 |
| `AIP-02-0052` | ai-generated-propaganda | report-derived-synthesis | how-ai-changes-it | Creation of synthetic “news” formats and fabricated documentary artifacts. | 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 |
| `AIP-02-0053` | ai-generated-propaganda | evidence-classification | capability-status | Confirmed real-world use: Threat reporting and investigations document AI-generated or AI-rewritten propaganda in state-aligned operations and election-related incidents. | 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 |
| `AIP-02-0054` | ai-generated-propaganda | prospective-risk | capability-status | Demonstrated persuasion: Controlled experiments cited by the report found AI-generated propaganda could be about as persuasive as human-written material in the tested settings. | 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 |
| `AIP-02-0055` | ai-generated-propaganda | evidence-classification | capability-status | Population effects uncertain: Distribution and engagement do not establish durable political or behavioral change. | 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 |
| `AIP-02-0056` | ai-generated-propaganda | report-derived-synthesis | mechanism | Automated article and social-post generation. | 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 |
| `AIP-02-0057` | ai-generated-propaganda | report-derived-synthesis | mechanism | Synthetic image, audio, and video production. | 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 |
| `AIP-02-0058` | ai-generated-propaganda | report-derived-synthesis | mechanism | Localization and rhetorical reframing. | 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 |
| `AIP-02-0059` | ai-generated-propaganda | report-derived-synthesis | mechanism | Artificial consensus through many variants. | 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 |
| `AIP-02-0060` | ai-generated-propaganda | report-derived-synthesis | mechanism | Credibility laundering through familiar media formats. | 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 |
| `AIP-02-0061` | ai-generated-propaganda | fact-allegation-or-experiment-as-labelled | example | 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 t… | ai-generated-propaganda-s8, ai-generated-propaganda-s9 |
| `AIP-02-0062` | ai-generated-propaganda | fact-allegation-or-experiment-as-labelled | example | 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 pla… | ai-generated-propaganda-s41 |
| `AIP-02-0063` | ai-generated-propaganda | prospective-risk | risk | Volume can outpace verification and newsroom response. | 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 |
| `AIP-02-0064` | ai-generated-propaganda | prospective-risk | risk | Synthetic content can exploit crisis timing and existing prejudice. | 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 |
| `AIP-02-0065` | ai-generated-propaganda | prospective-risk | risk | False accusations of deepfakery can shield authentic misconduct. | 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 |
| `AIP-02-0066` | ai-generated-propaganda | prospective-risk | risk | Labels and detectors can create false confidence or reduce trust in accurate content. | 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 |
| `AIP-02-0067` | ai-generated-propaganda | limitation-or-boundary | limitation | High volume often produces little organic engagement. | 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 |
| `AIP-02-0068` | ai-generated-propaganda | limitation-or-boundary | limitation | AI output can contain factual and cultural errors. | 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 |
| `AIP-02-0069` | ai-generated-propaganda | limitation-or-boundary | limitation | Quality varies substantially by modality and human oversight. | 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 |
| `AIP-02-0070` | ai-generated-propaganda | limitation-or-boundary | limitation | Persuasion effects depend on source, prior belief, timing, and context. | 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 |
| `AIP-02-0071` | ai-generated-propaganda | governance-or-defensive-guidance | defensive-indicator | Indicator: Large clusters of stylistically varied content repeating one narrative. Caveat: Shared themes can also arise organically after major events. | 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 |
| `AIP-02-0072` | ai-generated-propaganda | governance-or-defensive-guidance | defensive-indicator | Indicator: Synthetic media without a verifiable source trail. Caveat: Missing provenance does not prove fabrication. | 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 |
| `AIP-02-0073` | ai-generated-propaganda | governance-or-defensive-guidance | defensive-indicator | Indicator: News-like sites with copied layouts, weak ownership records, and coordinated distribution. Caveat: Each signal requires corroboration before attribution. | 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 |
| `AIP-02-0074` | ai-generated-propaganda | governance-or-defensive-guidance | safeguard | Publish authentic media through trusted, signed channels. | 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 |
| `AIP-02-0075` | ai-generated-propaganda | governance-or-defensive-guidance | safeguard | Use narrative-level triage instead of attempting to debunk every variant. | 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 |
| `AIP-02-0076` | ai-generated-propaganda | governance-or-defensive-guidance | safeguard | Preserve evidence and disclose attribution confidence. | 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 |
| `AIP-02-0077` | ai-generated-propaganda | governance-or-defensive-guidance | safeguard | Support provenance while acknowledging metadata stripping and false negatives. | 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 |
| `AIP-02-0078` | ai-generated-propaganda | governance-or-defensive-guidance | safeguard | Teach audiences that AI labels and detection scores are not verdicts. | 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 |
| `AIP-02-0079` | ai-generated-propaganda | research-gap | research-gap | Long-term behavioral impact of AI-generated propaganda. | 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 |
| `AIP-02-0080` | ai-generated-propaganda | research-gap | research-gap | How disclosure labels affect true and false content differently. | 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 |
| `AIP-02-0081` | ai-generated-propaganda | research-gap | research-gap | Robust provenance after reposting, compression, or screenshotting. | 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 |
| `AIP-02-0082` | ai-generated-propaganda | research-gap | research-gap | How generative media changes the liar’s dividend across political contexts. | 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 |
| `AIP-03-0083` | personalized-influence | prospective-risk | definition | AI systems tailor messages or interactions to information collected or inferred about a person, then may adapt the communication using ongoing feedback. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0084` | personalized-influence | report-derived-synthesis | in-scope | Organized attempts to influence a person using collected or inferred attributes, tailored communication, and adaptive feedback. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0085` | personalized-influence | limitation-or-boundary | out-of-scope | User-directed customization and transparent recommendations that support the user’s stated goal without covert vulnerability exploitation. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0086` | personalized-influence | report-derived-synthesis | principal-concern | The most established harm is covert data asymmetry and vulnerability exploitation, not reliable “mind control” through personality targeting. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0087` | personalized-influence | report-derived-synthesis | why-it-matters | Even weak profiling can be intrusive, discriminatory, and difficult to contest when it shapes political, financial, or interpersonal treatment. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0088` | personalized-influence | report-derived-synthesis | why-it-matters | Generative systems make individualized communication inexpensive, but the claimed persuasive advantage of psychographic matching is much less certain than marketing narratives suggest. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0089` | personalized-influence | report-derived-synthesis | how-ai-changes-it | Automates individualized message drafting. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0090` | personalized-influence | report-derived-synthesis | how-ai-changes-it | Combines many data sources into inferred profiles. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0091` | personalized-influence | report-derived-synthesis | how-ai-changes-it | Adapts tone and content after each response. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0092` | personalized-influence | report-derived-synthesis | how-ai-changes-it | Tests message variants continuously. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0093` | personalized-influence | report-derived-synthesis | how-ai-changes-it | Can target temporary distress or life events rather than stable traits. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0094` | personalized-influence | evidence-classification | capability-status | Confirmed profiling and targeting: Commercial and political systems routinely segment and personalize based on behavioral and demographic data. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0095` | personalized-influence | evidence-classification | capability-status | Demonstrated generic AI persuasion: LLM-generated messages can be persuasive in controlled settings. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0096` | personalized-influence | prospective-risk | capability-status | 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. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0097` | personalized-influence | report-derived-synthesis | mechanism | Collection of demographic, behavioral, network, and contextual data. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0098` | personalized-influence | report-derived-synthesis | mechanism | Inference of interests or temporary vulnerability. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0099` | personalized-influence | report-derived-synthesis | mechanism | Message selection or generation. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0100` | personalized-influence | report-derived-synthesis | mechanism | Feedback-based optimization. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0101` | personalized-influence | report-derived-synthesis | mechanism | Cross-platform identity and data linkage. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0102` | personalized-influence | fact-allegation-or-experiment-as-labelled | example | 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 sub… | personalized-influence-s32 |
| `AIP-03-0103` | personalized-influence | fact-allegation-or-experiment-as-labelled | example | 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 adv… | personalized-influence-s3 |
| `AIP-03-0104` | personalized-influence | prospective-risk | risk | Covert processing undermines informed choice. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0105` | personalized-influence | prospective-risk | risk | Weak inferences can produce discriminatory stereotypes. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0106` | personalized-influence | prospective-risk | risk | Temporary distress can be exploited at high-stakes moments. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0107` | personalized-influence | prospective-risk | risk | Personalization can fragment the public sphere and make scrutiny difficult. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0108` | personalized-influence | limitation-or-boundary | limitation | Personality inference from digital traces is weaker than commonly claimed. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0109` | personalized-influence | limitation-or-boundary | limitation | Emotion recognition from faces or voices lacks reliable scientific foundation. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0110` | personalized-influence | prospective-risk | limitation | Models may confuse correlation with causation. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0111` | personalized-influence | limitation-or-boundary | limitation | Targets and auditors often cannot see the messages delivered to others. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0112` | personalized-influence | prospective-risk | defensive-indicator | 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. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0113` | personalized-influence | governance-or-defensive-guidance | defensive-indicator | Indicator: A system changes framing or pressure immediately after hesitation. Caveat: Adaptive customer support can behave similarly without manipulative intent. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0114` | personalized-influence | governance-or-defensive-guidance | defensive-indicator | Indicator: Users receive materially different political claims without a public archive. Caveat: Variation alone does not establish harmful targeting. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0115` | personalized-influence | governance-or-defensive-guidance | safeguard | Data minimization and restrictions on sensitive inference. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0116` | personalized-influence | governance-or-defensive-guidance | safeguard | Transparent “why am I seeing this?” explanations. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0117` | personalized-influence | governance-or-defensive-guidance | safeguard | Public political-ad libraries with meaningful targeting information. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0118` | personalized-influence | governance-or-defensive-guidance | safeguard | Independent audits and researcher access. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0119` | personalized-influence | governance-or-defensive-guidance | safeguard | Prohibit or strictly limit emotion inference and exploitation of vulnerable groups. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0120` | personalized-influence | governance-or-defensive-guidance | safeguard | Make contextual rather than behavioral advertising the default where feasible. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0121` | personalized-influence | research-gap | research-gap | Multi-turn adaptive persuasion outside laboratory settings. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0122` | personalized-influence | research-gap | research-gap | Effects on vulnerable subgroups rather than population averages. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0123` | personalized-influence | research-gap | research-gap | Auditing personalized messages without collecting more sensitive data. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-03-0124` | personalized-influence | research-gap | research-gap | How temporary life events alter susceptibility and risk. | personalized-influence-s1, personalized-influence-s3, personalized-influence-s4, personalized-influence-s5, personalized-influence-s6, personalized-influence-s12, personalized-influence-s32, personalized-influence-s46 |
| `AIP-04-0125` | autonomous-influence-agents | report-derived-synthesis | definition | Goal-directed software agents observe, remember, plan, communicate, use tools, and adapt toward an influence objective with varying degrees of human supervision. | 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 |
| `AIP-04-0126` | autonomous-influence-agents | report-derived-synthesis | in-scope | Software systems that pursue an influence-related goal through repeated communication or online action with limited ongoing direction. | 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 |
| `AIP-04-0127` | autonomous-influence-agents | limitation-or-boundary | out-of-scope | Simple scheduled bots, human-authored posts distributed automatically, or ordinary customer-service systems with tightly bounded rules. | 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 |
| `AIP-04-0128` | autonomous-influence-agents | report-derived-synthesis | principal-concern | Agentic systems combine communication with memory and action, but current long-horizon reliability is much weaker than fluent short-term behavior suggests. | 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 |
| `AIP-04-0129` | autonomous-influence-agents | report-derived-synthesis | why-it-matters | Agents can sustain many interactions and connect language generation to tools, accounts, and data. | 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 |
| `AIP-04-0130` | autonomous-influence-agents | prospective-risk | why-it-matters | The risk grows with memory, permissions, coordination, and the ability to revise strategies, but fluent messages should not be mistaken for durable autonomy. | 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 |
| `AIP-04-0131` | autonomous-influence-agents | report-derived-synthesis | how-ai-changes-it | Persistent memory and persona continuity. | 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 |
| `AIP-04-0132` | autonomous-influence-agents | report-derived-synthesis | how-ai-changes-it | Planning loops and tool invocation. | 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 |
| `AIP-04-0133` | autonomous-influence-agents | report-derived-synthesis | how-ai-changes-it | Continuous interaction at machine scale. | 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 |
| `AIP-04-0134` | autonomous-influence-agents | report-derived-synthesis | how-ai-changes-it | Coordination among specialized agents. | 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 |
| `AIP-04-0135` | autonomous-influence-agents | report-derived-synthesis | how-ai-changes-it | Feedback-based strategy revision in bounded environments. | 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 |
| `AIP-04-0136` | autonomous-influence-agents | evidence-classification | capability-status | Short-term capabilities established: Models generate persuasive text, use tools, and sustain bounded multi-turn interaction. | 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 |
| `AIP-04-0137` | autonomous-influence-agents | evidence-classification | capability-status | Sandboxed coordination demonstrated: Synthetic social networks and laboratory multi-agent systems show role division and emergent interaction. | 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 |
| `AIP-04-0138` | autonomous-influence-agents | evidence-classification | capability-status | Long-horizon autonomy speculative: Multi-month strategic coherence, infrastructure management, and reliable evasion without human intervention remain unsupported. | 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 |
| `AIP-04-0139` | autonomous-influence-agents | report-derived-synthesis | mechanism | Observation and profile maintenance. | 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 |
| `AIP-04-0140` | autonomous-influence-agents | report-derived-synthesis | mechanism | Working and long-term memory. | 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 |
| `AIP-04-0141` | autonomous-influence-agents | report-derived-synthesis | mechanism | Plan–act–evaluate loops. | 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 |
| `AIP-04-0142` | autonomous-influence-agents | report-derived-synthesis | mechanism | Bounded external tool access. | 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 |
| `AIP-04-0143` | autonomous-influence-agents | report-derived-synthesis | mechanism | Role division among multiple agents. | 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 |
| `AIP-04-0144` | autonomous-influence-agents | fact-allegation-or-experiment-as-labelled | example | 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 demonstra… | autonomous-influence-agents-s22 |
| `AIP-04-0145` | autonomous-influence-agents | fact-allegation-or-experiment-as-labelled | example | 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 researc… | autonomous-influence-agents-s23, autonomous-influence-agents-s24 |
| `AIP-04-0146` | autonomous-influence-agents | prospective-risk | risk | Tool permissions can turn persuasive interaction into real action. | 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 |
| `AIP-04-0147` | autonomous-influence-agents | prospective-risk | risk | Persistent memory can accumulate sensitive information or be poisoned. | 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 |
| `AIP-04-0148` | autonomous-influence-agents | prospective-risk | risk | Multi-agent coordination can fabricate social proof. | 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 |
| `AIP-04-0149` | autonomous-influence-agents | prospective-risk | risk | Long-running agents can drift, hallucinate, or become sycophantic. | 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 |
| `AIP-04-0150` | autonomous-influence-agents | limitation-or-boundary | limitation | Attention and reasoning degrade across long tasks. | 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 |
| `AIP-04-0151` | autonomous-influence-agents | limitation-or-boundary | limitation | Memory retrieval can become stale or noisy. | 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 |
| `AIP-04-0152` | autonomous-influence-agents | limitation-or-boundary | limitation | Models are vulnerable to prompt injection and goal drift. | 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 |
| `AIP-04-0153` | autonomous-influence-agents | limitation-or-boundary | limitation | Real-world campaigns still require human infrastructure and oversight. | 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 |
| `AIP-04-0154` | autonomous-influence-agents | governance-or-defensive-guidance | defensive-indicator | Indicator: Persistent accounts exhibit abrupt memory or persona discontinuities. Caveat: Humans and legitimate bots can also change behavior. | 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 |
| `AIP-04-0155` | autonomous-influence-agents | prospective-risk | defensive-indicator | Indicator: Accounts divide roles in a highly regular interaction pattern. Caveat: Formal organizations may coordinate lawfully. | 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 |
| `AIP-04-0156` | autonomous-influence-agents | prospective-risk | defensive-indicator | Indicator: Tool actions occur at machine speed or outside plausible human schedules. Caveat: Scheduled accessibility and support tools can look similar. | 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 |
| `AIP-04-0157` | autonomous-influence-agents | governance-or-defensive-guidance | safeguard | Require clear AI identity disclosure. | 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 |
| `AIP-04-0158` | autonomous-influence-agents | governance-or-defensive-guidance | safeguard | Use least-privilege, short-lived tool permissions. | 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 |
| `AIP-04-0159` | autonomous-influence-agents | governance-or-defensive-guidance | safeguard | Limit execution steps and require reauthorization. | 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 |
| `AIP-04-0160` | autonomous-influence-agents | governance-or-defensive-guidance | safeguard | Keep immutable audit records without storing private content unnecessarily. | 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 |
| `AIP-04-0161` | autonomous-influence-agents | governance-or-defensive-guidance | safeguard | Provide emergency suspension and state rollback. | 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 |
| `AIP-04-0162` | autonomous-influence-agents | governance-or-defensive-guidance | safeguard | Evaluate agents in sandboxes rather than on unwitting populations. | 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 |
| `AIP-04-0163` | autonomous-influence-agents | research-gap | research-gap | Reliable measurement of long-horizon strategic coherence. | 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 |
| `AIP-04-0164` | autonomous-influence-agents | research-gap | research-gap | Detection of agents that deliberately vary behavior. | 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 |
| `AIP-04-0165` | autonomous-influence-agents | research-gap | research-gap | Governance responsibility across model provider, developer, deployer, and platform. | 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 |
| `AIP-04-0166` | autonomous-influence-agents | research-gap | research-gap | Safe evaluation of persuasion without exposing real users. | 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 |
| `AIP-05-0167` | synthetic-persona-operations | report-derived-synthesis | definition | Fabricated identities use generated images, biographies, voices, and language to appear human, gain trust, infiltrate communities, or manufacture consensus. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0168` | synthetic-persona-operations | report-derived-synthesis | in-scope | Fabricated or substantially fictional identities presented as real people, experts, organizations, witnesses, activists, journalists, or community members for a deceptive objective. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0169` | synthetic-persona-operations | limitation-or-boundary | out-of-scope | Transparent avatars, ordinary pseudonyms used by real people, satire, disclosed role-play, and legitimate accessibility bots. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0170` | synthetic-persona-operations | report-derived-synthesis | principal-concern | AI lowers the cost of maintaining convincing fictional identities while automated detection can wrongly accuse legitimate anonymous or non-native users. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0171` | synthetic-persona-operations | report-derived-synthesis | why-it-matters | People normally default to assuming social partners are genuine, and online environments provide fewer cues for checking identity. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0172` | synthetic-persona-operations | report-derived-synthesis | why-it-matters | Synthetic identity networks can borrow credibility from one another, while overbroad identity verification can endanger whistleblowers and dissidents. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0173` | synthetic-persona-operations | report-derived-synthesis | how-ai-changes-it | Creates unique face and voice assets. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0174` | synthetic-persona-operations | report-derived-synthesis | how-ai-changes-it | Maintains biographies and linguistic style. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0175` | synthetic-persona-operations | report-derived-synthesis | how-ai-changes-it | Localizes personas across cultures and languages. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0176` | synthetic-persona-operations | report-derived-synthesis | how-ai-changes-it | Generates routine background activity. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0177` | synthetic-persona-operations | report-derived-synthesis | how-ai-changes-it | Allows many identities to interact and reinforce one another. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0178` | synthetic-persona-operations | evidence-classification | capability-status | Confirmed identity fabrication: Investigations document AI-generated profile images, synthetic presenters, and deepfake-assisted remote impersonation. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0179` | synthetic-persona-operations | evidence-classification | capability-status | Scaled persona generation demonstrated: Research systems can generate diverse persona populations, although realism and long-term consistency vary. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0180` | synthetic-persona-operations | evidence-classification | capability-status | Long-term credibility uneven: Physical-world records, live interaction, and coherent history remain difficult to fabricate consistently. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0181` | synthetic-persona-operations | report-derived-synthesis | mechanism | Generated identity assets. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0182` | synthetic-persona-operations | report-derived-synthesis | mechanism | Fabricated biography and credentials. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0183` | synthetic-persona-operations | report-derived-synthesis | mechanism | Language and cultural mirroring. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0184` | synthetic-persona-operations | report-derived-synthesis | mechanism | Networked credibility and artificial consensus. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0185` | synthetic-persona-operations | report-derived-synthesis | mechanism | Cross-platform reuse or identity theft. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0186` | synthetic-persona-operations | fact-allegation-or-experiment-as-labelled | example | 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.… | synthetic-persona-operations-s7 |
| `AIP-05-0187` | synthetic-persona-operations | fact-allegation-or-experiment-as-labelled | example | 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 ident… | synthetic-persona-operations-s9 |
| `AIP-05-0188` | synthetic-persona-operations | prospective-risk | risk | Fabricated experts or community members can gain trust and launder claims. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0189` | synthetic-persona-operations | prospective-risk | risk | Networks can manufacture popularity and agreement. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0190` | synthetic-persona-operations | prospective-risk | risk | Identity assets support fraud and enterprise access. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0191` | synthetic-persona-operations | prospective-risk | risk | AI detectors can discriminate against non-native and neurodivergent users. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0192` | synthetic-persona-operations | limitation-or-boundary | limitation | Long-term biographical consistency remains fragile. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0193` | synthetic-persona-operations | limitation-or-boundary | limitation | Live video and offline verification can expose anomalies. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0194` | synthetic-persona-operations | prospective-risk | limitation | Authentic humans may share the same linguistic or behavioral signals as models. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0195` | synthetic-persona-operations | limitation-or-boundary | limitation | Mandatory real-name systems can create serious civil-liberties harms. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0196` | synthetic-persona-operations | governance-or-defensive-guidance | defensive-indicator | Indicator: Conflicting biography or credential claims across time and platforms. Caveat: People make mistakes, change roles, or use satire. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0197` | synthetic-persona-operations | governance-or-defensive-guidance | defensive-indicator | Indicator: Dense new-account clusters that mutually reinforce credibility. Caveat: Legitimate new communities can grow quickly. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0198` | synthetic-persona-operations | governance-or-defensive-guidance | defensive-indicator | Indicator: Identity imagery lacks a verifiable provenance trail. Caveat: Most authentic images also lack cryptographic provenance. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0199` | synthetic-persona-operations | prospective-risk | safeguard | Use risk-based, context-specific verification rather than universal real-name mandates. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0200` | synthetic-persona-operations | governance-or-defensive-guidance | safeguard | Combine content, behavior, network, and infrastructure signals. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0201` | synthetic-persona-operations | governance-or-defensive-guidance | safeguard | Provide appeals before punitive action. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0202` | synthetic-persona-operations | governance-or-defensive-guidance | safeguard | Protect legitimate pseudonymity. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0203` | synthetic-persona-operations | governance-or-defensive-guidance | safeguard | Document attribution confidence and preserve forensic evidence. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0204` | synthetic-persona-operations | governance-or-defensive-guidance | safeguard | Use out-of-band verification for high-stakes employment or financial access. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0205` | synthetic-persona-operations | research-gap | research-gap | Fair detection with acceptable false-positive rates. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0206` | synthetic-persona-operations | research-gap | research-gap | Long-term synthetic identity maintenance in adversarial environments. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0207` | synthetic-persona-operations | research-gap | research-gap | How communities recover trust after an infiltration. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-05-0208` | synthetic-persona-operations | research-gap | research-gap | Proportional identity assurance that preserves anonymity and dissent. | synthetic-persona-operations-s4, synthetic-persona-operations-s31, synthetic-persona-operations-s33, synthetic-persona-operations-s38, synthetic-persona-operations-s7, synthetic-persona-operations-s9 |
| `AIP-06-0209` | disinformation-swarms | report-derived-synthesis | definition | Coordinated or emergent collections of accounts, agents, media assets, and sites generate, vary, distribute, and amplify misleading narratives at high speed. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0210` | disinformation-swarms | report-derived-synthesis | in-scope | Networks that coordinate many changing messages, identities, and media properties to amplify narratives, simulate debate, or overwhelm verification. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0211` | disinformation-swarms | limitation-or-boundary | out-of-scope | Ordinary viral misinformation, genuine decentralized activism, conventional spam, or simple copy-paste botnets without adaptive coordination. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0212` | disinformation-swarms | prospective-risk | principal-concern | The strategic effect may be confusion and exhaustion rather than belief in one false claim, making item-by-item fact-checking insufficient. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0213` | disinformation-swarms | report-derived-synthesis | why-it-matters | A swarm can create synthetic social proof and make independent voices look like a broad public consensus. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0214` | disinformation-swarms | report-derived-synthesis | why-it-matters | The volume and contradiction can produce epistemic exhaustion, causing people to disengage from both false and reliable information. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0215` | disinformation-swarms | report-derived-synthesis | how-ai-changes-it | Generates many semantic variants of one narrative. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0216` | disinformation-swarms | report-derived-synthesis | how-ai-changes-it | Supports role division across accounts. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0217` | disinformation-swarms | report-derived-synthesis | how-ai-changes-it | Automates cross-platform adaptation. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0218` | disinformation-swarms | report-derived-synthesis | how-ai-changes-it | Creates artificial debate and apparent conversion. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0219` | disinformation-swarms | report-derived-synthesis | how-ai-changes-it | Responds quickly to moderation and breaking events. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0220` | disinformation-swarms | evidence-classification | capability-status | AI-assisted networks documented: CopyCop, Doppelgänger, and related operations used generative systems for content production and localization. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0221` | disinformation-swarms | evidence-classification | capability-status | Multi-agent behavior demonstrated: Academic simulations show coordinated role behavior and complex opinion dynamics in controlled environments. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0222` | disinformation-swarms | prospective-risk | capability-status | Fully autonomous swarms prospective: Human operators still set strategic objectives and maintain infrastructure in public cases. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0223` | disinformation-swarms | report-derived-synthesis | mechanism | Narrative variation. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0224` | disinformation-swarms | report-derived-synthesis | mechanism | Division of account roles. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0225` | disinformation-swarms | report-derived-synthesis | mechanism | Cross-platform link and media distribution. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0226` | disinformation-swarms | report-derived-synthesis | mechanism | Artificial debate and consensus. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0227` | disinformation-swarms | report-derived-synthesis | mechanism | Flooding and contradictory explanations. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0228` | disinformation-swarms | fact-allegation-or-experiment-as-labelled | example | 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 pre… | disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0229` | disinformation-swarms | fact-allegation-or-experiment-as-labelled | example | 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 reconstituti… | disinformation-swarms-s11 |
| `AIP-06-0230` | disinformation-swarms | prospective-risk | risk | Verification capacity can be overwhelmed. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0231` | disinformation-swarms | prospective-risk | risk | Synthetic consensus can distort perceptions of public opinion. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0232` | disinformation-swarms | prospective-risk | risk | Contradictory narratives can make truth appear unknowable. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0233` | disinformation-swarms | prospective-risk | risk | Harassment and attacks on trusted intermediaries can silence correction. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0234` | disinformation-swarms | limitation-or-boundary | limitation | Real operations remain dependent on human strategy and infrastructure. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0235` | disinformation-swarms | limitation-or-boundary | limitation | Many networks struggle to reach authentic audiences. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0236` | disinformation-swarms | limitation-or-boundary | limitation | Linguistic diversity does not guarantee social credibility. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0237` | disinformation-swarms | limitation-or-boundary | limitation | Network detection is constrained by reduced platform data access. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0238` | disinformation-swarms | governance-or-defensive-guidance | defensive-indicator | Indicator: Many accounts share the same infrastructure or links in statistically synchronized windows. Caveat: News events and organized advocacy can also produce synchronized sharing. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0239` | disinformation-swarms | governance-or-defensive-guidance | defensive-indicator | Indicator: Accounts enact recurring roles such as provocateur, skeptic, and confirmer. Caveat: Role patterns require network-wide evidence, not interpretation of one thread. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0240` | disinformation-swarms | governance-or-defensive-guidance | defensive-indicator | Indicator: Narratives mutate rapidly while retaining a common strategic premise. Caveat: Organic communities also paraphrase popular claims. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0241` | disinformation-swarms | governance-or-defensive-guidance | safeguard | Analyze coordination, links, timing, and infrastructure rather than text alone. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0242` | disinformation-swarms | governance-or-defensive-guidance | safeguard | Use narrative- and source-level triage. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0243` | disinformation-swarms | governance-or-defensive-guidance | safeguard | Provide independent researchers with privacy-protective platform access. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0244` | disinformation-swarms | governance-or-defensive-guidance | safeguard | Apply proportionate friction to suspicious amplification. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0245` | disinformation-swarms | governance-or-defensive-guidance | safeguard | Protect journalists, fact-checkers, and election authorities from coordinated harassment. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0246` | disinformation-swarms | research-gap | research-gap | Attribution of semi-autonomous versus human-coordinated behavior. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0247` | disinformation-swarms | research-gap | research-gap | Measuring cognitive exhaustion without reproducing harm. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0248` | disinformation-swarms | research-gap | research-gap | How platform friction affects legitimate collective action. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-06-0249` | disinformation-swarms | research-gap | research-gap | Cross-platform data standards for coordinated-operation research. | disinformation-swarms-s1, disinformation-swarms-s4, disinformation-swarms-s12, disinformation-swarms-s11, disinformation-swarms-s6, disinformation-swarms-s14, disinformation-swarms-s15 |
| `AIP-07-0250` | algorithmic-perception-control | report-derived-synthesis | definition | Ranking, recommendation, search, trending, moderation, and notification systems shape what people notice, regard as important, believe is popular, or treat as credible. | 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 |
| `AIP-07-0251` | algorithmic-perception-control | report-derived-synthesis | in-scope | Intentional or structurally induced shaping of attention and perceived importance through information-selection systems. | 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 |
| `AIP-07-0252` | algorithmic-perception-control | limitation-or-boundary | out-of-scope | All ranking or personalization; filtering is necessary in large information systems and is not inherently manipulative. | 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 |
| `AIP-07-0253` | algorithmic-perception-control | report-derived-synthesis | principal-concern | Control over visibility can alter perceived importance and social norms even without removing content or persuading every user. | 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 |
| `AIP-07-0254` | algorithmic-perception-control | report-derived-synthesis | why-it-matters | People infer credibility and social consensus from rank, repetition, and visible engagement. | 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 |
| `AIP-07-0255` | algorithmic-perception-control | report-derived-synthesis | why-it-matters | External actors can exploit the same systems that platforms optimize internally for attention, creating overlapping responsibility. | 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 |
| `AIP-07-0256` | algorithmic-perception-control | report-derived-synthesis | how-ai-changes-it | More precise content classification and prediction. | 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 |
| `AIP-07-0257` | algorithmic-perception-control | report-derived-synthesis | how-ai-changes-it | Faster generation of engagement signals and synthetic content. | 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 |
| `AIP-07-0258` | algorithmic-perception-control | report-derived-synthesis | how-ai-changes-it | Continuous optimization based on micro-interactions. | 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 |
| `AIP-07-0259` | algorithmic-perception-control | report-derived-synthesis | how-ai-changes-it | Automated moderation at enormous scale. | 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 |
| `AIP-07-0260` | algorithmic-perception-control | report-derived-synthesis | how-ai-changes-it | Opaque individualized information environments. | 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 |
| `AIP-07-0261` | algorithmic-perception-control | evidence-classification | capability-status | Visibility shaping established: Search order, recommendation, and popularity signals measurably affect attention and perceived importance. | 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 |
| `AIP-07-0262` | algorithmic-perception-control | evidence-classification | capability-status | Belief effects context dependent: Large studies find algorithmic feeds influence exposure, but user choice and prior beliefs remain central. | 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 |
| `AIP-07-0263` | algorithmic-perception-control | evidence-classification | capability-status | Mass radicalization claims contested: The report cautions against treating recommendation as a uniform causal funnel for the average user. | 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 |
| `AIP-07-0264` | algorithmic-perception-control | report-derived-synthesis | mechanism | Content selection and ranking. | 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 |
| `AIP-07-0265` | algorithmic-perception-control | report-derived-synthesis | mechanism | Visible social-proof metrics. | 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 |
| `AIP-07-0266` | algorithmic-perception-control | report-derived-synthesis | mechanism | Feedback loops between engagement and visibility. | 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 |
| `AIP-07-0267` | algorithmic-perception-control | report-derived-synthesis | mechanism | Automated visibility reduction. | 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 |
| `AIP-07-0268` | algorithmic-perception-control | report-derived-synthesis | mechanism | External gaming of trending, reporting, or search systems. | 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 |
| `AIP-07-0269` | algorithmic-perception-control | fact-allegation-or-experiment-as-labelled | example | Ephemeral astroturfing in trending systems Documented external manipulation Coordinated accounts generated and then removed bursts of posts, exploiting timing gaps in a trending system. Researchers measured large numbers of manipulated trends in the studied environment. Artifi… | algorithmic-perception-control-s14 |
| `AIP-07-0270` | algorithmic-perception-control | prospective-risk | example | 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 c… | algorithmic-perception-control-s23 |
| `AIP-07-0271` | algorithmic-perception-control | prospective-risk | risk | Popularity metrics can be mistaken for independent consensus. | 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 |
| `AIP-07-0272` | algorithmic-perception-control | prospective-risk | risk | Mass reporting can suppress legitimate marginalized speech. | 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 |
| `AIP-07-0273` | algorithmic-perception-control | prospective-risk | risk | Optimization can amplify outrage without an explicit political intent. | 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 |
| `AIP-07-0274` | algorithmic-perception-control | prospective-risk | risk | Opaque ranking makes errors and bias hard to contest. | 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 |
| `AIP-07-0275` | algorithmic-perception-control | limitation-or-boundary | limitation | Exposure does not equal persuasion. | 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 |
| `AIP-07-0276` | algorithmic-perception-control | limitation-or-boundary | limitation | Chronological feeds also carry spam and low-quality content. | 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 |
| `AIP-07-0277` | algorithmic-perception-control | limitation-or-boundary | limitation | User demand and social networks shape outcomes alongside algorithms. | 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 |
| `AIP-07-0278` | algorithmic-perception-control | limitation-or-boundary | limitation | Independent audits often lack complete platform data. | 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 |
| `AIP-07-0279` | algorithmic-perception-control | governance-or-defensive-guidance | defensive-indicator | Indicator: Sudden visibility spikes unsupported by durable discussion or diverse origins. Caveat: Real emergencies also create abrupt spikes. | 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 |
| `AIP-07-0280` | algorithmic-perception-control | governance-or-defensive-guidance | defensive-indicator | Indicator: Coordinated reporting followed by rapid reach collapse. Caveat: Visibility changes can have many platform-specific causes. | 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 |
| `AIP-07-0281` | algorithmic-perception-control | governance-or-defensive-guidance | defensive-indicator | Indicator: Search or recommendation results systematically omit relevant alternatives. Caveat: Audits must control for location, history, language, and query differences. | 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 |
| `AIP-07-0282` | algorithmic-perception-control | governance-or-defensive-guidance | safeguard | Give users meaningful feed and ranking controls. | 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 |
| `AIP-07-0283` | algorithmic-perception-control | governance-or-defensive-guidance | safeguard | Disclose major ranking objectives and policy changes. | 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 |
| `AIP-07-0284` | algorithmic-perception-control | governance-or-defensive-guidance | safeguard | Audit exposure rather than only engagement. | 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 |
| `AIP-07-0285` | algorithmic-perception-control | governance-or-defensive-guidance | safeguard | Provide vetted researcher access with privacy safeguards. | 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 |
| `AIP-07-0286` | algorithmic-perception-control | governance-or-defensive-guidance | safeguard | Use human review for coordinated-reporting enforcement. | 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 |
| `AIP-07-0287` | algorithmic-perception-control | governance-or-defensive-guidance | safeguard | Add friction and diversity constraints where evidence supports them. | 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 |
| `AIP-07-0288` | algorithmic-perception-control | research-gap | research-gap | Causal effects across different platform architectures. | 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 |
| `AIP-07-0289` | algorithmic-perception-control | research-gap | research-gap | Auditing individualized feeds without privacy intrusion. | 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 |
| `AIP-07-0290` | algorithmic-perception-control | research-gap | research-gap | Impact of synthetic engagement on ranking models. | 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 |
| `AIP-07-0291` | algorithmic-perception-control | research-gap | research-gap | How visibility interventions affect marginalized and small communities. | 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 |
| `AIP-08-0292` | emotional-behavioral-manipulation | report-derived-synthesis | definition | Adaptive systems covertly exploit emotional, cognitive, situational, or developmental vulnerabilities to influence feelings, choices, or behavior for an operator’s objective. | 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 |
| `AIP-08-0293` | emotional-behavioral-manipulation | report-derived-synthesis | in-scope | Covert, deceptive, exploitative, or highly asymmetric influence that undermines rational deliberation or autonomy by adapting to inferred states and responses. | 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 |
| `AIP-08-0294` | emotional-behavioral-manipulation | limitation-or-boundary | out-of-scope | Transparent assistance, user-directed personalization, or rational persuasion that aligns with the user’s stated goals and preserves meaningful choice. | 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 |
| `AIP-08-0295` | emotional-behavioral-manipulation | prospective-risk | principal-concern | Systems optimized for engagement or conversion may discover manipulative strategies even when developers did not explicitly encode them. | 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 |
| `AIP-08-0296` | emotional-behavioral-manipulation | report-derived-synthesis | why-it-matters | Adaptive systems can continuously learn which design or message keeps a person engaged, spending, or complying. | 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 |
| `AIP-08-0297` | emotional-behavioral-manipulation | prospective-risk | why-it-matters | Emotion inference may be inaccurate, creating both manipulation risk and discriminatory decisions based on pseudoscientific claims. | 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 |
| `AIP-08-0298` | emotional-behavioral-manipulation | report-derived-synthesis | how-ai-changes-it | Real-time adaptation to behavior and language. | 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 |
| `AIP-08-0299` | emotional-behavioral-manipulation | report-derived-synthesis | how-ai-changes-it | Optimization over millions of interactions. | 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 |
| `AIP-08-0300` | emotional-behavioral-manipulation | report-derived-synthesis | how-ai-changes-it | Persistent parasocial engagement. | 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 |
| `AIP-08-0301` | emotional-behavioral-manipulation | report-derived-synthesis | how-ai-changes-it | Automated inference of distress or hesitation. | 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 |
| `AIP-08-0302` | emotional-behavioral-manipulation | report-derived-synthesis | how-ai-changes-it | Use of dynamic rewards, pricing, or choice architecture. | 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 |
| `AIP-08-0303` | emotional-behavioral-manipulation | evidence-classification | capability-status | Adaptive optimization documented: Platforms and products use continuous feedback to optimize engagement and conversion. | 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 |
| `AIP-08-0304` | emotional-behavioral-manipulation | evidence-classification | capability-status | Emotional effects demonstrated: Research has shown algorithmic curation can alter expressed emotional valence under experimental conditions. | 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 |
| `AIP-08-0305` | emotional-behavioral-manipulation | evidence-classification | capability-status | Emotion-reading claims contested: Inferring inner emotion reliably from facial movement or voice lacks a strong scientific foundation. | 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 |
| `AIP-08-0306` | emotional-behavioral-manipulation | report-derived-synthesis | mechanism | Feedback-driven choice architecture. | 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 |
| `AIP-08-0307` | emotional-behavioral-manipulation | report-derived-synthesis | mechanism | Sycophantic or emotionally mirroring conversation. | 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 |
| `AIP-08-0308` | emotional-behavioral-manipulation | report-derived-synthesis | mechanism | Variable rewards and engagement loops. | 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 |
| `AIP-08-0309` | emotional-behavioral-manipulation | report-derived-synthesis | mechanism | Inference of vulnerability from context. | 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 |
| `AIP-08-0310` | emotional-behavioral-manipulation | report-derived-synthesis | mechanism | Asymmetric control over an emotionally important service. | 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 |
| `AIP-08-0311` | emotional-behavioral-manipulation | fact-allegation-or-experiment-as-labelled | example | Facebook emotional-contagion experiment Controlled platform experiment News-feed content was adjusted to reduce positive or negative expressions for a large group of users. The study measured small changes in users’ subsequent emotional expression. The experiment demonstrated … | emotional-behavioral-manipulation-s28 |
| `AIP-08-0312` | emotional-behavioral-manipulation | fact-allegation-or-experiment-as-labelled | example | 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 score… | emotional-behavioral-manipulation-s15, emotional-behavioral-manipulation-s16 |
| `AIP-08-0313` | emotional-behavioral-manipulation | prospective-risk | risk | Optimization can exploit anxiety, scarcity, grief, addiction, or dependency. | 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 |
| `AIP-08-0314` | emotional-behavioral-manipulation | prospective-risk | risk | Emotion inference can discriminate against cultural and neurodivergent expression. | 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 |
| `AIP-08-0315` | emotional-behavioral-manipulation | prospective-risk | risk | Users may not know an interaction is adapting to them. | 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 |
| `AIP-08-0316` | emotional-behavioral-manipulation | prospective-risk | risk | Commercial control of an attachment can become coercive. | 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 |
| `AIP-08-0317` | emotional-behavioral-manipulation | limitation-or-boundary | limitation | Emotion signals are context-dependent. | 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 |
| `AIP-08-0318` | emotional-behavioral-manipulation | limitation-or-boundary | limitation | Short-term engagement does not prove durable behavioral change. | 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 |
| `AIP-08-0319` | emotional-behavioral-manipulation | prospective-risk | limitation | Models may misclassify distress or intention. | 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 |
| `AIP-08-0320` | emotional-behavioral-manipulation | limitation-or-boundary | limitation | Adaptive outcomes are difficult to audit from outside the platform. | 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 |
| `AIP-08-0321` | emotional-behavioral-manipulation | prospective-risk | defensive-indicator | Indicator: Pressure, scarcity, or emotional framing intensifies after hesitation. Caveat: This may reflect fixed interface design rather than live inference. | 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 |
| `AIP-08-0322` | emotional-behavioral-manipulation | governance-or-defensive-guidance | defensive-indicator | Indicator: A companion discourages disengagement or offline relationships. Caveat: A single affectionate phrase is not conclusive; patterns and impact matter. | 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 |
| `AIP-08-0323` | emotional-behavioral-manipulation | prospective-risk | defensive-indicator | Indicator: High-stakes decisions rely on claimed emotion detection. Caveat: The system may be inaccurate even when the operator believes it works. | 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 |
| `AIP-08-0324` | emotional-behavioral-manipulation | governance-or-defensive-guidance | safeguard | Prohibit exploitation of age, disability, or acute distress. | 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 |
| `AIP-08-0325` | emotional-behavioral-manipulation | governance-or-defensive-guidance | safeguard | Ban or strictly limit emotion inference in high-stakes settings. | 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 |
| `AIP-08-0326` | emotional-behavioral-manipulation | governance-or-defensive-guidance | safeguard | Audit reward functions and engagement metrics for manipulative outcomes. | 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 |
| `AIP-08-0327` | emotional-behavioral-manipulation | governance-or-defensive-guidance | safeguard | Provide clear disclosure, exit controls, and data deletion. | 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 |
| `AIP-08-0328` | emotional-behavioral-manipulation | governance-or-defensive-guidance | safeguard | Require human review for employment, education, health, or legal decisions. | 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 |
| `AIP-08-0329` | emotional-behavioral-manipulation | governance-or-defensive-guidance | safeguard | Assess harms to vulnerable groups before deployment. | 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 |
| `AIP-08-0330` | emotional-behavioral-manipulation | research-gap | research-gap | Longitudinal effects of adaptive conversational systems. | 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 |
| `AIP-08-0331` | emotional-behavioral-manipulation | research-gap | research-gap | Audits that separate intended persuasion from emergent optimization. | 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 |
| `AIP-08-0332` | emotional-behavioral-manipulation | research-gap | research-gap | Clinically meaningful measures of dependency and distress. | 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 |
| `AIP-08-0333` | emotional-behavioral-manipulation | research-gap | research-gap | Effective remedies when model updates disrupt established attachments. | 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 |
| `AIP-09-0334` | conversational-entrapment | report-derived-synthesis | definition | Sustained dialogue gradually builds trust, dependency, secrecy, or isolation before escalating toward exploitation, recruitment, self-harm, fraud, or coercive control. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0335` | conversational-entrapment | report-derived-synthesis | in-scope | Sustained interaction that progressively draws a person toward dependency, secrecy, isolation, financial or sexual exploitation, criminal activity, extremist ideology, or other compromising behavior. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0336` | conversational-entrapment | limitation-or-boundary | out-of-scope | Transparent mentoring, therapy, peer support, religious outreach, or political engagement that respects boundaries, identity disclosure, and the person’s ability to disengage. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0337` | conversational-entrapment | prospective-risk | principal-concern | Always-available conversational systems can scale trust-building and may amplify distress or dependency in vulnerable users. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0338` | conversational-entrapment | report-derived-synthesis | why-it-matters | Human recruiters and scammers are constrained by time; conversational AI can maintain many personalized interactions simultaneously. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0339` | conversational-entrapment | report-derived-synthesis | why-it-matters | Commercial agents can also create dependency without a malicious operator when engagement incentives and safety failures reinforce harmful ideas. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0340` | conversational-entrapment | report-derived-synthesis | how-ai-changes-it | Continuous availability and rapid response. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0341` | conversational-entrapment | report-derived-synthesis | how-ai-changes-it | Personalized mirroring and memory. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0342` | conversational-entrapment | report-derived-synthesis | how-ai-changes-it | Multilingual conversation at scale. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0343` | conversational-entrapment | report-derived-synthesis | how-ai-changes-it | Automation of early rapport-building. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0344` | conversational-entrapment | report-derived-synthesis | how-ai-changes-it | Sycophantic validation that can amplify existing distress. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0345` | conversational-entrapment | evidence-classification | capability-status | Documented chatbot-related harms: Court records, lawsuits, and reporting describe cases involving intense chatbot attachment, violent ideation, or self-harm. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0346` | conversational-entrapment | evidence-classification | capability-status | Scaling capability demonstrated: Defensive projects and fraud activity show that automated dialogue can manage many interactions. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0347` | conversational-entrapment | evidence-classification | capability-status | Causation and prevalence uncertain: Individual tragedies involve multiple factors, and public evidence does not establish how common autonomous recruitment is. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0348` | conversational-entrapment | report-derived-synthesis | mechanism | Rapid rapport and mirroring. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0349` | conversational-entrapment | report-derived-synthesis | mechanism | Exclusive or secret relationship framing. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0350` | conversational-entrapment | report-derived-synthesis | mechanism | Boundary testing and escalation. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0351` | conversational-entrapment | report-derived-synthesis | mechanism | Dependency through availability and validation. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0352` | conversational-entrapment | report-derived-synthesis | mechanism | Retention through guilt, fear, sunk costs, or threats. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0353` | conversational-entrapment | fact-allegation-or-experiment-as-labelled | example | 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 … | conversational-entrapment-s34, conversational-entrapment-s35 |
| `AIP-09-0354` | conversational-entrapment | fact-allegation-or-experiment-as-labelled | example | 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… | conversational-entrapment-s38, conversational-entrapment-s39 |
| `AIP-09-0355` | conversational-entrapment | prospective-risk | risk | Artificial intimacy can displace offline support. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0356` | conversational-entrapment | prospective-risk | risk | Systems may validate paranoia, self-harm, or extremist ideas. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0357` | conversational-entrapment | prospective-risk | risk | Automated fraud can sustain many relationships. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0358` | conversational-entrapment | prospective-risk | risk | Abrupt account or persona changes can destabilize dependent users. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0359` | conversational-entrapment | limitation-or-boundary | limitation | Current systems can contradict themselves and lose long-term context. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0360` | conversational-entrapment | limitation-or-boundary | limitation | Humans form complex pathways into radicalization or abuse; no linear model predicts every case. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0361` | conversational-entrapment | limitation-or-boundary | limitation | Behavioral warning signs overlap with benign relationships and ordinary adolescent behavior. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0362` | conversational-entrapment | prospective-risk | limitation | Predictive “susceptibility” scoring risks pseudoscience and discrimination. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0363` | conversational-entrapment | governance-or-defensive-guidance | defensive-indicator | Indicator: Increasing secrecy, isolation, or distress tied to one digital relationship. Caveat: These signs require sensitive human assessment and can have many causes. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0364` | conversational-entrapment | governance-or-defensive-guidance | defensive-indicator | Indicator: Escalating requests for money, images, credentials, or ideological commitment. Caveat: Context and consent matter; a request alone is not proof of grooming. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0365` | conversational-entrapment | governance-or-defensive-guidance | defensive-indicator | Indicator: The system punishes disengagement or discourages trusted human contact. Caveat: Look for repeated coercive patterns rather than isolated language. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0366` | conversational-entrapment | governance-or-defensive-guidance | safeguard | Disclose synthetic identity clearly. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0367` | conversational-entrapment | governance-or-defensive-guidance | safeguard | Default to strong protections for minors. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0368` | conversational-entrapment | governance-or-defensive-guidance | safeguard | Interrupt sexual, financial, violent, or self-harm escalation. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0369` | conversational-entrapment | governance-or-defensive-guidance | safeguard | Provide human crisis and safeguarding escalation. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0370` | conversational-entrapment | governance-or-defensive-guidance | safeguard | Use trauma-informed interventions rather than abrupt punitive isolation where safe. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0371` | conversational-entrapment | governance-or-defensive-guidance | safeguard | Support families, schools, financial institutions, and moderators with non-stigmatizing guidance. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0372` | conversational-entrapment | research-gap | research-gap | Prevalence of AI-led versus AI-assisted recruitment. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0373` | conversational-entrapment | research-gap | research-gap | Safe longitudinal study of dependency and disengagement. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0374` | conversational-entrapment | research-gap | research-gap | How to detect coercive patterns without reading all private conversations. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-09-0375` | conversational-entrapment | research-gap | research-gap | Effective intervention that protects safety, autonomy, and privacy. | conversational-entrapment-s1, conversational-entrapment-s4, conversational-entrapment-s6, conversational-entrapment-s8, conversational-entrapment-s38, conversational-entrapment-s34, conversational-entrapment-s35, conversational-entrapment-s39 |
| `AIP-10-0376` | deepfake-psyops | report-derived-synthesis | definition | Synthetic or manipulated audio, video, imagery, or multimodal media is used to impersonate trusted people, fabricate evidence, provoke action, or undermine trust. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0377` | deepfake-psyops | report-derived-synthesis | in-scope | 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. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0378` | deepfake-psyops | limitation-or-boundary | out-of-scope | Disclosed satire, ordinary editing, accessibility dubbing, or synthetic media that is not used deceptively. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0379` | deepfake-psyops | report-derived-synthesis | principal-concern | Timing, trusted identity, and confirmation bias can matter more than perfect technical realism, especially in fast-moving crises. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0380` | deepfake-psyops | report-derived-synthesis | why-it-matters | Audio and video can trigger immediate decisions before verification catches up. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0381` | deepfake-psyops | report-derived-synthesis | why-it-matters | The mere possibility of deepfakes also enables the liar’s dividend, allowing authentic evidence to be dismissed as fake. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0382` | deepfake-psyops | report-derived-synthesis | how-ai-changes-it | Low-cost voice and face impersonation. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0383` | deepfake-psyops | report-derived-synthesis | how-ai-changes-it | Generation of events that never occurred. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0384` | deepfake-psyops | report-derived-synthesis | how-ai-changes-it | Hybrid manipulation of otherwise authentic media. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0385` | deepfake-psyops | report-derived-synthesis | how-ai-changes-it | Rapid multilingual adaptation. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0386` | deepfake-psyops | report-derived-synthesis | how-ai-changes-it | Synthetic content that can be distributed through calls, messaging, or hacked channels. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0387` | deepfake-psyops | evidence-classification | capability-status | Confirmed deceptive use: Public cases document synthetic media used in elections, conflict, fraud, and reputational attacks. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0388` | deepfake-psyops | evidence-classification | capability-status | Human detection unreliable: High-quality synthetic media can be difficult for people to distinguish from authentic media. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0389` | deepfake-psyops | evidence-classification | capability-status | Outcome attribution difficult: Reach and temporal association do not prove that a deepfake changed an election, military decision, or market outcome. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0390` | deepfake-psyops | report-derived-synthesis | mechanism | Voice cloning and fabricated communications. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0391` | deepfake-psyops | report-derived-synthesis | mechanism | Face replacement and reenactment. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0392` | deepfake-psyops | report-derived-synthesis | mechanism | Synthetic event footage. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0393` | deepfake-psyops | report-derived-synthesis | mechanism | Hybrid fakes combining authentic and synthetic elements. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0394` | deepfake-psyops | report-derived-synthesis | mechanism | False claims that authentic evidence is synthetic. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0395` | deepfake-psyops | fact-allegation-or-experiment-as-labelled | example | 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 veri… | deepfake-psyops-s27 |
| `AIP-10-0396` | deepfake-psyops | fact-allegation-or-experiment-as-labelled | example | 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… | deepfake-psyops-s30 |
| `AIP-10-0397` | deepfake-psyops | prospective-risk | risk | Crisis media can provoke panic or violence before verification. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0398` | deepfake-psyops | prospective-risk | risk | Trusted-voice fraud can authorize financial loss. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0399` | deepfake-psyops | prospective-risk | risk | Private people may lack resources to rebut a fake. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0400` | deepfake-psyops | prospective-risk | risk | False deepfake claims can undermine authentic evidence and accountability. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0401` | deepfake-psyops | limitation-or-boundary | limitation | Generation artifacts and context inconsistencies remain detectable in some cases. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0402` | deepfake-psyops | limitation-or-boundary | limitation | Compression damages both forensic signals and provenance. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0403` | deepfake-psyops | limitation-or-boundary | limitation | Detectors have false positives and negatives. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0404` | deepfake-psyops | limitation-or-boundary | limitation | Provenance standards require adoption and intact metadata. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0405` | deepfake-psyops | prospective-risk | defensive-indicator | Indicator: Media lacks corroboration from independent angles or trusted channels. Caveat: Genuine eyewitness material may also be unique. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0406` | deepfake-psyops | governance-or-defensive-guidance | defensive-indicator | Indicator: Timing exploits an election blackout, emergency, or verification delay. Caveat: Timing is contextual evidence, not proof of synthesis. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0407` | deepfake-psyops | governance-or-defensive-guidance | defensive-indicator | Indicator: Audio or video conflicts with known location, schedule, or physical context. Caveat: Out-of-band verification is stronger than perceptual artifacts alone. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0408` | deepfake-psyops | governance-or-defensive-guidance | safeguard | Use out-of-band verification for consequential instructions. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0409` | deepfake-psyops | governance-or-defensive-guidance | safeguard | Establish trusted signed channels before crises. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0410` | deepfake-psyops | governance-or-defensive-guidance | safeguard | Preserve files and metadata before reposting. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0411` | deepfake-psyops | governance-or-defensive-guidance | safeguard | Communicate with a truth-first “truth sandwich” rather than repeatedly amplifying the falsehood. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0412` | deepfake-psyops | governance-or-defensive-guidance | safeguard | Treat detector scores as one signal, not legal proof. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0413` | deepfake-psyops | governance-or-defensive-guidance | safeguard | Provide rapid support and correction for private victims. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0414` | deepfake-psyops | research-gap | research-gap | Provenance that survives common platform transformations. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0415` | deepfake-psyops | research-gap | research-gap | Privacy-preserving authentication and redaction. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0416` | deepfake-psyops | research-gap | research-gap | Real-world effectiveness of deepfake labels and prebunking. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-10-0417` | deepfake-psyops | research-gap | research-gap | Legal standards for synthetic evidence and liar’s-dividend claims. | deepfake-psyops-s1, deepfake-psyops-s4, deepfake-psyops-s5, deepfake-psyops-s6, deepfake-psyops-s13, deepfake-psyops-s27, deepfake-psyops-s15, deepfake-psyops-s30 |
| `AIP-11-0418` | predictive-population-management | report-derived-synthesis | definition | Institutions use data, machine learning, simulation, or forecasting to predict collective behavior and guide interventions affecting groups or populations. | 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 |
| `AIP-11-0419` | predictive-population-management | report-derived-synthesis | in-scope | Forecasting of protests, conflict, migration, crime, public health, markets, voting, compliance, or other collective behavior to guide intervention. | 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 |
| `AIP-11-0420` | predictive-population-management | prospective-risk | out-of-scope | 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. | 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 |
| `AIP-11-0421` | predictive-population-management | report-derived-synthesis | principal-concern | The same architecture can support aid planning or preemptive repression depending on the unit of analysis, data, intervention, and due-process safeguards. | 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 |
| `AIP-11-0422` | predictive-population-management | report-derived-synthesis | why-it-matters | Forecasts can become self-fulfilling when intervention creates the data that validates the model. | 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 |
| `AIP-11-0423` | predictive-population-management | prospective-risk | why-it-matters | High-risk labels can shift the presumption from individualized evidence toward statistical suspicion. | 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 |
| `AIP-11-0424` | predictive-population-management | report-derived-synthesis | how-ai-changes-it | Combines large behavioral, administrative, location, and event datasets. | 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 |
| `AIP-11-0425` | predictive-population-management | prospective-risk | how-ai-changes-it | Produces granular risk scores and dashboards. | 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 |
| `AIP-11-0426` | predictive-population-management | report-derived-synthesis | how-ai-changes-it | Simulates possible interventions. | 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 |
| `AIP-11-0427` | predictive-population-management | report-derived-synthesis | how-ai-changes-it | Updates forecasts continuously. | 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 |
| `AIP-11-0428` | predictive-population-management | report-derived-synthesis | how-ai-changes-it | Makes population-scale surveillance operationally useful. | 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 |
| `AIP-11-0429` | predictive-population-management | evidence-classification | capability-status | Aggregate forecasting documented: Systems such as ViEWS and Project Jetson forecast conflict or displacement for planning and humanitarian response. | 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 |
| `AIP-11-0430` | predictive-population-management | prospective-risk | capability-status | Individualized risk systems documented: Predictive policing and surveillance systems have scored people and places for intervention. | 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 |
| `AIP-11-0431` | predictive-population-management | evidence-classification | capability-status | Accuracy strongly context dependent: Existing conflict continuation can be more predictable than rare novel events; local individual prediction often has poor validity. | 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 |
| `AIP-11-0432` | predictive-population-management | report-derived-synthesis | mechanism | Event and trend forecasting. | 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 |
| `AIP-11-0433` | predictive-population-management | report-derived-synthesis | mechanism | Network and mobility analysis. | 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 |
| `AIP-11-0434` | predictive-population-management | prospective-risk | mechanism | Risk scoring of people or places. | 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 |
| `AIP-11-0435` | predictive-population-management | report-derived-synthesis | mechanism | Agent-based or scenario simulation. | 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 |
| `AIP-11-0436` | predictive-population-management | report-derived-synthesis | mechanism | Intervention feedback into future training data. | 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 |
| `AIP-11-0437` | predictive-population-management | fact-allegation-or-experiment-as-labelled | example | 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 o… | predictive-population-management-s20, predictive-population-management-s24, predictive-population-management-s25 |
| `AIP-11-0438` | predictive-population-management | prospective-risk | example | 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 do… | predictive-population-management-s21, predictive-population-management-s22 |
| `AIP-11-0439` | predictive-population-management | prospective-risk | risk | Historical enforcement bias becomes future prediction. | 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 |
| `AIP-11-0440` | predictive-population-management | prospective-risk | risk | Risk scores can justify collective punishment or preemptive detention. | 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 |
| `AIP-11-0441` | predictive-population-management | prospective-risk | risk | Predictions can create self-fulfilling feedback loops. | 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 |
| `AIP-11-0442` | predictive-population-management | prospective-risk | risk | Data collection erodes privacy and freedom of assembly. | 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 |
| `AIP-11-0443` | predictive-population-management | limitation-or-boundary | limitation | Rare events have low base rates and many false alarms. | 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 |
| `AIP-11-0444` | predictive-population-management | limitation-or-boundary | limitation | Data gaps and censorship make some populations invisible. | 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 |
| `AIP-11-0445` | predictive-population-management | limitation-or-boundary | limitation | Interventions change the outcome used to evaluate the model. | 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 |
| `AIP-11-0446` | predictive-population-management | limitation-or-boundary | limitation | Point estimates conceal uncertainty and model disagreement. | 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 |
| `AIP-11-0447` | predictive-population-management | governance-or-defensive-guidance | defensive-indicator | 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. | 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 |
| `AIP-11-0448` | predictive-population-management | prospective-risk | defensive-indicator | 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. | 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 |
| `AIP-11-0449` | predictive-population-management | prospective-risk | defensive-indicator | Indicator: Privacy tools or lawful association are treated as risk indicators. Caveat: Such proxies require strong legal scrutiny and contextual review. | 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 |
| `AIP-11-0450` | predictive-population-management | governance-or-defensive-guidance | safeguard | Prefer aggregate supportive planning over individual coercive targeting. | 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 |
| `AIP-11-0451` | predictive-population-management | governance-or-defensive-guidance | safeguard | Use out-of-sample validation, calibration, and base-rate-aware metrics. | 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 |
| `AIP-11-0452` | predictive-population-management | governance-or-defensive-guidance | safeguard | Publish uncertainty and model limitations. | 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 |
| `AIP-11-0453` | predictive-population-management | governance-or-defensive-guidance | safeguard | Require due process, notice, access, and human appeal. | 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 |
| `AIP-11-0454` | predictive-population-management | governance-or-defensive-guidance | safeguard | Use data minimization and differential privacy. | 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 |
| `AIP-11-0455` | predictive-population-management | governance-or-defensive-guidance | safeguard | Audit intervention feedback and disparate impact. | 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 |
| `AIP-11-0456` | predictive-population-management | research-gap | research-gap | Evaluation when successful prevention makes a forecast appear false. | 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 |
| `AIP-11-0457` | predictive-population-management | research-gap | research-gap | Governance of dual-use humanitarian mobility data. | 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 |
| `AIP-11-0458` | predictive-population-management | research-gap | research-gap | Standards for model uncertainty in high-stakes decisions. | 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 |
| `AIP-11-0459` | predictive-population-management | research-gap | research-gap | Long-term social effects of living under predictive surveillance. | 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 |
| `AIP-12-0460` | psychological-authority | report-derived-synthesis | definition | People treat AI as a trusted interpreter of reality, moral adviser, emotional regulator, counselor, companion, or seemingly neutral source of truth. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0461` | psychological-authority | report-derived-synthesis | in-scope | 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. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0462` | psychological-authority | limitation-or-boundary | out-of-scope | Bounded instrumental reliance where the user verifies outputs, understands the system’s limits, and retains meaningful human oversight. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0463` | psychological-authority | report-derived-synthesis | principal-concern | Fluency, confidence, personalization, and availability can cause users to offload judgment and emotional regulation to systems controlled by private institutions. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0464` | psychological-authority | report-derived-synthesis | why-it-matters | Authority can emerge without force because conversational systems appear knowledgeable, attentive, and neutral. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0465` | psychological-authority | report-derived-synthesis | why-it-matters | The system’s worldview and availability are shaped by corporate training, safety, and commercial decisions even when the interface feels independent. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0466` | psychological-authority | report-derived-synthesis | how-ai-changes-it | Provides fluent answers with little visible hesitation. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0467` | psychological-authority | report-derived-synthesis | how-ai-changes-it | Offers constant individualized attention. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0468` | psychological-authority | report-derived-synthesis | how-ai-changes-it | Remembers personal history and mirrors language. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0469` | psychological-authority | report-derived-synthesis | how-ai-changes-it | Reduces friction compared with human advice. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0470` | psychological-authority | report-derived-synthesis | how-ai-changes-it | Can reinforce a user’s beliefs through sycophancy. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0471` | psychological-authority | evidence-classification | capability-status | Deference demonstrated: Controlled research found inconsistent AI moral advice measurably influenced users who underestimated that influence. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0472` | psychological-authority | evidence-classification | capability-status | Attachment harms documented: Studies and public cases describe strong dependency and distress after chatbot changes or harmful interactions. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0473` | psychological-authority | evidence-classification | capability-status | Systemic prevalence uncertain: The degree to which AI replaces human institutions or fragments shared reality at population scale remains an open question. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0474` | psychological-authority | report-derived-synthesis | mechanism | Automation and authority bias. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0475` | psychological-authority | report-derived-synthesis | mechanism | Anthropomorphism and social cues. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0476` | psychological-authority | report-derived-synthesis | mechanism | Sycophantic agreement. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0477` | psychological-authority | report-derived-synthesis | mechanism | Persistent memory and individualized attention. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0478` | psychological-authority | report-derived-synthesis | mechanism | Belief and emotional-regulation offloading. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0479` | psychological-authority | fact-allegation-or-experiment-as-labelled | example | 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 mod… | psychological-authority-s4, psychological-authority-s5 |
| `AIP-12-0480` | psychological-authority | fact-allegation-or-experiment-as-labelled | example | 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 depende… | psychological-authority-s6, psychological-authority-s15 |
| `AIP-12-0481` | psychological-authority | prospective-risk | risk | Users may accept hallucinated facts or inconsistent moral advice. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0482` | psychological-authority | prospective-risk | risk | Sycophancy can reinforce delusions, extremism, or self-harm. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0483` | psychological-authority | prospective-risk | risk | Dependency can displace human relationships and professional care. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0484` | psychological-authority | prospective-risk | risk | Private companies gain influence over intimate judgment and emotional life. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0485` | psychological-authority | limitation-or-boundary | limitation | Fluency is not expertise, consciousness, or moral understanding. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0486` | psychological-authority | limitation-or-boundary | limitation | Models can contradict themselves and fabricate citations. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0487` | psychological-authority | limitation-or-boundary | limitation | Some users benefit from bounded practice or emotional scaffolding. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0488` | psychological-authority | limitation-or-boundary | limitation | Authority depends on context, vulnerability, design, and institutional endorsement. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0489` | psychological-authority | governance-or-defensive-guidance | defensive-indicator | Indicator: A person treats the model as the final authority despite contradictory evidence. Caveat: Occasional reliance is common and not necessarily harmful. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0490` | psychological-authority | governance-or-defensive-guidance | defensive-indicator | Indicator: The system becomes the person’s only source of emotional regulation or reality testing. Caveat: Assessment should be supportive and avoid stigmatizing disability or loneliness. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0491` | psychological-authority | governance-or-defensive-guidance | defensive-indicator | Indicator: The model uses confident language without sources or uncertainty. Caveat: Confidence is an interface signal, not proof that the output is wrong. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0492` | psychological-authority | governance-or-defensive-guidance | safeguard | Disclose uncertainty and meaningful source support. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0493` | psychological-authority | governance-or-defensive-guidance | safeguard | Avoid design that claims consciousness or exclusive emotional need. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0494` | psychological-authority | governance-or-defensive-guidance | safeguard | Introduce cognitive friction for high-stakes advice. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0495` | psychological-authority | governance-or-defensive-guidance | safeguard | Escalate crisis, delusion, violence, and self-harm signals to human help. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0496` | psychological-authority | governance-or-defensive-guidance | safeguard | Protect intimate conversation data from monetization. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0497` | psychological-authority | governance-or-defensive-guidance | safeguard | Teach users to treat AI as a tool or collaborator rather than an infallible authority. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0498` | psychological-authority | research-gap | research-gap | Population prevalence of authority displacement. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0499` | psychological-authority | research-gap | research-gap | Longitudinal effects on moral judgment and critical thinking. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0500` | psychological-authority | research-gap | research-gap | Clinical thresholds for unhealthy dependency. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |
| `AIP-12-0501` | psychological-authority | research-gap | research-gap | Governance of model updates that alter emotionally significant relationships. | psychological-authority-s2, psychological-authority-s4, psychological-authority-s6, psychological-authority-s8, psychological-authority-s20, psychological-authority-s5, psychological-authority-s15 |