{
  "schema": "vqv.terminal.topic_page.v1",
  "generated_at": "2026-08-26T13:23:37.511634+00:00",
  "topic": {
    "slug": "ai-safety-scams",
    "name": "AI Safety & Scams",
    "category": "safety",
    "description": "Deepfake scams, impersonation, consumer fraud, privacy risk, practical safety guidance, and AI-related abuse that affects ordinary people.",
    "url": "/t/ai-safety-scams/",
    "api_url": "/terminal/topics/ai-safety-scams/index.json",
    "total": 9,
    "counts": {
      "total": 9,
      "today": 0,
      "last_24h": 0,
      "last_7d": 1,
      "source_backed": 5,
      "watch": 3,
      "low_signal": 1,
      "latest_activity": "2026-08-19T15:45:29+00:00"
    },
    "latest_activity": "2026-08-19T15:45:29+00:00",
    "page_count": 1,
    "page_size": 50,
    "connected_entity_counts": {
      "companies": 5,
      "models": 3,
      "products": 4
    },
    "public_event_count": 0
  },
  "pagination": {
    "page": 1,
    "page_size": 50,
    "page_count": 1,
    "signal_count": 9,
    "has_previous": false,
    "has_next": false,
    "previous_path": "",
    "next_path": "",
    "canonical_path": "/t/ai-safety-scams/"
  },
  "signals": [
    {
      "title": "Meta ran ads for an app promising to nudify female politicians",
      "summary": "One ad featured a pornographic video with deepfake closely resembling a US politician.",
      "why_it_matters": "",
      "why_this_is_here": "Why this is here: VQV included this because it remains a relevant public signal for AI Safety & Scams, with source context readers can inspect.",
      "label": "WATCH",
      "signal_strength": 84,
      "score": 54.44,
      "public_interest": {
        "score": 39,
        "editorial_category": "CREATOR TOOLS",
        "version": "v1",
        "reasons": [
          "editorial category: CREATOR TOOLS",
          "recognizable entity: Meta",
          "passes high signal-strength gate"
        ],
        "components": {
          "recognizable_entity_score": 73,
          "practical_impact_score": 0,
          "novelty_interest_score": 48,
          "consequence_score": 26,
          "curiosity_score": 16,
          "shareability_score": 53
        }
      },
      "what_this_means_for_you": "",
      "reader_depth": "GENERAL",
      "editorial_freshness": {
        "band": "archive-level",
        "age_hours": 165.64
      },
      "topic": {
        "name": "AI Safety & Scams",
        "slug": "ai-safety-scams",
        "url": "/t/ai-safety-scams/"
      },
      "source": {
        "name": "Ars Technica AI",
        "type": "rss",
        "domain": "arstechnica.com",
        "url": "https://arstechnica.com/ai/2026/08/meta-ran-ads-for-an-app-promising-to-nudify-female-politicians/",
        "source_page": "/source/ars-technica-ai/"
      },
      "urls": {
        "signal_page": "/s/qFw8F/",
        "topic_anchor": "/t/ai-safety-scams/#signal-20d202cc15",
        "short_url": "https://vqv.me/qFw8F"
      },
      "share_text": "Meta ran ads for an app promising to nudify female politicians A quick look at what changed and why it matters.",
      "reposts": 0,
      "published_at": "2026-08-19T15:45:29+00:00",
      "fetched_at": "2026-08-26T13:18:44+00:00",
      "ai_assisted_summary": false,
      "id": "20d202cc15",
      "url_hash": "e46d998199a87f5b3ff8790730202cfd2734a9d4f84844831b03550e8223f259",
      "short_code": "qFw8F",
      "source_title": "Meta ran ads for an app promising to nudify female politicians",
      "source_snippet": "One ad featured a pornographic video with deepfake closely resembling a US politician.",
      "seen_at": "2026-08-19T15:45:29+00:00",
      "prominence_tier": "watch",
      "buckets": {
        "companies": [
          "Meta"
        ],
        "models": [],
        "products": [],
        "topic": "ai-safety-scams",
        "reader_depth": "GENERAL",
        "editorial_category": "CREATOR TOOLS"
      },
      "display_seen_at": "2026-08-19 15:45 UTC",
      "is_early": false,
      "primary_action_url": "/s/qFw8F/",
      "primary_action_label": "Open signal",
      "source_action_label": "Original source",
      "copy_url": "https://vqv.me/qFw8F",
      "category": "CREATOR TOOLS",
      "label_class": "watch"
    },
    {
      "title": "A survey of AI-generated voices and their detection",
      "summary": "The ability of artificial intelligence (AI) models to generate highly realistic human voices has advanced rapidly. These technologies power accessibility tools, virtual assistants and creative applications, but they also enable harmful uses, including imperso...",
      "why_it_matters": "",
      "why_this_is_here": "Why this is here: VQV included this because it remains a relevant public signal for AI Safety & Scams, with source context readers can inspect.",
      "label": "WATCH",
      "signal_strength": 93,
      "score": 54.36,
      "public_interest": {
        "score": 28,
        "editorial_category": "SECURITY",
        "version": "v1",
        "reasons": [
          "editorial category: SECURITY",
          "passes high signal-strength gate"
        ],
        "components": {
          "recognizable_entity_score": 0,
          "practical_impact_score": 20,
          "novelty_interest_score": 48,
          "consequence_score": 50,
          "curiosity_score": 32,
          "shareability_score": 41
        }
      },
      "what_this_means_for_you": "Security-conscious readers may want to review the source and watch for practical exposure or mitigation details.",
      "reader_depth": "PRACTICAL",
      "editorial_freshness": {
        "band": "archive-level",
        "age_hours": 256.4
      },
      "topic": {
        "name": "AI Safety & Scams",
        "slug": "ai-safety-scams",
        "url": "/t/ai-safety-scams/"
      },
      "source": {
        "name": "arXiv",
        "type": "arxiv",
        "domain": "arxiv.org",
        "url": "http://arxiv.org/abs/2608.15411v1",
        "source_page": "/source/arxiv/"
      },
      "urls": {
        "signal_page": "/s/J1fY5/",
        "topic_anchor": "/t/ai-safety-scams/#signal-5a88d031bd",
        "short_url": "https://vqv.me/J1fY5"
      },
      "share_text": "A survey of AI-generated voices and their detection Security-conscious readers may want to review the source and watch for practical exposure or mitigation details.",
      "reposts": 0,
      "published_at": "2026-08-15T20:59:31+00:00",
      "fetched_at": "2026-08-26T13:18:44+00:00",
      "ai_assisted_summary": false,
      "id": "5a88d031bd",
      "url_hash": "64f1357410fbf033322a086f2577228ecb0378ad85b78df7605a3609a46c7798",
      "short_code": "J1fY5",
      "source_title": "A survey of AI-generated voices and their detection",
      "source_snippet": "The ability of artificial intelligence (AI) models to generate highly realistic human voices has advanced rapidly. These technologies power accessibility tools, virtual assistants and creative applications, but they also enable harmful uses, including impersonation, fraud and disinformation. Recent incidents of...",
      "seen_at": "2026-08-15T20:59:31+00:00",
      "prominence_tier": "watch",
      "buckets": {
        "companies": [],
        "models": [],
        "products": [],
        "topic": "ai-safety-scams",
        "reader_depth": "PRACTICAL",
        "editorial_category": "SECURITY"
      },
      "display_seen_at": "2026-08-15 20:59 UTC",
      "is_early": false,
      "primary_action_url": "/s/J1fY5/",
      "primary_action_label": "Open signal",
      "source_action_label": "Original source",
      "copy_url": "https://vqv.me/J1fY5",
      "category": "SECURITY",
      "label_class": "watch"
    },
    {
      "title": "Fake Signups Fuel AI Fraud Through Free Token Scams",
      "summary": "Fake signups are being used to drive AI-related fraud by exploiting free token offers. This tactic is discussed in a Hacker News thread highlighting the risks of such scams.",
      "why_it_matters": "Understanding how fake signups contribute to AI fraud helps in developing better security measures. It also raises awareness about the vulnerabilities in token-based AI service promotions.",
      "why_this_is_here": "Why this is here: VQV included this because it remains a relevant public signal for AI Safety & Scams, with source context readers can inspect.",
      "label": "SOURCE-BACKED",
      "signal_strength": 75,
      "score": 49.08,
      "public_interest": {
        "score": 0,
        "editorial_category": "",
        "version": "v1",
        "reasons": [
          "too_old_for_public_discovery"
        ],
        "components": {
          "recognizable_entity_score": 0,
          "practical_impact_score": 0,
          "novelty_interest_score": 0,
          "consequence_score": 0,
          "curiosity_score": 0,
          "shareability_score": 0
        }
      },
      "what_this_means_for_you": "",
      "reader_depth": "GENERAL",
      "editorial_freshness": {
        "band": "archive-level",
        "age_hours": 357.8
      },
      "topic": {
        "name": "AI Safety & Scams",
        "slug": "ai-safety-scams",
        "url": "/t/ai-safety-scams/"
      },
      "source": {
        "name": "Hacker News",
        "type": "hackernews",
        "domain": "okta.com",
        "url": "https://www.okta.com/blog/threat-intelligence/free_tokens_for_sale/",
        "source_page": "/source/hacker-news/"
      },
      "urls": {
        "signal_page": "/s/P70He/",
        "topic_anchor": "/t/ai-safety-scams/#signal-93cfe74123",
        "short_url": "https://vqv.me/P70He"
      },
      "share_text": "Fake signups are driving AI fraud by exploiting free token offers, highlighting a key security risk in AI service promotions.",
      "reposts": 0,
      "published_at": "2026-08-11T15:35:30+00:00",
      "fetched_at": "2026-08-26T13:18:44+00:00",
      "ai_assisted_summary": true,
      "id": "93cfe74123",
      "url_hash": "a07a2b53bbba1b4711d122574a9563c5144ff9e849da134379622ac70b6b16ed",
      "short_code": "P70He",
      "source_title": "Free tokens for sale: How fake signups drive AI fraud",
      "source_snippet": "",
      "seen_at": "2026-08-11T15:35:30+00:00",
      "prominence_tier": "primary",
      "buckets": {
        "companies": [],
        "models": [],
        "products": [],
        "topic": "ai-safety-scams",
        "reader_depth": "GENERAL",
        "editorial_category": ""
      },
      "display_seen_at": "2026-08-11 15:35 UTC",
      "is_early": false,
      "primary_action_url": "/s/P70He/",
      "primary_action_label": "Open signal",
      "source_action_label": "Original source",
      "copy_url": "https://vqv.me/P70He",
      "category": "",
      "label_class": "source-backed"
    },
    {
      "title": "Android adds fake call detection to combat deepfake scams",
      "summary": "Android has introduced a fake call detection feature aimed at preventing deepfake scams. This new security measure helps users identify and avoid fraudulent calls generated using AI technology.",
      "why_it_matters": "Deepfake scams pose a growing threat by impersonating trusted contacts via phone calls. Android's detection feature enhances user protection against these AI-driven social engineering attacks.",
      "why_this_is_here": "Why this is here: VQV included this because it remains a relevant public signal for AI Safety & Scams, with source context readers can inspect.",
      "label": "SOURCE-BACKED",
      "signal_strength": 77,
      "score": 47.0,
      "public_interest": {
        "score": 0,
        "editorial_category": "",
        "version": "v1",
        "reasons": [
          "too_old_for_public_discovery"
        ],
        "components": {
          "recognizable_entity_score": 0,
          "practical_impact_score": 0,
          "novelty_interest_score": 0,
          "consequence_score": 0,
          "curiosity_score": 0,
          "shareability_score": 0
        }
      },
      "what_this_means_for_you": "",
      "reader_depth": "GENERAL",
      "editorial_freshness": {
        "band": "archive-level",
        "age_hours": 2013.88
      },
      "topic": {
        "name": "AI Safety & Scams",
        "slug": "ai-safety-scams",
        "url": "/t/ai-safety-scams/"
      },
      "source": {
        "name": "Hacker News",
        "type": "hackernews",
        "domain": "blog.google",
        "url": "https://blog.google/security/android-fake-call-detection/",
        "source_page": "/source/hacker-news/"
      },
      "urls": {
        "signal_page": "/s/PFJTm/",
        "topic_anchor": "/t/ai-safety-scams/#signal-718b108694",
        "short_url": "https://vqv.me/PFJTm"
      },
      "share_text": "Android launches fake call detection to help users spot and stop deepfake scam calls using AI technology.",
      "reposts": 0,
      "published_at": "2026-06-03T15:30:34+00:00",
      "fetched_at": "2026-08-26T13:18:44+00:00",
      "ai_assisted_summary": true,
      "id": "718b108694",
      "url_hash": "29c093d5436c1fdf11c1f1c437482292bee673ef322c99b198889991162134e8",
      "short_code": "PFJTm",
      "source_title": "Android introduces fake call detection to stop deepfake scams",
      "source_snippet": "",
      "seen_at": "2026-06-03T15:30:34+00:00",
      "prominence_tier": "primary",
      "buckets": {
        "companies": [],
        "models": [],
        "products": [],
        "topic": "ai-safety-scams",
        "reader_depth": "GENERAL",
        "editorial_category": ""
      },
      "display_seen_at": "2026-06-03 15:30 UTC",
      "is_early": false,
      "primary_action_url": "/s/PFJTm/",
      "primary_action_label": "Open signal",
      "source_action_label": "Original source",
      "copy_url": "https://vqv.me/PFJTm",
      "category": "",
      "label_class": "source-backed"
    },
    {
      "title": "Google launches fake call detection to combat AI impersonation scams",
      "summary": "Google has introduced a fake call detection feature aimed at protecting users from AI-driven deepfake impersonation scams. This technology helps identify and block fraudulent calls that use AI to mimic real voices.",
      "why_it_matters": "As AI-generated deepfake scams become more sophisticated, tools like Google's fake call detection are crucial for safeguarding personal and financial information. This development highlights the growing need for AI safety measures in communication technologies.",
      "why_this_is_here": "Why this is here: VQV included this because it remains a relevant public signal for AI Safety & Scams, with source context readers can inspect.",
      "label": "SOURCE-BACKED",
      "signal_strength": 79,
      "score": 48.92,
      "public_interest": {
        "score": 0,
        "editorial_category": "",
        "version": "v1",
        "reasons": [
          "too_old_for_public_discovery"
        ],
        "components": {
          "recognizable_entity_score": 0,
          "practical_impact_score": 0,
          "novelty_interest_score": 0,
          "consequence_score": 0,
          "curiosity_score": 0,
          "shareability_score": 0
        }
      },
      "what_this_means_for_you": "",
      "reader_depth": "GENERAL",
      "editorial_freshness": {
        "band": "archive-level",
        "age_hours": 2034.09
      },
      "topic": {
        "name": "AI Safety & Scams",
        "slug": "ai-safety-scams",
        "url": "/t/ai-safety-scams/"
      },
      "source": {
        "name": "Hacker News",
        "type": "hackernews",
        "domain": "techcrunch.com",
        "url": "https://techcrunch.com/2026/06/02/google-rolls-out-fake-call-detection-to-protect-against-ai-deepfake-impersonation-scams/",
        "source_page": "/source/hacker-news/"
      },
      "urls": {
        "signal_page": "/s/be0Ls/",
        "topic_anchor": "/t/ai-safety-scams/#signal-4c63b88cb9",
        "short_url": "https://vqv.me/be0Ls"
      },
      "share_text": "Google rolls out fake call detection to protect users from AI-driven deepfake impersonation scams in phone calls.",
      "reposts": 0,
      "published_at": "2026-06-02T19:18:29+00:00",
      "fetched_at": "2026-08-26T13:18:44+00:00",
      "ai_assisted_summary": true,
      "id": "4c63b88cb9",
      "url_hash": "77925e65fdb8794fe7164e42765de834f844f395fe919339d7069e1af1a639cb",
      "short_code": "be0Ls",
      "source_title": "Google rolls out fake call detection to protect against AI impersonation scams",
      "source_snippet": "",
      "seen_at": "2026-06-02T19:18:29+00:00",
      "prominence_tier": "primary",
      "buckets": {
        "companies": [
          "Google"
        ],
        "models": [],
        "products": [],
        "topic": "ai-safety-scams",
        "reader_depth": "GENERAL",
        "editorial_category": ""
      },
      "display_seen_at": "2026-06-02 19:18 UTC",
      "is_early": false,
      "primary_action_url": "/s/be0Ls/",
      "primary_action_label": "Open signal",
      "source_action_label": "Original source",
      "copy_url": "https://vqv.me/be0Ls",
      "category": "",
      "label_class": "source-backed"
    },
    {
      "title": "The Chinese Realtime Deepfake Software Powering Scams Around the World",
      "summary": "Hacker News surfaced this AI signal from 404media.co: The Chinese Realtime Deepfake Software Powering Scams Around the World.",
      "why_it_matters": "",
      "why_this_is_here": "Why this is here: VQV included this because it remains a relevant public signal for AI Safety & Scams, with source context readers can inspect.",
      "label": "LOW SIGNAL",
      "signal_strength": 70,
      "score": 39.8,
      "public_interest": {
        "score": 0,
        "editorial_category": "",
        "version": "v1",
        "reasons": [
          "weak_label:LOW SIGNAL"
        ],
        "components": {
          "recognizable_entity_score": 0,
          "practical_impact_score": 0,
          "novelty_interest_score": 0,
          "consequence_score": 0,
          "curiosity_score": 0,
          "shareability_score": 0
        }
      },
      "what_this_means_for_you": "",
      "reader_depth": "GENERAL",
      "editorial_freshness": {
        "band": "archive-level",
        "age_hours": 2630.23
      },
      "topic": {
        "name": "AI Safety & Scams",
        "slug": "ai-safety-scams",
        "url": "/t/ai-safety-scams/"
      },
      "source": {
        "name": "Hacker News",
        "type": "hackernews",
        "domain": "404media.co",
        "url": "https://www.404media.co/hello-boss-inside-the-chinese-realtime-deepfake-software-powering-scams-around-the-world/",
        "source_page": "/source/hacker-news/"
      },
      "urls": {
        "signal_page": "/s/B9qPL/",
        "topic_anchor": "/t/ai-safety-scams/#signal-6060cba96d",
        "short_url": "https://vqv.me/B9qPL"
      },
      "share_text": "The Chinese Realtime Deepfake Software Powering Scams Around the World A quick look at what changed and why it matters.",
      "reposts": 0,
      "published_at": "2026-05-08T23:09:50+00:00",
      "fetched_at": "2026-08-26T13:18:44+00:00",
      "ai_assisted_summary": false,
      "id": "6060cba96d",
      "url_hash": "a2f5568115e176a6bb2d61711f1cc7d3dd306d23435879be1aae737015421def",
      "short_code": "B9qPL",
      "source_title": "The Chinese Realtime Deepfake Software Powering Scams Around the World",
      "source_snippet": "",
      "seen_at": "2026-05-08T23:09:50+00:00",
      "prominence_tier": "secondary",
      "buckets": {
        "companies": [],
        "models": [],
        "products": [],
        "topic": "ai-safety-scams",
        "reader_depth": "GENERAL",
        "editorial_category": ""
      },
      "display_seen_at": "2026-05-08 23:09 UTC",
      "is_early": true,
      "primary_action_url": "/s/B9qPL/",
      "primary_action_label": "Open signal",
      "source_action_label": "Original source",
      "copy_url": "https://vqv.me/B9qPL",
      "category": "",
      "label_class": "low-signal"
    },
    {
      "title": "AI Deepfake Scams Target Older Adults via Trusted Family Impersonations",
      "summary": "AI-enhanced scams use deepfake technology to create realistic audio and video impersonations of family members, especially grandchildren, to trick older adults into sending money. These scams fabricate urgent scenarios like legal or medical emergencies, making traditional fraud detection cues ineff...",
      "why_it_matters": "The high realism of AI-generated impersonations increases the risk of financial exploitation among vulnerable older adults. Understanding these tactics is crucial for developing better protective measures against evolving AI-driven social engineering attacks.",
      "why_this_is_here": "Why this is here: This signal is recent, source-backed, and connected to activity readers are already following in AI Safety & Scams.",
      "label": "SOURCE-BACKED",
      "signal_strength": 95,
      "score": 58.28,
      "public_interest": {
        "score": 0,
        "editorial_category": "",
        "version": "v1",
        "reasons": [
          "too_old_for_public_discovery"
        ],
        "components": {
          "recognizable_entity_score": 0,
          "practical_impact_score": 0,
          "novelty_interest_score": 0,
          "consequence_score": 0,
          "curiosity_score": 0,
          "shareability_score": 0
        }
      },
      "what_this_means_for_you": "",
      "reader_depth": "GENERAL",
      "editorial_freshness": {
        "band": "archive-level",
        "age_hours": 9020.76
      },
      "topic": {
        "name": "AI Safety & Scams",
        "slug": "ai-safety-scams",
        "url": "/t/ai-safety-scams/"
      },
      "source": {
        "name": "arXiv",
        "type": "arxiv",
        "domain": "arxiv.org",
        "url": "http://arxiv.org/abs/2508.11579v1",
        "source_page": "/source/arxiv/"
      },
      "urls": {
        "signal_page": "/s/42ZH8/",
        "topic_anchor": "/t/ai-safety-scams/#signal-94f3a59d23",
        "short_url": "https://vqv.me/42ZH8"
      },
      "share_text": "AI deepfake scams impersonate family members to trick older adults into urgent money transfers, bypassing traditional fraud detection methods.",
      "reposts": 0,
      "published_at": "2025-08-15T16:37:59+00:00",
      "fetched_at": "2026-08-26T13:18:44+00:00",
      "ai_assisted_summary": true,
      "id": "94f3a59d23",
      "url_hash": "9c469a54974fe0d373d7a8643a1adfa392528e6500ec1746aa34c988bf373dce",
      "short_code": "42ZH8",
      "source_title": "Intergenerational Support for Deepfake Scams Targeting Older Adults",
      "source_snippet": "AI-enhanced scams now employ deepfake technology to produce convincing audio and visual impersonations of trusted family members, often grandchildren, in real time. These attacks fabricate urgent scenarios, such as legal or medical emergencies, to socially engineer older adults into transferring money. The realism...",
      "seen_at": "2025-08-15T16:37:59+00:00",
      "prominence_tier": "primary",
      "buckets": {
        "companies": [],
        "models": [],
        "products": [],
        "topic": "ai-safety-scams",
        "reader_depth": "GENERAL",
        "editorial_category": ""
      },
      "display_seen_at": "2025-08-15 16:37 UTC",
      "is_early": false,
      "primary_action_url": "/s/42ZH8/",
      "primary_action_label": "Open signal",
      "source_action_label": "Original source",
      "copy_url": "https://vqv.me/42ZH8",
      "category": "",
      "label_class": "source-backed"
    },
    {
      "title": "LLMs and GenAI Pose Growing Risks to Cybersecurity and Platform Integrity",
      "summary": "Large Language Models (LLMs) and generative AI systems like ChatGPT and Gemini are transforming digital platforms but also raising significant cybersecurity, privacy, and platform integrity challenges. Notably, LLM-assisted malware is projected to increase from 2% in 2021, highlighting escalating r...",
      "why_it_matters": "As LLMs become more integrated into various sectors, their misuse in malware and scams threatens digital trust and safety. Understanding these risks is crucial for developing effective safeguards in AI deployment.",
      "why_this_is_here": "Why this is here: This signal is recent, source-backed, and connected to activity readers are already following in AI Safety & Scams.",
      "label": "SOURCE-BACKED",
      "signal_strength": 95,
      "score": 52.28,
      "public_interest": {
        "score": 0,
        "editorial_category": "",
        "version": "v1",
        "reasons": [
          "too_old_for_public_discovery"
        ],
        "components": {
          "recognizable_entity_score": 0,
          "practical_impact_score": 0,
          "novelty_interest_score": 0,
          "consequence_score": 0,
          "curiosity_score": 0,
          "shareability_score": 0
        }
      },
      "what_this_means_for_you": "",
      "reader_depth": "PRACTICAL",
      "editorial_freshness": {
        "band": "archive-level",
        "age_hours": 10603.34
      },
      "topic": {
        "name": "AI Safety & Scams",
        "slug": "ai-safety-scams",
        "url": "/t/ai-safety-scams/"
      },
      "source": {
        "name": "arXiv",
        "type": "arxiv",
        "domain": "arxiv.org",
        "url": "http://arxiv.org/abs/2506.12088v2",
        "source_page": "/source/arxiv/"
      },
      "urls": {
        "signal_page": "/s/N9vgq/",
        "topic_anchor": "/t/ai-safety-scams/#signal-902fa6673d",
        "short_url": "https://vqv.me/N9vgq"
      },
      "share_text": "LLMs like ChatGPT are reshaping platforms but also increasing cybersecurity risks, with LLM-assisted malware projected to rise significantly from 2021 levels.",
      "reposts": 0,
      "published_at": "2025-06-10T18:03:19+00:00",
      "fetched_at": "2026-08-26T13:18:44+00:00",
      "ai_assisted_summary": true,
      "id": "902fa6673d",
      "url_hash": "01041d49148b71455db726d7a07625933d50fb965b27dfdbc46177e52a3434c0",
      "short_code": "N9vgq",
      "source_title": "Risks & Benefits of LLMs & GenAI for Platform Integrity, Healthcare Diagnostics, Financial Trust and Compliance, Cybersecurity, Privacy & AI Safety: A Comprehensive Survey, Roadmap & Implementation Blueprint",
      "source_snippet": "Large Language Models (LLMs) and generative AI (GenAI) systems, such as ChatGPT, Claude, Gemini, LLaMA, and Copilot (by OpenAI, Anthropic, Google, Meta, and Microsoft, respectively), are reshaping digital platforms and app ecosystems while introducing critical challenges in cybersecurity, privacy, and platform...",
      "seen_at": "2025-06-10T18:03:19+00:00",
      "prominence_tier": "primary",
      "buckets": {
        "companies": [
          "Anthropic",
          "Google",
          "Meta",
          "Microsoft",
          "OpenAI"
        ],
        "models": [
          "Claude",
          "Gemini",
          "Llama"
        ],
        "products": [
          "ChatGPT",
          "Claude",
          "Copilot",
          "Gemini"
        ],
        "topic": "ai-safety-scams",
        "reader_depth": "PRACTICAL",
        "editorial_category": ""
      },
      "display_seen_at": "2025-06-10 18:03 UTC",
      "is_early": false,
      "primary_action_url": "/s/N9vgq/",
      "primary_action_label": "Open signal",
      "source_action_label": "Original source",
      "copy_url": "https://vqv.me/N9vgq",
      "category": "",
      "label_class": "source-backed"
    },
    {
      "title": "What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection",
      "summary": "Recent advances in text-to-speech technologies have enabled realistic voice generation, fueling audio-based deepfake attacks such as fraud and impersonation. While audio anti-spoofing systems are critical for detecting such threats, prior work has predominant...",
      "why_it_matters": "",
      "why_this_is_here": "Why this is here: VQV included this because it remains a relevant public signal for AI Safety & Scams, with source context readers can inspect.",
      "label": "WATCH",
      "signal_strength": 95,
      "score": 51.84,
      "public_interest": {
        "score": 0,
        "editorial_category": "",
        "version": "v1",
        "reasons": [
          "too_old_for_public_discovery"
        ],
        "components": {
          "recognizable_entity_score": 0,
          "practical_impact_score": 0,
          "novelty_interest_score": 0,
          "consequence_score": 0,
          "curiosity_score": 0,
          "shareability_score": 0
        }
      },
      "what_this_means_for_you": "",
      "reader_depth": "TECHNICAL",
      "editorial_freshness": {
        "band": "archive-level",
        "age_hours": 11047.28
      },
      "topic": {
        "name": "AI Safety & Scams",
        "slug": "ai-safety-scams",
        "url": "/t/ai-safety-scams/"
      },
      "source": {
        "name": "arXiv",
        "type": "arxiv",
        "domain": "arxiv.org",
        "url": "http://arxiv.org/abs/2505.17513v1",
        "source_page": "/source/arxiv/"
      },
      "urls": {
        "signal_page": "/s/OdfyH/",
        "topic_anchor": "/t/ai-safety-scams/#signal-7a65766c93",
        "short_url": "https://vqv.me/OdfyH"
      },
      "share_text": "What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection A quick look at the technical signal and source context.",
      "reposts": 0,
      "published_at": "2025-05-23T06:06:37+00:00",
      "fetched_at": "2026-08-26T13:18:44+00:00",
      "ai_assisted_summary": false,
      "id": "7a65766c93",
      "url_hash": "006f67bbba63be6754831f0059868f76be94dc83ef38e84e7481178613494733",
      "short_code": "OdfyH",
      "source_title": "What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection",
      "source_snippet": "Recent advances in text-to-speech technologies have enabled realistic voice generation, fueling audio-based deepfake attacks such as fraud and impersonation. While audio anti-spoofing systems are critical for detecting such threats, prior work has predominantly focused on acoustic-level perturbations, leaving the...",
      "seen_at": "2025-05-23T06:06:37+00:00",
      "prominence_tier": "watch",
      "buckets": {
        "companies": [],
        "models": [],
        "products": [],
        "topic": "ai-safety-scams",
        "reader_depth": "TECHNICAL",
        "editorial_category": ""
      },
      "display_seen_at": "2025-05-23 06:06 UTC",
      "is_early": false,
      "primary_action_url": "/s/OdfyH/",
      "primary_action_label": "Open signal",
      "source_action_label": "Original source",
      "copy_url": "https://vqv.me/OdfyH",
      "category": "",
      "label_class": "watch"
    }
  ]
}