{
  "schema": "vqv.pulse.v1",
  "generated_at": "2026-06-19T08:57:13.532216+00:00",
  "description": "Public VQV topic movement dashboard data. No private logs, credentials, or personal data.",
  "topics": [
    {
      "name": "AI Agents",
      "slug": "ai-agents",
      "category": "ai",
      "description": "Autonomous agents, agentic workflows, browser agents, and AI workflow automation.",
      "url": "/t/ai-agents/",
      "feed_url": "/t/ai-agents/feed.xml",
      "status_label": "HIGH SIGNAL",
      "latest_score": 84.56,
      "ranked_count": 57,
      "strong_count": 26,
      "updated_at": "2026-06-19T05:17:27+00:00",
      "quality": {
        "overall_quality_score": 64,
        "usefulness_label": "USEFUL",
        "source_diversity": "High",
        "noise": "Medium"
      },
      "quick_view": "AI Agents is currently high signal with 57 ranked findings in the latest run. The strongest signal is Measuring Biological Capabilities and Risks of AI Agents from arXiv. Another notable item is AI Agents for Product Managers from Hacker News Newest. Evidence came mainly from Hacker News, arXiv, and Vercel Blog. Useful labels include SOURCE-BACKED, WATCH; 20 weak or noisy matches were down-ranked.",
      "one_line_summary": "AI Agents is currently high signal with 57 ranked findings in the latest run. The strongest signal is Measuring Biological Capabilities and Risks of AI Agents from arXiv..."
    },
    {
      "name": "AI Search",
      "slug": "ai-search",
      "category": "search",
      "description": "Answer engines, retrieval, indexes, web search, and research assistants.",
      "url": "/t/ai-search/",
      "feed_url": "/t/ai-search/feed.xml",
      "status_label": "HIGH SIGNAL",
      "latest_score": 76.6,
      "ranked_count": 51,
      "strong_count": 17,
      "updated_at": "2026-06-19T05:18:42+00:00",
      "quality": {
        "overall_quality_score": 53,
        "usefulness_label": "WEAK",
        "source_diversity": "High",
        "noise": "High"
      },
      "quick_view": "AI Search is currently high signal with 51 ranked findings in the latest run. The strongest signal is CISA Urges Hardening Fortinet Devices After Reports of Credential Exposure from CISA Advisories. Another notable item is Inside the Rage Machine [video] from Hacker News Newest. Evidence came mainly from Hacker News, arXiv, and CISA Advisories. Useful labels include SOURCE-BACKED; 34 weak or noisy matches were down-ranked.",
      "one_line_summary": "AI Search is currently high signal with 51 ranked findings in the latest run. The strongest signal is CISA Urges Hardening Fortinet Devices After Reports of Credential E..."
    },
    {
      "name": "AI Coding Tools",
      "slug": "ai-coding-tools",
      "category": "devtools",
      "description": "Coding assistants, repository agents, IDE copilots, and software-building workflows.",
      "url": "/t/ai-coding-tools/",
      "feed_url": "/t/ai-coding-tools/feed.xml",
      "status_label": "HIGH SIGNAL",
      "latest_score": 78.96,
      "ranked_count": 48,
      "strong_count": 32,
      "updated_at": "2026-06-19T05:17:35+00:00",
      "quality": {
        "overall_quality_score": 66,
        "usefulness_label": "USEFUL",
        "source_diversity": "High",
        "noise": "Medium"
      },
      "quick_view": "AI Coding Tools is currently high signal with 48 ranked findings in the latest run. The strongest signal is Launch HN: TesterArmy (YC P26) \u2013 Agents that test web and mobile apps from Hacker News Front Page. Another notable item is N-Version Programming with Coding Agents from arXiv. Evidence came mainly from Hacker News, arXiv, and GitHub Blog. Useful labels include SOURCE-BACKED, WATCH; 15 weak or noisy matches were down-ranked.",
      "one_line_summary": "AI Coding Tools is currently high signal with 48 ranked findings in the latest run. The strongest signal is Launch HN: TesterArmy (YC P26) \u2013 Agents that test web and mob..."
    },
    {
      "name": "AI Chips",
      "slug": "ai-chips",
      "category": "hardware",
      "description": "Accelerators, GPUs, inference chips, datacenter hardware, and semiconductor news.",
      "url": "/t/ai-chips/",
      "feed_url": "/t/ai-chips/feed.xml",
      "status_label": "MOVING",
      "latest_score": 68.16,
      "ranked_count": 36,
      "strong_count": 13,
      "updated_at": "2026-06-19T05:19:03+00:00",
      "quality": {
        "overall_quality_score": 49,
        "usefulness_label": "WEAK",
        "source_diversity": "High",
        "noise": "High"
      },
      "quick_view": "AI Chips is currently moving with 36 ranked findings in the latest run. The strongest signal is NVIDIA Accelerates Google DeepMind\u2019s DiffusionGemma for Local AI from NVIDIA Blog. Another notable item is NVIDIA Confidential Computing to Help Expand Apple\u2019s Private Cloud Compute from NVIDIA Blog. Evidence came mainly from Hacker News, Vercel Blog, and arXiv. Useful labels include SOURCE-BACKED, WATCH; 20 weak or noisy matches were down-ranked.",
      "one_line_summary": "AI Chips is currently moving with 36 ranked findings in the latest run. The strongest signal is NVIDIA Accelerates Google DeepMind\u2019s DiffusionGemma for Local AI from NVI..."
    },
    {
      "name": "AI Security",
      "slug": "ai-security",
      "category": "security",
      "description": "Model abuse, prompt injection, AI safety tooling, supply chain risk, and red teaming.",
      "url": "/t/ai-security/",
      "feed_url": "/t/ai-security/feed.xml",
      "status_label": "HIGH SIGNAL",
      "latest_score": 75.56,
      "ranked_count": 30,
      "strong_count": 12,
      "updated_at": "2026-06-19T05:19:15+00:00",
      "quality": {
        "overall_quality_score": 54,
        "usefulness_label": "WEAK",
        "source_diversity": "High",
        "noise": "High"
      },
      "quick_view": "AI Security is currently high signal with 30 ranked findings in the latest run. The strongest signal is White House talks with Anthropic shift to setting AI security rules from Hacker News Newest. Another notable item is A Layered Security Framework Against Prompt Injection in RAG-Based Chatbots from arXiv. Evidence came mainly from Hacker News, arXiv, and Google Security Blog. Useful labels include SOURCE-BACKED; 18 weak or noisy matches were down-ranked.",
      "one_line_summary": "AI Security is currently high signal with 30 ranked findings in the latest run. The strongest signal is White House talks with Anthropic shift to setting AI security rul..."
    },
    {
      "name": "Developer Tools",
      "slug": "developer-tools",
      "category": "devtools",
      "description": "Build systems, cloud dev environments, observability, databases, CI, and platform tools.",
      "url": "/t/developer-tools/",
      "feed_url": "/t/developer-tools/feed.xml",
      "status_label": "HIGH SIGNAL",
      "latest_score": 72.24,
      "ranked_count": 30,
      "strong_count": 6,
      "updated_at": "2026-06-19T05:19:31+00:00",
      "quality": {
        "overall_quality_score": 50,
        "usefulness_label": "WEAK",
        "source_diversity": "High",
        "noise": "High"
      },
      "quick_view": "Developer Tools is currently high signal with 30 ranked findings in the latest run. The strongest signal is CLI deployment limits removed from Vercel Blog. Another notable item is Show HN: Khwand \u2013 self-healing CI/CD for AI agents (GitHub App, Python-first) from Hacker News. Evidence came mainly from Hacker News, arXiv, and Vercel Blog. Useful labels include SOURCE-BACKED, WATCH; 21 weak or noisy matches were down-ranked.",
      "one_line_summary": "Developer Tools is currently high signal with 30 ranked findings in the latest run. The strongest signal is CLI deployment limits removed from Vercel Blog. Another notab..."
    },
    {
      "name": "Startup Funding",
      "slug": "startup-funding",
      "category": "startups",
      "description": "Startup rounds, acquisitions, venture funding, and market momentum in AI and devtools.",
      "url": "/t/startup-funding/",
      "feed_url": "/t/startup-funding/feed.xml",
      "status_label": "MOVING",
      "latest_score": 70.6,
      "ranked_count": 28,
      "strong_count": 5,
      "updated_at": "2026-06-19T05:19:23+00:00",
      "quality": {
        "overall_quality_score": 48,
        "usefulness_label": "TOO NOISY",
        "source_diversity": "High",
        "noise": "High"
      },
      "quick_view": "Startup Funding is currently moving with 28 ranked findings in the latest run. The strongest signal is Mitsubishi Electric MELSEC iQ-F Series from CISA Advisories. Another notable item is When your agent extensions fight each other from Microsoft Developer Blog. Evidence came mainly from Hacker News, arXiv, and Microsoft Developer Blog. Useful labels include SOURCE-BACKED, WATCH; 22 weak or noisy matches were down-ranked.",
      "one_line_summary": "Startup Funding is currently moving with 28 ranked findings in the latest run. The strongest signal is Mitsubishi Electric MELSEC iQ-F Series from CISA Advisories. Anoth..."
    },
    {
      "name": "AI Video",
      "slug": "ai-video",
      "category": "media",
      "description": "Generative video models, editing workflows, avatars, and production tooling.",
      "url": "/t/ai-video/",
      "feed_url": "/t/ai-video/feed.xml",
      "status_label": "WATCH",
      "latest_score": 66.68,
      "ranked_count": 28,
      "strong_count": 4,
      "updated_at": "2026-06-19T05:18:03+00:00",
      "quality": {
        "overall_quality_score": 48,
        "usefulness_label": "TOO NOISY",
        "source_diversity": "High",
        "noise": "High"
      },
      "quick_view": "AI Video is currently watch with 28 ranked findings in the latest run. The strongest signal is Depictions of Depression in Generative AI Video Models: A Preliminary Study of OpenAI's Sora 2 from arXiv. Another notable item is Moir\u00e9 Video Authentication: A Physical Signature Against AI Video Generation from arXiv. Evidence came mainly from Hacker News, arXiv, and GitHub. Useful labels include SOURCE-BACKED; 24 weak or noisy matches were down-ranked.",
      "one_line_summary": "AI Video is currently watch with 28 ranked findings in the latest run. The strongest signal is Depictions of Depression in Generative AI Video Models: A Preliminary Stud..."
    },
    {
      "name": "Robotics",
      "slug": "robotics",
      "category": "hardware",
      "description": "Humanoids, robot foundation models, manipulation, autonomy, and embodied AI.",
      "url": "/t/robotics/",
      "feed_url": "/t/robotics/feed.xml",
      "status_label": "HIGH SIGNAL",
      "latest_score": 79.96,
      "ranked_count": 27,
      "strong_count": 12,
      "updated_at": "2026-06-19T05:18:53+00:00",
      "quality": {
        "overall_quality_score": 56,
        "usefulness_label": "USEFUL",
        "source_diversity": "High",
        "noise": "High"
      },
      "quick_view": "Robotics is currently high signal with 27 ranked findings in the latest run. The strongest signal is Data Standards for Humanoid Robotics: The Missing Infrastructure for Physical AI from arXiv. Another notable item is CRAX: Fast Safe Reinforcement Learning Benchmarking from arXiv. Evidence came mainly from Hacker News, arXiv, and NVIDIA Blog. Useful labels include SOURCE-BACKED; 15 weak or noisy matches were down-ranked.",
      "one_line_summary": "Robotics is currently high signal with 27 ranked findings in the latest run. The strongest signal is Data Standards for Humanoid Robotics: The Missing Infrastructure for..."
    },
    {
      "name": "AI Voice",
      "slug": "ai-voice",
      "category": "media",
      "description": "Speech generation, voice agents, speech-to-text, and real-time audio models.",
      "url": "/t/ai-voice/",
      "feed_url": "/t/ai-voice/feed.xml",
      "status_label": "MOVING",
      "latest_score": 71.12,
      "ranked_count": 25,
      "strong_count": 8,
      "updated_at": "2026-06-19T05:18:13+00:00",
      "quality": {
        "overall_quality_score": 49,
        "usefulness_label": "WEAK",
        "source_diversity": "High",
        "noise": "High"
      },
      "quick_view": "AI Voice is currently moving with 25 ranked findings in the latest run. The strongest signal is IHBench: Evaluating Post-Interruption Recovery in Voice Agents with Structured Workflows from arXiv. Another notable item is Vocal Identity Under Siege by AI Voice Cloning Technologies from arXiv. Evidence came mainly from Hacker News, arXiv, and GitHub. Useful labels include SOURCE-BACKED; 17 weak or noisy matches were down-ranked.",
      "one_line_summary": "AI Voice is currently moving with 25 ranked findings in the latest run. The strongest signal is IHBench: Evaluating Post-Interruption Recovery in Voice Agents with Struc..."
    },
    {
      "name": "LLM Inference",
      "slug": "llm-inference",
      "category": "infrastructure",
      "description": "Serving, quantization, latency, GPUs, inference engines, and deployment economics.",
      "url": "/t/llm-inference/",
      "feed_url": "/t/llm-inference/feed.xml",
      "status_label": "HIGH SIGNAL",
      "latest_score": 81.16,
      "ranked_count": 24,
      "strong_count": 6,
      "updated_at": "2026-06-19T05:18:30+00:00",
      "quality": {
        "overall_quality_score": 54,
        "usefulness_label": "NEEDS SOURCES",
        "source_diversity": "High",
        "noise": "High"
      },
      "quick_view": "LLM Inference is currently high signal with 24 ranked findings in the latest run. The strongest signal is From Tokens to Energy Flexibility: Quantization-Enabled Demand Response for Data Centers with LLM Inference Workloads from arXiv. Another notable item is Navigating Unreliable Parametric and Contextual Knowledge: Explicit Knowledge Conflict Resolution for LLM Inference from arXiv. Evidence came mainly from Hacker News, arXiv, and Hacker News Newest. Useful labels include SOURCE-BACKED, WATCH; 15 weak or noisy matches were down-ranked.",
      "one_line_summary": "LLM Inference is currently high signal with 24 ranked findings in the latest run. The strongest signal is From Tokens to Energy Flexibility: Quantization-Enabled Demand..."
    },
    {
      "name": "Open Source LLMs",
      "slug": "open-source-llms",
      "category": "open-source",
      "description": "Open weights, local models, model releases, and community inference stacks.",
      "url": "/t/open-source-llms/",
      "feed_url": "/t/open-source-llms/feed.xml",
      "status_label": "MOVING",
      "latest_score": 70.12,
      "ranked_count": 24,
      "strong_count": 4,
      "updated_at": "2026-06-19T05:17:45+00:00",
      "quality": {
        "overall_quality_score": 51,
        "usefulness_label": "TOO NOISY",
        "source_diversity": "High",
        "noise": "High"
      },
      "quick_view": "Open Source LLMs is currently moving with 24 ranked findings in the latest run. The strongest signal is Fine Tuning a Tiny Local LLM to Categorize Questions from Hacker News. Another notable item is Show HN: Ironsmith \u2013 Generate personal native Mac apps with local LLMs from Hacker News. Evidence came mainly from Hacker News, arXiv, and GitHub. Useful labels include SOURCE-BACKED, WATCH; 18 weak or noisy matches were down-ranked.",
      "one_line_summary": "Open Source LLMs is currently moving with 24 ranked findings in the latest run. The strongest signal is Fine Tuning a Tiny Local LLM to Categorize Questions from Hacker..."
    }
  ]
}