Underage kids / AI vulnerability problem must be solved - line we can't cross

Underage kids / AI vulnerability problem must be solved - line we can't cross | I already mentioned the teenage sorry, the underage kids problem. That's a line we can't cross. We got to solve that problem

I already mentioned the teenage sorry, the underage kids problem. That's a line we can't cross. We got to solve that problem

Beneficiaries (23)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=DpwmmXmzvfo",
  "mode": "ASPIRATION",
  "role": "Guest-CEO",
  "context": "That's a line we can't cross. We got to solve that problem",
  "to_year": 2026,
  "verbatim": "I already mentioned the teenage sorry, the underage kids problem. That's a line we can't cross. We got to solve that problem",
  "conv_cues": "needs to be addressed right now",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "near-term",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "California SB 243 (chatbot safeguards) takes effect",
      "notes": "HIT — first-in-nation AI chatbot child-safety law signed Oct 2025, effective Jan 1 2026.",
      "source": "CBS8: 2026 New California Laws — Chatbot safety for children",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.cbs8.com/article/news/local/california/2026-new-california-laws-chatbot-safety-children/509-1eed366f-6e11-4ba2-8dc5-70f8fd3ae479",
      "expected_date": "2026-01-01",
      "observed_date": "2026-01-01",
      "research_origin": "deep_research",
      "measurement_criterion": "California SB 243 becomes operative law, requiring chatbot operators to limit youth access and add safeguards"
    },
    {
      "kind": "llm_pre_event",
      "label": "Idaho/Oregon/Washington enact youth chatbot safeguards",
      "source": "MultiState: State Children's Online Safety Laws Expand to AI Chatbots in 2026",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.multistate.us/insider/2026/4/30/state-childrens-online-safety-laws-expand-beyond-social-media-in-2026",
      "expected_date": "2026-04-15",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Three additional US states (beyond California) enact laws restricting AI chatbot interactions with minors"
    },
    {
      "kind": "llm_pre_event",
      "label": "Markey Youth AI Privacy Act introduced in Senate",
      "source": "Markey Senate press release on Youth AI Privacy Act",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.9,
      "source_url": "https://www.markey.senate.gov/news/press-releases/markey-introduces-legislation-to-protect-children-from-privacy-and-safety-risks-posed-by-ai-chatbots",
      "expected_date": "2026-04-15",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Senator Markey introduces or advances Youth AI Privacy Act requiring privacy safeguards in AI chatbots for minors"
    },
    {
      "kind": "prereq",
      "label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "SEM_008",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Anthropic revenue will cross OpenAI revenue in middle of 2026",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "234_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -3,
      "source_id": "SEM_042",
... (truncated)