In next year, significant cyber threats to mitigate from AI models (cited Altman).

In next year, significant cyber threats to mitigate from AI models (cited Altman). | In the next year, we will see significant threats we have to mitigate uh from cyber and these models are already quite capable and will get much more capable.

In the next year, we will see significant threats we have to mitigate uh from cyber and these models are already quite capable and will get much more capable.

Beneficiaries (23)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=cFI-SqnvQK8",
  "mode": "CITED_PREDICTION",
  "role": "Cited-Executive",
  "context": "In the next year, we will see significant threats we have to mitigate uh from cyber and these models are already quite capable and will get much more capable.",
  "to_year": 2027,
  "cited_by": "Peter Diamandis",
  "verbatim": "In the next year, we will see significant threats we have to mitigate uh from cyber and these models are already quite capable and will get much more capable.",
  "conv_cues": "we will see",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "By April 2027",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "OpenAI's GPT-5.3-Codex hits 'high' on cybersecurity Preparedness Framework",
      "notes": "HIT - directly validates Altman's 'significant cyber threats from these models' claim.",
      "source": "https://fortune.com/2026/02/05/openai-gpt-5-3-codex-warns-unprecedented-cybersecurity-risks/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.97,
      "source_url": "https://fortune.com/2026/02/05/openai-gpt-5-3-codex-warns-unprecedented-cybersecurity-risks/",
      "expected_date": "2026-02-05",
      "observed_date": "2026-02-05",
      "research_origin": "deep_research",
      "measurement_criterion": "OpenAI publicly classifies GPT-5.3-Codex as 'high' on cybersecurity in its internal Preparedness Framework - the first model to reach this threshold"
    },
    {
      "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": -7,
      "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": -6,
      "source_id": "SEM_008",
      "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": -5,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "OpenAI ships GPT-5.5-Cyber to critical cyber defenders",
      "notes": "HIT - Altman X post 2026-04-30 confirming GPT-5.5-Cyber rollout. Direct match for 'mitigate cyber threats from these models.'",
      "source": "https://arnav.au/2026/05/01/openai-gpt-5-5-cyber-rollout-in-2026/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://arnav.au/2026/05/01/openai-gpt-5-5-cyber-rollout-in-2026/",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30",
      "research_origin": "deep_research",
      "measurement_criterion": "OpenAI publicly announces shipping GPT-5.5-Cyber, a restricted variant for critical cyber defenders"
    },
    {
      "kind": "llm_pre_event",
      "label": "First publicly attributed AI-agent-led major cyber incident",
      "source": "Mandiant threat reports; Microsoft Threat Intelligence; CISA bulletins",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.7,
      "expected_date": "20
... (truncated)