Humans (weaker intelligences) can successfully align/contain super-intelligences via weak-to-strong supervision.

Humans (weaker intelligences) can successfully align/contain super-intelligences via weak-to-strong supervision. | this this entire exercise is a proxy for humans which are either already or about to be effectively weaker weaker intelligence is supervising the stronger int intelligence that that works... I I think this bodess very well for sort of a a tower of alignment where the weaker uh meat bodies, if you will, that that are humans unaded biologically are able to contain and align super intelligences

this this entire exercise is a proxy for humans which are either already or about to be effectively weaker weaker intelligence is supervising the stronger int intelligence that that works... I I think this bodess very well for sort of a a tower of alignment where the weaker uh meat bodies, if you will, that that are humans unaded biologically are able to contain and align super intelligences

Beneficiaries (23)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=LVvleNtllPk",
  "mode": "THESIS",
  "role": "Host",
  "context": "humans unaded biologically are able to contain and align super intelligences that are stronger capability wise.",
  "to_year": 2026,
  "verbatim": "this this entire exercise is a proxy for humans which are either already or about to be effectively weaker weaker intelligence is supervising the stronger int intelligence that that works... I I think this bodess very well for sort of a a tower of alignment where the weaker uh meat bodies, if you will, that that are humans unaded biologically are able to contain and align super intelligences",
  "conv_cues": "bodes very well",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Mid-2025 benchmark of weak-to-strong methods improves narrow-domain oversight",
      "notes": "HIT — narrow-domain oversight gains documented; partially supports the prediction.",
      "source": "https://www.hushvault.ie/2026/01/27/superalignment-everything-you-need-to-know-for-ai-safety/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.hushvault.ie/2026/01/27/superalignment-everything-you-need-to-know-for-ai-safety/",
      "expected_date": "2025-06-30",
      "observed_date": "2025-06-30",
      "research_origin": "deep_research",
      "measurement_criterion": "Independent benchmarks (DeepMind, Anthropic, academic labs) show weak-to-strong methods improving oversight fidelity in narrow domains by mid-2025"
    },
    {
      "kind": "llm_pre_event",
      "label": "OpenAI Superalignment 'weak-to-strong generalization' research paper baseline",
      "notes": "HIT — OpenAI's published research is the canonical evidence base. Wissner-Gross's claim is grounded in this research.",
      "source": "https://openai.com/index/weak-to-strong-generalization/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://openai.com/index/weak-to-strong-generalization/",
      "expected_date": "2025-12-31",
      "observed_date": "2024-12-14",
      "research_origin": "deep_research",
      "measurement_criterion": "OpenAI's foundational weak-to-strong generalization paper / replication / extension confirms GPT-2-class models can elicit GPT-3.5-level performance from GPT-4 via supervised fine-tuning"
    },
    {
      "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": -5,
      "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": -4,
      "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": -3,
      "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": -2,
      "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",
    
... (truncated)