Frontier labs holding back capabilities for internal self-improvement use.

Frontier labs holding back capabilities for internal self-improvement use. | they're all diverting massive amounts of compute to internal use for self-improvement. So, that's another form of holding back in a big way.

they're all diverting massive amounts of compute to internal use for self-improvement. So, that's another form of holding back in a big way.

Beneficiaries (24)

Adverse (6)

{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=cFI-SqnvQK8",
  "mode": "THESIS",
  "role": "Host",
  "context": "are these frontier labs holding back on the capabilities of their models so that they can use them internally to generate breakthroughs on their own >> and I assume the answer is yes.",
  "to_year": 2026,
  "verbatim": "they're all diverting massive amounts of compute to internal use for self-improvement. So, that's another form of holding back in a big way.",
  "conv_cues": "assume the answer is yes",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "Current/ongoing",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Karpathy AutoResearch open-sourced demonstrating self-improvement loop",
      "source": "https://medium.com/codex/recursive-self-improvement-ae03d40e7cda",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://medium.com/codex/recursive-self-improvement-ae03d40e7cda",
      "expected_date": "2026-03-31",
      "observed_date": "2026-03-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Andrej Karpathy releases AutoResearch open-source repo showing AI agent self-rewriting PyTorch code, ~700 experiments in 2 days"
    },
    {
      "kind": "llm_pre_event",
      "label": "Anthropic confirms Mythos withheld for internal/government use",
      "source": "https://cryptobriefing.com/anthropic-withholds-claude-mythos-sparking-ai-community-debate/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://cryptobriefing.com/anthropic-withholds-claude-mythos-sparking-ai-community-debate/",
      "expected_date": "2026-04-07",
      "observed_date": "2026-04-07",
      "research_origin": "deep_research",
      "measurement_criterion": "Anthropic publicly confirms Mythos restricted to USG/trusted partners (Project Glasswing) instead of general release"
    },
    {
      "kind": "prereq",
      "label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -3,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "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": -2,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -1,
      "source_id": "SEM_015",
      "expected_date": "2026-06-25",
      "observed_date": null
    },
    {
      "kind": "event",
      "label": "Frontier labs holding back capabilities for internal self-improvement use.",
      "status": "
... (truncated)