Anthropic model family is closest to embodying the singularity and recursive self-improvement today.
Predictor: Alex Wissner-Gross · ep#231 "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231" · source
Prediction text
Anthropic model family is closest to embodying the singularity and recursive self-improvement today. | I do think anthropic I if I had to say which set of models which model family is the closest to embodying the singularity and recursive self-improvement right now today since it's live February 17th, 2026. It's the anthropic family. It's not open or Google.
Watch events: Anthropic ARR updates quarterly; potential Oct 2026 IPO
Verbatim quote
I do think anthropic I if I had to say which set of models which model family is the closest to embodying the singularity and recursive self-improvement right now today since it's live February 17th, 2026. It's the anthropic family. It's not open or Google.
Predictor: Alex Wissner-Gross
Calibration plot (stated vs observed)
Evidence about this node from Alex Wissner-Gross is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).
Reference class
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 2026-03-31hitAnthropic 'Mythos' frontier model preview disclosed with self-correcting recursive errorsHow: Anthropic publicly previews next-major model (Mythos/successor) with documented capability to identify and correct its own errors recursively without human inputSource: red.anthropic.com Claude Mythos Preview; AISI evaluation of Mythos cyber capabilitiesconf 90%Notes: HIT — Mythos Preview demonstrates recursive self-correction at frontier safety level.
- 2026-04-01hitResponsible Scaling Policy revised — removes commitment to halt on serious riskHow: Anthropic publishes RSP update changing 'halt' to 'delay' provision for catastrophic-risk thresholdsSource: Anthropic Frontier Safety Roadmapconf 88%Notes: HIT (negative for safety) — RSP softened to 'delay only when leading the race AND risks deemed catastrophic'. Read as accelerating recursive-improvement risk.
- 2026-04-15hitAnthropic discloses Claude writes 70-90% of own training code (recursive self-improvement signal)How: Anthropic publicly states or third-party reporting confirms Claude writes >=70% of code used in next-generation Claude trainingSource: abit.ee — Claude now writes up to 90% of the code for its own future versions (Anthropic 2026)conf 92%Notes: HIT — Anthropic confirmed Claude writes 70-90% of code for its own future versions; one researcher ran 6 copies each managing 28 parallel instances conducting experiments simultaneously. Direct evidence of recursive self-improvement behavior.
- 2026-04-01 → 2026-12-31pendingAnthropic Institute publishes recursive-self-improvement governance frameworkHow: Anthropic Institute publishes peer-reviewed or formal paper on RSI governance, oversight signals, or shutdown protocolsSource: Anthropic Institute announcementconf 65%
- 2026-06-01 → 2027-06-30pendingFrontier model training run exceeds 1e27 FLOPs at Anthropic before competitorsHow: Disclosed or estimated training compute for Anthropic's next major model exceeds 1e27 FLOPs ahead of GPT-6/Gemini 3 equivalentsSource: Epoch AI compute tracker, Anthropic model cardsconf 45%Notes: Cascade — required for the 'closest to singularity' claim to materialize beyond June 2026 window.
What if this resolves?
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Evidence chain
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| killer | TK09 Energy Grid Cap (Data Center Power Wall) | 35.0% | 0.050 | 0.500 | -0.071 |
| prereq | SEM_015 Nvidia agreed to remit 15% of China chip-sale revenue direct — Jensen Huang | 66.3% | 0.500 | 0.050 | -0.061 |
| prereq | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $5 — Joseph Moore | 68.3% | 0.500 | 0.050 | -0.060 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.500 | -0.048 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.500 | +0.042 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 248_040 Pausing AI will fail and only accelerate race dynamics. — Alex Wissner-Gross | 53.0% | 0.920 | 0.050 | -0.126 |
| prereq | 247_023 AI will be able to do everything a white collar worker does — Dave Blundin | 40.8% | 0.720 | 0.050 | -0.085 |
| prereq | 244_019 Peter's son won't need a driver's license in 2 years — Peter Diamandis | 48.4% | 0.920 | 0.050 | -0.080 |
| prereq | 242_031 Most large companies' business models will be disrupted in 2 — Peter Diamandis | 36.1% | 0.650 | 0.050 | -0.067 |
| prereq | 232_055 We're exiting the industrial age permanently as recursive se — Peter Diamandis | 35.5% | 0.700 | 0.050 | -0.040 |
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (10)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_011 | Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips. | Capital Markets | — |
| prereq | SEM_027 | Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon. | Capital Markets | — |
| prereq | SEM_014 | Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025). | Manufacturing | — |
| prereq | SEM_012 | Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering. | AI/Manufacturing | — |
| prereq | SEM_015 | Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans. | Policy/Semis | — |
| killer | TK09 | Energy Grid Cap (Data Center Power Wall) | — | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK02 | AI Compute Supply Shock (TSMC/Taiwan Disruption) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 244_019 | Peter's son won't need a driver's license in 2 years | Auto/Transport | — |
| prereq | 248_040 | Pausing AI will fail and only accelerate race dynamics. | AI | — |
| prereq | 247_023 | AI will be able to do everything a white collar worker does imminently | AI | — |
| prereq | 232_055 | We're exiting the industrial age permanently as recursive self-improvement unfolds. | AI | — |
| prereq | 242_031 | Most large companies' business models will be disrupted in 2-5 years | Markets/Stocks | — |
Linked documents (10)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.682 | github_release | anthropics/anthropic-sdk-python v0.98.1 | — | mentions | pending | 2026-05-04 |
| 0.682 | github_release | anthropics/anthropic-sdk-python v0.86.0 | — | mentions | pending | 2026-03-18 |
| 0.677 | github_release | anthropics/anthropic-sdk-python v0.78.0 | — | mentions | pending | 2026-02-05 |
| 0.675 | github_release | anthropics/anthropic-sdk-python v0.81.0 | — | mentions | pending | 2026-02-18 |
| 0.674 | github_release | anthropics/anthropic-sdk-python v0.105.2 | — | mentions | pending | 2026-05-29 |
| 0.671 | github_release | anthropics/anthropic-sdk-python v0.74.1 | — | mentions | pending | 2025-11-19 |
| 0.668 | github_release | anthropics/anthropic-sdk-python v0.107.0 | — | mentions | pending | 2026-06-06 |
| 0.668 | github_release | anthropics/anthropic-sdk-python v0.85.0 | — | mentions | pending | 2026-03-16 |
| 0.667 | github_release | anthropics/anthropic-sdk-python v0.105.1 | — | mentions | pending | 2026-05-29 |
| 0.666 | github_release | anthropics/anthropic-sdk-python v0.90.0 | — | mentions | pending | 2026-04-07 |
Raw metadata
{
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"url": "https://www.youtube.com/watch?v=HklyjXKYFng",
"mode": "THESIS",
"role": "Host",
"context": "anthropic I if I had to say which set of models which model family is the closest to embodying the singularity and recursive self-improvement right now today since it's live February 17th, 2026. It's the anthropic family. It's not open or Google.",
"to_year": 2026,
"verbatim": "I do think anthropic I if I had to say which set of models which model family is the closest to embodying the singularity and recursive self-improvement right now today since it's live February 17th, 2026. It's the anthropic family. It's not open or Google.",
"conv_cues": "I do think; if I had to say",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "right now / near-term",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Anthropic 'Mythos' frontier model preview disclosed with self-correcting recursive errors",
"notes": "HIT — Mythos Preview demonstrates recursive self-correction at frontier safety level.",
"source": "red.anthropic.com Claude Mythos Preview; AISI evaluation of Mythos cyber capabilities",
"status": "hit",
"weight": 0.4,
"ordinal": -7,
"source_id": null,
"confidence": 0.9,
"source_url": "https://red.anthropic.com/2026/mythos-preview/",
"expected_date": "2026-03-31",
"observed_date": "2026-03-31",
"research_origin": "deep_research",
"measurement_criterion": "Anthropic publicly previews next-major model (Mythos/successor) with documented capability to identify and correct its own errors recursively without human input"
},
{
"kind": "llm_pre_event",
"label": "Responsible Scaling Policy revised — removes commitment to halt on serious risk",
"notes": "HIT (negative for safety) — RSP softened to 'delay only when leading the race AND risks deemed catastrophic'. Read as accelerating recursive-improvement risk.",
"source": "Anthropic Frontier Safety Roadmap",
"status": "hit",
"weight": 0.4,
"ordinal": -6,
"source_id": null,
"confidence": 0.88,
"source_url": "https://www.anthropic.com/responsible-scaling-policy/roadmap",
"expected_date": "2026-04-01",
"observed_date": "2026-04-01",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2026-06-30",
"from": "2026-01-01"
},
"measurement_criterion": "Anthropic publishes RSP update changing 'halt' to 'delay' provision for catastrophic-risk thresholds"
},
{
"kind": "llm_pre_event",
"label": "Anthropic discloses Claude writes 70-90% of own training code (recursive self-improvement signal)",
"notes": "HIT — Anthropic confirmed Claude writes 70-90% of code for its own future versions; one researcher ran 6 copies each managing 28 parallel instances conducting experiments simultaneously. Direct evidence of recursive self-improvement behavior.",
"source": "abit.ee — Claude now writes up to 90% of the code for its own future versions (Anthropic 2026)",
"status": "hit",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.92,
"source_url": "https://abit.ee/en/artificial-intelligence/anthropic-claude-claude-code-ai-recursive-self-improvement-ai-safety-development-automation-en",
"expected_date": "2026-04-15",
"observed_date": "2026-04-15",
"research_origin": "deep_research",
"measurement_criterion": "Anthropic publicly states or third-party reporting confirms Claude writes >=70% of code used in next-generation Claude training"
},
{
"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": -4,
"source_id": "SEM_011",
"expected_date": "2026-04-29",
... (truncated)