We are past the edge of a new recursive self-improvement era where models rewrite their own code.
Predictor: Alex Wissner-Gross · ep#230 "AI CEOs Come Online: Sam Altman's Replacement Plan, Job Loss & 'Solve Everything' Launches |EP #230" · source
Prediction text
We are past the edge of a new recursive self-improvement era where models rewrite their own code. | I think now we're on the the edge, probably slightly past the edge at this point, of a new era, call it the recursive self-improvement era, where the models are starting to rewrite their own code.
Verbatim quote
I think now we're on the the edge, probably slightly past the edge at this point, of a new era, call it the recursive self-improvement era, where the models are starting to rewrite their own code.
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
- 2026-04-23hitAlphaEvolve-style autonomous algorithm discovery system deployed inside frontier labHow: Google DeepMind, OpenAI, or Anthropic publicly confirms an in-production self-improving evolutionary system (AlphaEvolve, DGM-style) optimizing model training infrastructureSource: Sakana AI — Darwin Godel Machine (DGM) self-improving from 20% to 50% on SWE-bench; AlphaEvolve in Google productionconf 85%Notes: HIT — Darwin Godel Machine published; AlphaEvolve confirmed deployed inside Google. Model self-rewriting is now demonstrated in production.
- 2026-04-01 → 2026-09-30pendingAnthropic / OpenAI / Google publish 'recursive self-improvement' framing in official communicationsHow: At least one frontier lab (Anthropic, OpenAI, Google DeepMind) publicly uses 'recursive self-improvement' language in a blog post, system card, or earnings callSource: FAI / Hyperdimensional — On Recursive Self-Improvement (Part I), Dean Ball (2026)conf 70%
- 2026-05-01 → 2026-12-31pendingAnthropic reports >50% software-development speed gain from coding agentsHow: Dario Amodei or Anthropic blog publishes coding-agent speed-up metric exceeding 50% (current Apr-2026 reported figure: 20-40%)Source: Hyperdimensional / Dean Ball — Anthropic reports 20-40% gainsconf 55%Notes: Slope of self-improvement metric is the operational test of the prediction.
- 2026-08-01 → 2026-10-31pendingOpenAI ships intern-level AI research agent (writing code, generating training data)How: OpenAI publicly announces 'AI research agent' product capable of writing code, running evals, generating training data, per stated September 2026 targetSource: AI Prospects Substack — OpenAI plans intern-level AI research agents by September 2026conf 70%
- 2026-09-01 → 2027-06-30pendingFrontier labs grow effective AI 'workforce' to tens of thousands of agentic instancesHow: Public statements from OpenAI, Anthropic, or Google confirm running tens of thousands of AI engineering / research agent instances in parallelSource: Hyperdimensional — workforce growth from single-digit thousands to tens of thousands during 2026conf 60%Notes: Cascade — distinguishes 'on edge of recursive era' (current claim) from 'past edge with industrial-scale' (next milestone).
What if this resolves?
Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"
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 | 0.450 | -0.071 |
| prereq | SEM_015 Nvidia agreed to remit 15% of China chip-sale revenue direct — Jensen Huang | 66.3% | 0.450 | 0.050 | -0.063 |
| prereq | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $5 — Joseph Moore | 68.3% | 0.450 | 0.050 | -0.062 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.450 | -0.051 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.450 | 0.050 | -0.034 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 244_019 Peter's son won't need a driver's license in 2 years — Peter Diamandis | 48.4% | 0.920 | 0.050 | -0.110 |
| prereq | 247_023 AI will be able to do everything a white collar worker does — Dave Blundin | 40.8% | 0.720 | 0.050 | -0.108 |
| prereq | 242_031 Most large companies' business models will be disrupted in 2 — Peter Diamandis | 36.1% | 0.650 | 0.050 | -0.088 |
| prereq | 230_020 Peter's 14-year-old son Milan will never get a driver's lice — Peter Diamandis | 34.7% | 0.650 | 0.050 | -0.074 |
| prereq | 232_055 We're exiting the industrial age permanently as recursive se — Peter Diamandis | 35.5% | 0.700 | 0.050 | -0.063 |
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 | 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 | — |
| prereq | 230_020 | Peter's 14-year-old son Milan will never get a driver's license. | Auto/Transport | — |
Linked documents (1)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.579 | manifold | Can anyone get talkie-1930 to describe Chomskian recursive syntax? | 19% | mentions | pending | 2026-05-13 |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=6P0uTDGDr-I",
"mode": "THESIS",
"role": "Host",
"context": "I think now we're on the the edge, probably slightly past the edge at this point, of a new era, call it the recursive self-improvement era, where the models are starting to rewrite their own code.",
"to_year": 2026,
"verbatim": "I think now we're on the the edge, probably slightly past the edge at this point, of a new era, call it the recursive self-improvement era, where the models are starting to rewrite their own code.",
"conv_cues": "I think; probably",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "now / just past the edge",
"conv_level": "MEDIUM",
"milestones": [
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"kind": "prereq",
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"source": "Sakana AI — Darwin Godel Machine (DGM) self-improving from 20% to 50% on SWE-bench; AlphaEvolve in Google production",
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{
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"status": "pending",
"weight": 0.4,
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"confidence": 0.7,
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"expected_date": "2026-07-01",
"research_origin": "deep_research",
"expected_date_range
... (truncated)