Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity.
Predictor: Jimmy Ba · ep#232 "Ben Horowitz: xAI Executive Exodus, Apple's AI Crisis, The Pace of AI | EP #232" · source
Prediction text
Recursive self-improvement loops likely to go live in the next 12 months; 2026 will be the most consequential year for humanity. | recursive self-improvement loops likely to go live in the next 12 months. 2026 is going to be insane and likely the busiest and most consequential year for the future of our species.
Verbatim quote
recursive self-improvement loops likely to go live in the next 12 months. 2026 is going to be insane and likely the busiest and most consequential year for the future of our species.
Predictor: Jimmy Ba
Calibration plot (stated vs observed)
Evidence about this node from Jimmy Ba 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
- 2026-03-11hitMusk states 'hard takeoff right now' at Abundance Summit 2026How: Elon Musk publicly states AI is in hard takeoff phase, with full automation of AI loop expected by end-2026/2027Source: https://www.teamday.ai/ai/elon-musk-hard-takeoff-abundance-summit-2026conf 99%
- 2026-03-31hitKarpathy AutoResearch demonstrates RSI in production trainingHow: Andrej Karpathy releases AutoResearch open-source agent that ran ~700 self-improvement experiments in 2 days yielding 11% LLM training speedupSource: https://medium.com/codex/recursive-self-improvement-ae03d40e7cdaconf 95%
- 2026-04-26hitICLR 2026 RSI workshop convenes (first-of-kind)How: ICLR 2026 holds the world's first dedicated workshop on AI with Recursive Self-Improvement in Rio de JaneiroSource: https://recursive-workshop.github.io/conf 99%
- 2026-06-01 → 2026-12-31pendingFrontier labs grow agent workforces from thousands to >=100KHow: At least one frontier lab (Anthropic, OpenAI, Google DeepMind) discloses internal AI agent workforce of >=100,000 in research operationsSource: Lab transparency disclosures; technical reportsconf 50%
- 2026-07-01 → 2026-11-30pendingFirst public benchmark showing AI-self-improvement >=2x baseline gainHow: Public benchmark (HumanEval, ARC-AGI, GPQA) shows AI-self-improved model exceeding hand-tuned baseline by >=2x improvement rateSource: ICLR/NeurIPS 2026 papers; lab benchmarksconf 40%
- 2026-10-01 → 2027-06-30pendingMajor economy declares AI productivity inflection in 2026 GDP/productivity statsHow: BEA, OECD, or central bank cites measurable AI-driven productivity inflection in 2026 official statistics (>=1% TFP uplift attributable to AI)Source: BEA productivity data; OECD economic outlookconf 30%
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 |
|---|---|---|---|---|---|
| prereq | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.550 | 0.050 | -0.053 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.550 | 0.050 | -0.046 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.550 | 0.050 | -0.037 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.550 | +0.033 |
| prereq | 238_009 Recursive self-improvement is already happening now (no long — Alex Wissner-Gross | 78.1% | 0.550 | 0.050 | -0.031 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 231_013 Math is cooked (will be solved), physics cooked, biology cha — Alex Wissner-Gross | 35.4% | 0.620 | 0.050 | -0.041 |
| prereq | CMQ_002 By 2028, AI systems will reach 'independent researcher' leve — Sam Altman | 31.4% | 0.550 | 0.050 | -0.033 |
| prereq | 241_043 ASI will arrive within 2 years to 5 years to this next decad — Peter Diamandis | 35.9% | 0.650 | 0.050 | -0.032 |
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | -0.019 |
| prereq | 232_055 We're exiting the industrial age permanently as recursive se — Peter Diamandis | 35.5% | 0.700 | 0.050 | -0.005 |
Ticker exposure
Beneficiaries (23)
Adverse (6)
Prerequisites (7)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | SEM_042 | 2025 will be the definitive year that agentic systems finally hit the mainstream. | AI/Agents | — |
| 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 | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | 232_055 | We're exiting the industrial age permanently as recursive self-improvement unfolds. | AI | — |
| prereq | 241_043 | ASI will arrive within 2 years to 5 years to this next decade | AI | — |
| prereq | 231_013 | Math is cooked (will be solved), physics cooked, biology char broiled. | AI | — |
| prereq | CMQ_002 | By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discoveries without human intervention. | AI | — |
Linked documents (10)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.690 | manifold | 🌭What will happen in July 2026? [ADD RESPONSES] | — | mentions | pending | 2026-06-01 |
| 0.689 | manifold | ☀️What will happen in June 2026? [ADD RESPONSES] | — | mentions | pending | 2026-05-01 |
| 0.681 | manifold | Will I get a girlfriend in the year 2026 | 15% | mentions | pending | 2026-04-23 |
| 0.671 | manifold | Will I be alive at the end of 2029? | 91% | mentions | pending | 2026-05-11 |
| 0.665 | manifold | Will I get a GF in the year of 2026 | 39% | mentions | pending | 2026-04-28 |
| 0.652 | manifold | Will I have another peak moment in the next 5 years? | 36% | mentions | pending | 2026-05-11 |
| 0.650 | manifold | Will I be in a serious, potentially-long-term relationship by the end of 2026? | 19% | mentions | pending | 2026-05-18 |
| 0.648 | manifold | What will I get in 2026 IMO | — | mentions | pending | 2026-06-04 |
| 0.626 | manifold | Will I complete Quicktakeshaven before August 2026 | 45% | mentions | pending | 2026-05-26 |
| 0.623 | manifold | When will Manifest 2026 have 10+ session videos available online? | — | mentions | pending | 2026-06-03 |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=C1GLT9_tag0",
"mode": "CITED_PREDICTION",
"role": "Cited-Executive",
"context": "Here's a tweet uh from Jimmy Ba, a co-founder at XAI. Uh recursive self-improvement loops likely to go live in the next 12 months. 2026 is going to be insane and likely the busiest and most consequential year for the future of our species.",
"to_year": 2027,
"cited_by": "Peter Diamandis",
"verbatim": "recursive self-improvement loops likely to go live in the next 12 months. 2026 is going to be insane and likely the busiest and most consequential year for the future of our species.",
"conv_cues": "likely to go live; likely the busiest and most consequential",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "next 12 months / 2026",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Musk states 'hard takeoff right now' at Abundance Summit 2026",
"source": "https://www.teamday.ai/ai/elon-musk-hard-takeoff-abundance-summit-2026",
"status": "hit",
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"confidence": 0.99,
"source_url": "https://www.teamday.ai/ai/elon-musk-hard-takeoff-abundance-summit-2026",
"expected_date": "2026-03-11",
"observed_date": "2026-03-11",
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},
{
"kind": "llm_pre_event",
"label": "Karpathy AutoResearch demonstrates RSI in production training",
"source": "https://medium.com/codex/recursive-self-improvement-ae03d40e7cda",
"status": "hit",
"weight": 0.4,
"ordinal": -6,
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"expected_date": "2026-03-31",
"observed_date": "2026-03-31",
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{
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"source_id": "SEM_042",
"expected_date": "2026-04-29",
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},
{
"kind": "prereq",
"label": "Recursive self-improvement is already happening now (no longer three years out)",
"status": "hit",
"weight": 0.5,
"ordinal": -2,
"source_id": "238_009",
"expected_date": "2026-04-29",
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},
{
"kind": "llm_pre_event",
"label": "ICLR 2026 RSI workshop convenes (first-of-kind)",
"source": "https://recursive-workshop.github.io/",
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"confidence": 0.99,
"source_url": "https://recursive-workshop.github.io/",
"expected_date": "2026-04-30",
"observed_date": "2026-04-26",
"research_origin": "deep_research",
"measurement_criterion"
... (truncated)