GDP will 2x or 3x year-over-year in early 2030s if everything goes well.
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
GDP will 2x or 3x year-over-year in early 2030s if everything goes well. | I I made this short film posted to social media called A Nation that learned to sprint depicting what life in the early 2030s might look like if everything goes well and we see GDP 2xing or 3xing year-over-year and what does a human quote unquote job even look like in a macroeconomic scenario like that.
Verbatim quote
I I made this short film posted to social media called A Nation that learned to sprint depicting what life in the early 2030s might look like if everything goes well and we see GDP 2xing or 3xing year-over-year and what does a human quote unquote job even look like in a macroeconomic scenario like that.
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
- 2025-09-08hitPenn Wharton Budget Model: AI productivity peak annual contribution +0.2pp in 2032How: Mainstream macro model published projecting peak AI productivity boost in early 2030sSource: deep_research_enrichedconf 85%
- 2025-12-01hitGoldman Sachs forecast: US potential GDP accelerates to 2.3% in early 2030s as AI adoption broadensHow: Top-tier IB publishes potential-GDP forecast with explicit AI-driven acceleration into early 2030sSource: deep_research_enrichedconf 85%
- 2025-12-01hitVanguard projects AI integration could lift US GDP growth to 3% annually by 2035 (20% productivity gain)How: Major asset manager publishes forecast explicitly linking AI to ≥3% US GDP growth in 2030sSource: deep_research_enrichedconf 78%
- 2027-01-01 → 2029-12-31pendingFirst single-quarter US GDP print >5% annualized attributed to AI productivity (leading indicator)How: BEA quarterly GDP release at >5% annualized with productivity decomposition crediting AISource: deep_research_enrichedconf 30%
- 2030-06-01 → 2033-12-31pendingFirst annual US GDP growth print of 2x prior trend (≥4-5% real growth) confirming Wissner-Gross thesis (~early 2030s)How: BEA full-year GDP growth ≥4% real (vs ~2% prior trend), persistent for 2+ yearsSource: deep_research_enrichedconf 20%
- 2031-06-01 → 2033-12-31pendingYear-over-year US GDP growth crosses 100% (3x doubling) per Wissner-Gross/Musk vision (low-prob tail)How: BEA confirms YoY real GDP growth ≥100% — implies recursive AI-driven productivity explosionSource: deep_research_enrichedconf 5%
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 | 232_022 Triple-digit GDP growth is possible in the next 5 years due — Ben Horowitz | 41.8% | 0.450 | 0.050 | -0.106 |
| prereq | SEM_030 S&P 500 roughly 10% upside in 2026 driven by AI productivity — Mike Wilson | 42.8% | 0.450 | 0.050 | -0.096 |
| prereq | 238_068 Mark Pack Donovan to distribute 5% of wealth fund annually t — Mark Pack Donovan | 42.9% | 0.450 | 0.050 | -0.096 |
| prereq | 230_009 US GDP growth will hit triple-digit (100%+) within 5 years p — Elon Musk | 46.4% | 0.450 | 0.050 | -0.089 |
| prereq | 241_022 Data center buildout is ~1% of US GDP growth — Eric Schmidt | 45.4% | 0.450 | 0.050 | -0.086 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (23)
Adverse (7)
Prerequisites (18)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | SEM_039 | Block unveiled proprietary Bitcoin mining ASIC at 709 Terahashes/second (TH/s) — leading indicator for eventual AI inference ASIC trajectory. | Semis/ASICs | — |
| prereq | SEM_048 | OpenAI restructured into a $500 billion colossus by removing profit caps for investors (to support Stargate chip acquisition). | AI/Corporate | — |
| prereq | SEM_006 | OpenAI will operate at a ~$9B deficit in 2025, driven almost entirely by advanced-chip acquisition and facility construction. | AI/Finance | — |
| prereq | SEM_045 | Traditional corporate structures will move rapidly toward AI-native operating models by 2026 — forcing total organizational transformations. | Economy/Org | — |
| prereq | 241_022 | Data center buildout is ~1% of US GDP growth | Macro/Economy | — |
| prereq | 240_042 | Economy will be 10x larger in 10 years (Elon's number) | Macro/Economy | — |
| prereq | 236_018 | UBI/stimulus needed in 1-3 year timeframe, UBS in 3-8 years | Macro/Economy | — |
| prereq | 238_068 | Mark Pack Donovan to distribute 5% of wealth fund annually to 44 people (UBI-style pod) | Macro/Economy | — |
| prereq | 230_009 | US GDP growth will hit triple-digit (100%+) within 5 years per Elon Musk. | Macro/Economy | — |
| prereq | SEM_030 | S&P 500 roughly 10% upside in 2026 driven by AI productivity wave rolling through broader economy (not just megacap). | Capital Markets | — |
| prereq | 232_022 | Triple-digit GDP growth is possible in the next 5 years due to AI. | Macro/Economy | — |
| correlate | S_RECESSION_2027 | NBER recession declared 2027 | macro_recession | — |
| correlate | S_RECESSION_2028 | NBER recession declared 2028 | macro_recession | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK04 | Macro Recession 2026-27 (Structural Deleveraging) | — | — |
| killer | TK14 | Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates) | — | — |
| killer | TK07 | Labor Political Backlash (UBI Mandate / AI Tax) | — | — |
| killer | TK10 | $100T Sovereign Debt Crisis | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Linked documents (6)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.633 | manifold | Will May 2026 U.S. real personal consumption expenditures rise at least 0.3% month-over-month? | 24% | mentions | pending | 2026-06-06 |
| 0.631 | manifold | Double digit USD inflation before 2028 election? | 37% | mentions | pending | 2026-05-26 |
| 0.621 | manifold | Will US inflation be 3% or more in 2027? | 58% | mentions | pending | 2026-06-06 |
| 0.586 | manifold | Will Poland surpass the UK in GDP per capita by PPP prior to 2035? | 42% | mentions | pending | 2026-04-26 |
| 0.586 | manifold | How many Prime ministers will the UK have before 2028? | — | mentions | pending | 2026-05-15 |
| 0.559 | polymarket | Will "The Breadwinner" Opening Weekend Box Office be between 6m and 7m? | 10% | mentions | pending | 2026-05-26 |
Raw metadata
{
"nia": false,
"qty": "2x-3x GDP year-over-year",
"url": "https://www.youtube.com/watch?v=6P0uTDGDr-I",
"mode": "SPECULATION",
"role": "Host",
"caveats": "If everything goes well",
"context": "depicting what life in the early 2030s might look like if everything goes well and we see GDP 2xing or 3xing year-over-year",
"to_year": 2033,
"verbatim": "I I made this short film posted to social media called A Nation that learned to sprint depicting what life in the early 2030s might look like if everything goes well and we see GDP 2xing or 3xing year-over-year and what does a human quote unquote job even look like in a macroeconomic scenario like that.",
"conv_cues": "might look like; if everything goes well",
"direction": "NUMERIC_TARGET",
"from_year": 2030,
"timeframe": "early 2030s",
"conv_level": "MEDIUM",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Penn Wharton Budget Model: AI productivity peak annual contribution +0.2pp in 2032",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -12,
"source_id": null,
"confidence": 0.85,
"source_url": "https://budgetmodel.wharton.upenn.edu/p/2025-09-08-the-projected-impact-of-generative-ai-on-future-productivity-growth/",
"expected_date": "2025-09-08",
"observed_date": "2025-09-08",
"research_origin": "deep_research",
"measurement_criterion": "Mainstream macro model published projecting peak AI productivity boost in early 2030s"
},
{
"kind": "llm_pre_event",
"label": "Goldman Sachs forecast: US potential GDP accelerates to 2.3% in early 2030s as AI adoption broadens",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -11,
"source_id": null,
"confidence": 0.85,
"source_url": "https://www.goldmansachs.com/insights/articles/what-is-the-us-economys-potential-growth-rate",
"expected_date": "2025-12-01",
"observed_date": "2025-12-01",
"research_origin": "deep_research",
"measurement_criterion": "Top-tier IB publishes potential-GDP forecast with explicit AI-driven acceleration into early 2030s"
},
{
"kind": "llm_pre_event",
"label": "Vanguard projects AI integration could lift US GDP growth to 3% annually by 2035 (20% productivity gain)",
"source": "deep_research_enriched",
"status": "hit",
"weight": 0.4,
"ordinal": -10,
"source_id": null,
"confidence": 0.78,
"source_url": "https://www.nl.vanguard/professional/insights/ai-productivity-and-the-future-of-work",
"expected_date": "2025-12-01",
"observed_date": "2025-12-01",
"research_origin": "deep_research",
"measurement_criterion": "Major asset manager publishes forecast explicitly linking AI to ≥3% US GDP growth in 2030s"
},
{
"kind": "prereq",
"label": "OpenAI will operate at a ~$9B deficit in 2025, driven almost entirely by advanced-chip acquisition and facility construction.",
"status": "partial",
"weight": 0.5,
"ordinal": -9,
"source_id": "SEM_006",
"expected_date": "2025-12-31",
"observed_date": "2025-12-31"
},
{
"kind": "prereq",
"label": "OpenAI restructured into a $500 billion colossus by removing profit caps for investors (to support Stargate chip acquisition).",
"status": "hit",
"weight": 0.5,
"ordinal": -8,
"source_id": "SEM_048",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
"label": "Block unveiled proprietary Bitcoin mining ASIC at 709 Terahashes/second (TH/s) — leading indicator for eventual AI inference ASIC trajectory",
"status": "hit",
"weight": 0.5,
"ordinal": -7,
"source_id": "SEM_039",
"expected_date": "2026-04-29",
"observed_date": "2026-04-29"
},
{
"kind": "prereq",
... (truncated)