AI will do the job for 2% of the cost of a human in the near term
Predictor: Dave Blundin · ep#242 "Elon Enters the Chip Race, the S&P 500 Repricing, and Human Drivers Will Become Illegal | EP #242" · source
Prediction text
AI will do the job for 2% of the cost of a human in the near term | AI can do the job for 10%, soon to be 2% of the cost of the human
Watch events: BLS employment reports; tech layoff trackers; Underemployment rate; Yang quarterly updates
Verbatim quote
AI can do the job for 10%, soon to be 2% of the cost of the human
Predictor: Dave Blundin
Calibration plot (stated vs observed)
Evidence about this node from Dave Blundin 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
- 2026-03-06hitAnthropic Economic Index publishes job-by-job AI feasibility mapHow: Anthropic publishes detailed map of which jobs AI can perform with feasibility scoring; Fortune coverage confirmsSource: https://fortune.com/2026/03/06/ai-job-losses-report-anthropic-research-great-recession-for-white-collar-workers/conf 95%
- 2026-03-31hitInference cost-per-million-tokens drops below $0.50 for GPT-4-class capabilityHow: Stanford AI Index / NVIDIA AI Factories benchmark shows GPT-4-equivalent capability available at <$0.50/1M tokens (vs $20 in late 2022)Source: https://blogs.nvidia.com/blog/lowest-token-cost-ai-factories/conf 95%Notes: HIT — GPT-4-equiv now $0.40/1M tokens (50x decline). Inference economics support 'cost approaches electricity' thesis.
- 2026-06-30 → 2026-12-31pendingAI-driven layoffs cited in BLS Challenger report cross 100K cumulative in 2026How: Challenger Gray AI-attributed layoff cumulative count exceeds 100K in calendar 2026 (vs ~55K in 2025)Source: https://fortune.com/2026/03/09/ai-layoffs-unemployment-insurance-benefits-systems-bls/conf 70%
- 2026-09-01 → 2027-12-31pendingCustomer-service / call-center labor cost displaced >50% in at least one Fortune 500 case studyHow: Fortune 500 company publicly discloses >50% reduction in customer-service headcount with explicit AI substitution and per-interaction cost reduction documentedSource: https://www.cnbc.com/2025/11/04/white-collar-layoffs-ai-cost-cutting-tariffs.htmlconf 70%
- 2027-06-01 → 2028-12-31pendingMedian knowledge-work labor cost ratio (AI:human) falls below 5%How: Industry analyst (McKinsey, BCG, Bain) publishes per-task cost-comparison study showing AI-delivered knowledge work at <5% of human labor cost for matched task qualitySource: https://aimultiple.com/ai-job-lossconf 50%Notes: Blundin's '2%' claim is aggressive; 5% is the falsifiable midpoint with consultancy backing.
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 | S_AGI_MID_2029 AGI mid: Kurzweil 2029 path | 35.0% | 0.600 | 0.050 | -0.219 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.600 | +0.084 |
| killer | TK02 AI Compute Supply Shock (TSMC/Taiwan Disruption) | 12.0% | 0.050 | 0.600 | +0.073 |
| prereq | SEM_014 Nvidia's Arizona-based TSMC factory successfully fabricated — Jensen Huang | 86.1% | 0.600 | 0.050 | +0.057 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.600 | +0.056 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 232_057 First person to arrive on moon/Mars will find bed made by Op — Dave Blundin | 34.8% | 0.600 | 0.050 | -0.047 |
| prereq | 242_023 World will have 10x more wealth around 2034-2036 — Dave Blundin | 34.2% | 0.600 | 0.050 | -0.041 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.033 |
| 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 | -0.023 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | -0.019 |
Ticker exposure
Beneficiaries (24)
Adverse (6)
Prerequisites (11)
| 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 | — |
| prereq | S_AGI_MID_2029 | AGI mid: Kurzweil 2029 path | agi_general_capability | — |
| 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 | 230_020 | Peter's 14-year-old son Milan will never get a driver's license. | Auto/Transport | — |
| prereq | 246_016 | Dragonfly nuclear-powered octicopter arrives at Titan in 2034. | Space | — |
| prereq | 240_036 | TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040 | Energy | — |
| prereq | 232_057 | First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration. | Robotics | — |
| prereq | 242_023 | World will have 10x more wealth around 2034-2036 | Macro/Economy | — |
Linked documents (3)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.639 | manifold | Will Bernie's 50% AI tax pass? | 6% | mentions | pending | 2026-06-03 |
| 0.626 | manifold | [snigus] Will I convince Destiny that managing AI-risk should be in top 2 policy priority of his? | 35% | mentions | pending | 2026-05-31 |
| 0.602 | manifold | Do you like 2% odds? | 2% | mentions | pending | 2026-05-18 |
Raw metadata
{
"nia": false,
"qty": "2% of human cost",
"url": "https://www.youtube.com/watch?v=wMLcIWLlcWg",
"mode": "FORECAST",
"role": "Host",
"context": "AI can do the job for 10%, soon to be 2% of the cost of the human",
"verbatim": "AI can do the job for 10%, soon to be 2% of the cost of the human",
"conv_cues": "soon to be",
"direction": "DOWN",
"timeframe": "near term",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Anthropic Economic Index publishes job-by-job AI feasibility map",
"source": "https://fortune.com/2026/03/06/ai-job-losses-report-anthropic-research-great-recession-for-white-collar-workers/",
"status": "hit",
"weight": 0.4,
"ordinal": -10,
"source_id": null,
"confidence": 0.95,
"source_url": "https://fortune.com/2026/03/06/ai-job-losses-report-anthropic-research-great-recession-for-white-collar-workers/",
"expected_date": "2026-03-06",
"observed_date": "2026-03-06",
"research_origin": "deep_research",
"measurement_criterion": "Anthropic publishes detailed map of which jobs AI can perform with feasibility scoring; Fortune coverage confirms"
},
{
"kind": "llm_pre_event",
"label": "Inference cost-per-million-tokens drops below $0.50 for GPT-4-class capability",
"notes": "HIT — GPT-4-equiv now $0.40/1M tokens (50x decline). Inference economics support 'cost approaches electricity' thesis.",
"source": "https://blogs.nvidia.com/blog/lowest-token-cost-ai-factories/",
"status": "hit",
"weight": 0.4,
"ordinal": -9,
"source_id": null,
"confidence": 0.95,
"source_url": "https://blogs.nvidia.com/blog/lowest-token-cost-ai-factories/",
"expected_date": "2026-03-31",
"observed_date": "2026-03-31",
"research_origin": "deep_research",
"measurement_criterion": "Stanford AI Index / NVIDIA AI Factories benchmark shows GPT-4-equivalent capability available at <$0.50/1M tokens (vs $20 in late 2022)"
},
{
"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": -8,
"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": -7,
"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": -6,
"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": -5,
"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": -4,
"source_id": "SEM_015",
"expected_date": "2026-06-25",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "AI-driven layoffs cited in BLS Challenger report cross 100K cumulative in 2026",
"source": "https://fortune.com/2
... (truncated)