Cost curves will start collapsing industries before the technology itself does.
Predictor: Dave Blundin · ep#231 "Top AI News: Sonnet 4.6, Grok 4.2, Gemini 3 Deep Think, and OpenClaw | EP #231" · source
Prediction text
Cost curves will start collapsing industries before the technology itself does. | cost curves are now going to start collapsing industries before the technology does, right? That's like really uh quite something.
Verbatim quote
cost curves are now going to start collapsing industries before the technology does, right? That's like really uh quite something.
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
- 2025-10-31hitAmazon eliminates 14K corporate roles citing AI-enabled leaner structureHow: Amazon announces >=10K corporate role eliminations explicitly citing AI rationaleSource: https://techcrunch.com/2025/12/31/investors-predict-ai-is-coming-for-labor-in-2026/conf 95%Notes: HIT — Amazon 14K corporate cut announced 2025.
- 2025-12-31hit55K AI-attributed layoffs in 2025 (Workday, Amazon, Salesforce et al)How: Challenger Gray report confirms >=50K layoffs in 2025 explicitly cite AI as causeSource: https://techcrunch.com/2025/12/31/investors-predict-ai-is-coming-for-labor-in-2026/conf 95%Notes: HIT — 55K explicit AI layoffs of 1.17M total cuts in 2025.
- 2026-02-28hit32K tech-firm job losses in first 2 months of 2026How: Challenger Gray or Layoffs.fyi confirms >=30K tech sector layoffs in Jan-Feb 2026Source: https://www.findarticles.com/investors-say-ai-job-losses-are-coming-in-2026/conf 95%
- 2026-06-01 → 2027-06-30pendingMajor industry (call centers, BPO, customer support) shows >15% YoY headcount declineHow: BLS or industry trade org reports >=15% YoY headcount decline in customer support / BPO / call-center sectorSource: https://www.bls.gov/opub/mlr/2025/article/incorporating-ai-impacts-in-bls-employment-projections.htmconf 60%Notes: Direct industry-collapse-via-cost-curve test.
- 2026-06-01 → 2028-12-31pendingAI-driven labor displacement reaches 1M jobs/year displacement rateHow: Goldman Sachs / IMF / WEF report confirms AI displacement running at >=1M jobs/year US or >=5M globallySource: https://www.goldmansachs.com/insights/articles/how-will-ai-affect-the-global-workforceconf 55%
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 | 0.600 | -0.088 |
| prereq | SEM_015 Nvidia agreed to remit 15% of China chip-sale revenue direct — Jensen Huang | 66.3% | 0.600 | 0.050 | -0.076 |
| prereq | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $5 — Joseph Moore | 68.3% | 0.600 | 0.050 | -0.075 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.600 | -0.060 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.600 | +0.050 |
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 | -0.029 |
| prereq | 242_023 World will have 10x more wealth around 2034-2036 — Dave Blundin | 34.2% | 0.600 | 0.050 | -0.023 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.013 |
| 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 | -0.004 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | +0.000 |
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 | 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 | — |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=HklyjXKYFng",
"mode": "PREDICTION",
"role": "Host",
"context": "cost curves are now going to start collapsing industries before the technology does, right? That's like really uh quite something.",
"to_year": 2027,
"verbatim": "cost curves are now going to start collapsing industries before the technology does, right? That's like really uh quite something.",
"conv_cues": "going to start",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "near future",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "Amazon eliminates 14K corporate roles citing AI-enabled leaner structure",
"notes": "HIT — Amazon 14K corporate cut announced 2025.",
"source": "https://techcrunch.com/2025/12/31/investors-predict-ai-is-coming-for-labor-in-2026/",
"status": "hit",
"weight": 0.4,
"ordinal": -7,
"source_id": null,
"confidence": 0.95,
"source_url": "https://techcrunch.com/2025/12/31/investors-predict-ai-is-coming-for-labor-in-2026/",
"expected_date": "2025-12-31",
"observed_date": "2025-10-31",
"research_origin": "deep_research",
"measurement_criterion": "Amazon announces >=10K corporate role eliminations explicitly citing AI rationale"
},
{
"kind": "llm_pre_event",
"label": "55K AI-attributed layoffs in 2025 (Workday, Amazon, Salesforce et al)",
"notes": "HIT — 55K explicit AI layoffs of 1.17M total cuts in 2025.",
"source": "https://techcrunch.com/2025/12/31/investors-predict-ai-is-coming-for-labor-in-2026/",
"status": "hit",
"weight": 0.4,
"ordinal": -6,
"source_id": null,
"confidence": 0.95,
"source_url": "https://techcrunch.com/2025/12/31/investors-predict-ai-is-coming-for-labor-in-2026/",
"expected_date": "2026-01-31",
"observed_date": "2025-12-31",
"research_origin": "deep_research",
"measurement_criterion": "Challenger Gray report confirms >=50K layoffs in 2025 explicitly cite AI as cause"
},
{
"kind": "llm_pre_event",
"label": "32K tech-firm job losses in first 2 months of 2026",
"source": "https://www.findarticles.com/investors-say-ai-job-losses-are-coming-in-2026/",
"status": "hit",
"weight": 0.4,
"ordinal": -5,
"source_id": null,
"confidence": 0.95,
"source_url": "https://www.findarticles.com/investors-say-ai-job-losses-are-coming-in-2026/",
"expected_date": "2026-02-28",
"observed_date": "2026-02-28",
"research_origin": "deep_research",
"measurement_criterion": "Challenger Gray or Layoffs.fyi confirms >=30K tech sector layoffs in Jan-Feb 2026"
},
{
"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",
"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": -3,
"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": -2,
"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 Co
... (truncated)