Jevons paradox: bandwidth demand will explode as 10 billion robots and AVs need connectivity.
Predictor: Peter Diamandis · ep#248 "Sam Altman's Attack, Amazon vs. Starlink, and What Opus 4.7 Actually Means | #248" · source
Prediction text
Jevons paradox: bandwidth demand will explode as 10 billion robots and AVs need connectivity. | Yeah, Javon's paradox big time. And we're going to have, you know, 10 billion robots all needing bandwidth connectivity via these and all the autonomous vehicles and all of the other uh six armed robots that are running around.
Verbatim quote
Yeah, Javon's paradox big time. And we're going to have, you know, 10 billion robots all needing bandwidth connectivity via these and all the autonomous vehicles and all of the other uh six armed robots that are running around.
Predictor: Peter Diamandis
Calibration plot (stated vs observed)
Evidence about this node from Peter Diamandis 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
- 2026-05-01 → 2026-06-22overdueHyperscaler AI traffic capex includes net-new bandwidth/spectrum line itemHow: Major hyperscaler (MSFT/META/AMZN/GOOGL) or telecom (T/VZ/TMUS) Q1 or Q2 2026 disclosure breaks out >=$500M net-new spending on AI-edge bandwidth/IoT MNO capacitySource: futurist:Diamandis Jevons paradoxconf 40%
- 2026-05-01 → 2026-06-22overdueStarlink/Kuiper announce robot/AV-class connectivity tierHow: SpaceX Starlink, Amazon Kuiper, or AST SpaceMobile announces dedicated low-latency connectivity SKU/service for autonomous vehicles or humanoid robotsSource: training-window 248 episode contextconf 50%
- 2026-07-20pendingOptimus 3 production start signals demand validation for connected humanoidsHow: Tesla announces Optimus 3 production start; press release or SEC filing confirms initial production batch underwaySource: 239_011 Optimus 3 summer 2026 prereqconf 40%
- 2026-09-01 → 2027-12-31pendingCellular IoT module shipments for robotics/AV cross 100M annualizedHow: GSMA, Counterpoint, or Berg Insight quarterly report shows annualized robotics/AV cellular module shipments cross 100M unitsSource: industry analyst conventionconf 30%
- 2026-09-01 → 2028-06-30pendingSpectrum policy: FCC or peer regulator allocates net-new AI-machine-class spectrumHow: FCC NPRM or final rule allocates new spectrum band specifically for autonomous-systems machine connectivitySource: post-event regulatory cascadeconf 25%
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
Raw metadata
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}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 | TK08 Humanoid Capital Collapse (Figure/Apptronik Flop) | 22.0% | 0.050 | 0.600 | +0.083 |
| prereq | SEM_008 Training runs costing $10 billion for a single model will co — Dario Amodei | 76.9% | 0.600 | 0.050 | +0.073 |
| prereq | SEM_012 Nvidia quadrupled chip production output while only doubling — Jensen Huang | 75.0% | 0.600 | 0.050 | +0.063 |
| prereq | SEM_042 2025 will be the definitive year that agentic systems finall — Kevin Weil | 73.8% | 0.600 | 0.050 | +0.055 |
| prereq | 234_012 Anthropic revenue will cross OpenAI revenue in middle of 202 — Peter Diamandis | 67.1% | 0.600 | 0.050 | +0.020 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 235_019 Fast food chains will bring in humanoid robots very shortly — Peter Diamandis | 12.8% | 0.650 | 0.050 | +0.178 |
| prereq | 240_037 Amazon Zoox Robotaxi will launch in LA in 2027 — Peter Diamandis | 23.5% | 0.650 | 0.050 | +0.071 |
| prereq | 239_011 Optimus 3 production starts summer 2026 — Elon Musk | 22.5% | 0.550 | 0.050 | +0.039 |
| prereq | 247_043 Humanoid robots will be utterly transformative for 2/3 of US — Alex Wissner-Gross | 26.2% | 0.500 | 0.050 | -0.020 |
| prereq | 241_029 Humanoid robot assembly of rockets is beyond current robots — Eric Schmidt | 27.9% | 0.600 | 0.050 | +0.005 |
Ticker exposure
Beneficiaries (24)
Adverse (5)
Prerequisites (7)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 234_012 | Anthropic revenue will cross OpenAI revenue in middle of 2026 | Markets/Stocks | — |
| prereq | SEM_008 | Training runs costing $10 billion for a single model will commence sometime in 2025. | AI | — |
| prereq | 247_042 | Professional Robotics League first US match on April 19, 2026 in Boston | Robotics | — |
| 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 | — |
| correlate | S_HUMANOID_ENTERPRISE_2028 | Humanoid R2: 100K+ enterprise by Nov 2028 | humanoid_deployment | — |
| killer | TK08 | Humanoid Capital Collapse (Figure/Apptronik Flop) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_019 | Fast food chains will bring in humanoid robots very shortly to replace workers. | Robotics | — |
| prereq | 240_037 | Amazon Zoox Robotaxi will launch in LA in 2027 | Auto/Transport | — |
| prereq | 241_029 | Humanoid robot assembly of rockets is beyond current robots for a long time | Robotics | — |
| prereq | 239_011 | Optimus 3 production starts summer 2026 | Robotics | — |
| prereq | 247_043 | Humanoid robots will be utterly transformative for 2/3 of US services sector | Robotics | — |
Expected milestones (1)
| Expected by | Description | Status |
|---|---|---|
| 2026-06-30 | [Robotics 2026-06] necessary to drive robotics costs down [248_020] Jevons paradox: bandwidth demand will explode as 10 billion robots and AVs need [234_025] Figure 03 shipment volume; BMW, 2nd customer deployment count | pending |
Raw metadata
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... (truncated)