Nvidia's margins unsustainable; cracks in armor but all chips made will sell.
Predictor: Dave Blundin · ep#235 "Amazon's $35B AGI Ultimatum to OpenAI & Anthropic Drops AI Safety | EP #235" · source
Prediction text
Nvidia's margins unsustainable; cracks in armor but all chips made will sell. | Yeah. Well, if Nvidia unravels, uh, this would be why. I'm not predicting it'll happen because Jensen's investing in a wide variety of ways, but his margins are so high, it's almost unsustainable. So, there is, you know, there's some cracks in the armor there. But every chip that gets made is going to get sold. There's no doubt about that.
Verbatim quote
Yeah. Well, if Nvidia unravels, uh, this would be why. I'm not predicting it'll happen because Jensen's investing in a wide variety of ways, but his margins are so high, it's almost unsustainable. So, there is, you know, there's some cracks in the armor there. But every chip that gets made is going to get sold. There's no doubt about that.
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
- 2026-01-01 → 2027-06-30pendingHyperscaler custom-silicon deployment crosses majority of new capacityHow: GOOGL/AMZN/META/MSFT discloses >50% of new AI capacity on custom silicon (TPU/Trainium/MTIA/Maia) on a quarter.Source: deep_research_enrichedconf 55%
- 2026-05-01 → 2027-06-30pendingNvidia gross margin guides below 70% for any quarterHow: Nvidia quarterly guidance or actual non-GAAP gross margin prints below 70% (vs current 75% guide).Source: deep_research_enrichedconf 40%
- 2026-06-01 → 2027-06-30pendingSustained sell-through despite margin compression (chips-still-sell signal)How: Nvidia data-center revenue grows YoY in every quarter even as margin guide softens — confirms 'all chips made will sell' half of thesis.Source: deep_research_enrichedconf 65%
- 2026-06-01 → 2027-06-30pendingAMD MI400-class or Intel Gaudi-4 wins major hyperscaler orderHow: AMD/INTC discloses single-customer AI accelerator order >= $1B in earnings or PR.Source: deep_research_enrichedconf 50%
- 2026-09-01 → 2027-06-30pendingSell-side downgrade specifically citing margin sustainabilityHow: Tier-1 sell-side (GS/MS/JPM) publishes downgrade or 'cracks' note framed around margin durability.Source: deep_research_enrichedconf 45%
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 | 0.550 | -0.080 |
| prereq | SEM_015 Nvidia agreed to remit 15% of China chip-sale revenue direct — Jensen Huang | 66.3% | 0.550 | 0.050 | -0.069 |
| prereq | SEM_027 Nvidia Data Center revenue +66% YoY, contributing ~90% of $5 — Joseph Moore | 68.3% | 0.550 | 0.050 | -0.069 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.550 | -0.055 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.550 | +0.045 |
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 | -0.051 |
| prereq | 242_023 World will have 10x more wealth around 2034-2036 — Dave Blundin | 34.2% | 0.600 | 0.050 | -0.045 |
| prereq | 246_016 Dragonfly nuclear-powered octicopter arrives at Titan in 203 — Peter Diamandis | 35.6% | 0.650 | 0.050 | -0.037 |
| 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 | -0.028 |
| prereq | 240_036 TEPCO's restarted reactor will support 20% of Japan's electr — Peter Diamandis | 34.3% | 0.650 | 0.050 | -0.024 |
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 | — |
Expected milestones (1)
| Expected by | Description | Status |
|---|---|---|
| 2026-12-31 | Vera Rubin partner availability target for H2 2026 | pending |
Linked documents (10)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.750 | codex_research_pack | NVIDIA - Vera Rubin Opens Agentic AI Frontier | — | corroborates | pending | 2026-03-16 |
| 0.750 | codex_research_pack | NVIDIA - Rubin Platform, Open Models, Autonomous Driving at CES | — | corroborates | pending | 2026-01-06 |
| 0.682 | gdelt | why keep buying nvidia stock 160006739.html | — | mentions | pending | 2026-04-30 |
| 0.605 | manifold | Will I comment on this market? [Creator won't bet] | 35% | mentions | pending | 2026-06-01 |
| 0.596 | polymarket | Will the Tennessee Titans win the 2027 NFL league championship? | 1% | mentions | pending | 2026-02-09 |
| 0.594 | polymarket | Will the Arizona Cardinals win the 2027 NFL league championship? | 1% | mentions | pending | 2026-02-09 |
| 0.592 | polymarket | 76ers vs. Celtics: O/U 205.5 | 48% | mentions | pending | 2026-05-01 |
| 0.591 | polymarket | Spread: Golden Knights (-1.5) | 38% | mentions | pending | 2026-04-28 |
| 0.589 | polymarket | Golden Knights vs. Utah | 51% | mentions | pending | 2026-04-29 |
| 0.587 | polymarket | Will Tigres de la UANL win on 2026-05-02? | 50% | mentions | pending | 2026-04-28 |
Raw metadata
{
"nia": true,
"url": "https://www.youtube.com/watch?v=T8X6kp-pcKs",
"mode": "SPECULATION",
"role": "Host",
"caveats": "Not an explicit prediction",
"context": "Well, if Nvidia unravels, uh, this would be why. I'm not predicting it'll happen because Jensen's investing in a wide variety of ways, but his margins are so high, it's almost unsustainable. So, there is, you know, there's some cracks in the armor there. But every chip that gets made is going to get sold.",
"to_year": 2028,
"verbatim": "Yeah. Well, if Nvidia unravels, uh, this would be why. I'm not predicting it'll happen because Jensen's investing in a wide variety of ways, but his margins are so high, it's almost unsustainable. So, there is, you know, there's some cracks in the armor there. But every chip that gets made is going to get sold. There's no doubt about that.",
"conv_cues": "not predicting",
"direction": "MIXED",
"from_year": 2026,
"timeframe": "unspecified",
"conv_level": "MEDIUM",
"milestones": [
{
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"source_id": "SEM_015",
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{
"kind": "llm_pre_event",
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{
"kind": "llm_pre_event",
"label": "Nvidia gross margin guides below 70% for any quarter",
"source": "deep_research_enriched",
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"weight": 0.4,
"ordinal": -4,
"source_id": null,
"confidence": 0.4,
"source_url": "https://nvidianews.nvidia.com/news/nvidia-announces-financial-results-for-third-quarter-fiscal-2026",
"expected_date": "2026-11-29",
"research_origin": "training",
"expected_date_range": {
"to": "2027-06-30",
"from": "2026-05-01"
},
"measurement_criterion": "Nvi
... (truncated)