A 'trillion-dollar agent economy' driven by hyper-deflation of intelligence — AI intelligence becoming 100x cheaper every two years; in aerospace this enables mission planning, orbital trajectory calculation, and CAD modeling to be executed autonomousl...
Predictor: Alex Finn
Prediction text
A 'trillion-dollar agent economy' driven by hyper-deflation of intelligence — AI intelligence becoming 100x cheaper every two years; in aerospace this enables mission planning, orbital trajectory calculation, and CAD modeling to be executed autonomously by non-human agents at a fraction of current cost. | First $1B autonomous-agent-only aerospace company valuation
Key catalyst: First $1B autonomous-agent-only aerospace company valuation
Watch events: Aerospace-specific agent-deployment metrics; inference cost curves
Resolution evidence
Epoch AI cost-per-inference tracking confirms >40x/yr deflation 2023-2026 — faster than 100x/2yr rate. Aerospace-specific agent adoption emerging.
Predictor: Alex Finn
Calibration plot (stated vs observed)
Evidence about this node from Alex Finn 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
- 2026-03-16hitNVIDIA Vera Rubin platform delivers 10x inference cost reductionHow: NVIDIA discloses Vera Rubin GPU achieves 10x inference cost reduction vs prior gen on equivalent workloadsSource: https://nvidianews.nvidia.com/news/space-computing — Vera Rubin announcement, GTC March 2026conf 92%
- 2026-04-01hitPer-token AI prices collapse 90% since early 2025How: Silicon Data / NVIDIA / aggregated benchmarks show 90%+ per-token cost decline vs early 2025 across frontier modelsSource: https://www.silicondata.com/blog/llm-cost-per-tokenconf 97%Notes: Direct evidence of intelligence hyper-deflation. Median 50x/yr decline supports '100x cheaper every 2 years' framing.
- 2026-11-23pendingQ1 window check-in (25%)
- 2026-06-01 → 2027-12-31pendingAI agent stack handles end-to-end aerospace mission planning taskHow: At least one aerospace company (SpaceX, Rocket Lab, Boeing, NASA, Anduril, Aetherflux) publicly demonstrates AI-agent stack autonomously completing mission planning, trajectory calc, OR CAD modeling at production-grade qualitySource: https://aetherflux.medium.com/aetherflux-is-taking-ai-compute-to-orbit-with-nvidia-ba098e018210 — Aetherflux/NVIDIA orbitalconf 55%
- 2027-10-16pendingQ2 window check-in (50%)
- 2028-09-06pendingQ3 window check-in (75%)
- 2027-06-01 → 2029-12-31pendingFirst $1B+ valuation for autonomous-agent-only aerospace companyHow: Series C/D or M&A-implied valuation $1B or higher for an aerospace company that primarily uses AI agents (not human engineers) for engineering workSource: Pitchbook, Crunchbase, SpaceNewsconf 40%Notes: Direct test of original prediction's anchor metric ('First $1B autonomous-agent-only aerospace company valuation').
- 2028-01-01 → 2030-10-31pendingTrillion-dollar AI agent economy reaches measurable thresholdHow: Aggregated AI agent / autonomous workflow software market crosses $100B annual run-rate revenue per Gartner / IDC tracking (10% of trillion)Source: Gartner Magic Quadrant, IDC AI agent market reportsconf 45%Notes: $100B = entry threshold for trillion-dollar economy framing. Full $1T is multi-decade per most analysts.
No downstream cascades — this prediction is a leaf in the dependency graph.
What if this resolves?
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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 | TK06 China-Taiwan Military Conflict | 8.0% | 0.050 | 0.720 | +0.089 |
| killer | TK10 $100T Sovereign Debt Crisis | 12.0% | 0.050 | 0.720 | +0.062 |
| killer | TK05 Rate Regime Persistence (10y > 5% through 2028) | 30.0% | 0.050 | 0.720 | -0.058 |
| killer | TK04 Macro Recession 2026-27 (Structural Deleveraging) | 25.0% | 0.050 | 0.720 | -0.025 |
| killer | TK07 Labor Political Backlash (UBI Mandate / AI Tax) | 18.0% | 0.050 | 0.720 | +0.022 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (23)
Prerequisites (9)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| correlate | S_AGI_MID_2029 | AGI mid: Kurzweil 2029 path | agi_general_capability | — |
| correlate | S_AGI_FAST_2027 | AGI fast: drop-in remote worker by 2027-09 | agi_general_capability | — |
| correlate | S_AGI_SLOW_2031 | AGI slow: Schmidt/Hassabis 5-10 year path | agi_general_capability | — |
| correlate | S_AGI_WINTER_2036PLUS | AGI delayed: capability plateau or AI winter | agi_general_capability | — |
| killer | TK05 | Rate Regime Persistence (10y > 5% through 2028) | — | — |
| killer | TK04 | Macro Recession 2026-27 (Structural Deleveraging) | — | — |
| killer | TK07 | Labor Political Backlash (UBI Mandate / AI Tax) | — | — |
| killer | TK10 | $100T Sovereign Debt Crisis | — | — |
| killer | TK06 | China-Taiwan Military Conflict | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Validations (1)
| Observed at | Status | By | Notes |
|---|---|---|---|
| 2026-04-29 | partial | thesis_timeline_v1.0_import | Epoch AI cost-per-inference tracking confirms >40x/yr deflation 2023-2026 — faster than 100x/2yr rate. Aerospace-specific agent adoption emerging. |
Raw metadata
{
"nia": false,
"qty": "100x / 2yrs intelligence deflation",
"mode": "FORECAST",
"role": "Cited-Other",
"context": "Fourth Finn entry (INF_039 SMGI, CYB_003 Moltbook, CYB_011 ask-and-buy, CYB_012 recommendation poisoning). Specific aerospace-compute-deflation angle.",
"to_year": 2030,
"conv_cues": "specific quantitative deflation rate; coined framing",
"direction": "HAPPEN",
"from_year": 2026,
"timeframe": "2026-2030",
"conv_level": "HIGH",
"milestones": [
{
"kind": "llm_pre_event",
"label": "NVIDIA Vera Rubin platform delivers 10x inference cost reduction",
"source": "https://nvidianews.nvidia.com/news/space-computing — Vera Rubin announcement, GTC March 2026",
"status": "hit",
"weight": 0.4,
"ordinal": -10,
"source_id": null,
"confidence": 0.92,
"source_url": "https://nvidianews.nvidia.com/news/space-computing",
"expected_date": "2026-03-16",
"observed_date": "2026-03-16",
"research_origin": "deep_research",
"measurement_criterion": "NVIDIA discloses Vera Rubin GPU achieves 10x inference cost reduction vs prior gen on equivalent workloads"
},
{
"kind": "llm_pre_event",
"label": "Per-token AI prices collapse 90% since early 2025",
"notes": "Direct evidence of intelligence hyper-deflation. Median 50x/yr decline supports '100x cheaper every 2 years' framing.",
"source": "https://www.silicondata.com/blog/llm-cost-per-token",
"status": "hit",
"weight": 0.4,
"ordinal": -9,
"source_id": null,
"confidence": 0.97,
"source_url": "https://www.silicondata.com/blog/llm-cost-per-token",
"expected_date": "2026-04-01",
"observed_date": "2026-04-01",
"research_origin": "deep_research",
"measurement_criterion": "Silicon Data / NVIDIA / aggregated benchmarks show 90%+ per-token cost decline vs early 2025 across frontier models"
},
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "pending",
"weight": 0.05,
"ordinal": -8,
"source_id": null,
"expected_date": "2026-11-23",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "AI agent stack handles end-to-end aerospace mission planning task",
"source": "https://aetherflux.medium.com/aetherflux-is-taking-ai-compute-to-orbit-with-nvidia-ba098e018210 — Aetherflux/NVIDIA orbital",
"status": "pending",
"weight": 0.4,
"ordinal": -7,
"source_id": null,
"confidence": 0.55,
"source_url": "https://aetherflux.medium.com/aetherflux-is-taking-ai-compute-to-orbit-with-nvidia-ba098e018210",
"expected_date": "2027-03-17",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2027-12-31",
"from": "2026-06-01"
},
"measurement_criterion": "At least one aerospace company (SpaceX, Rocket Lab, Boeing, NASA, Anduril, Aetherflux) publicly demonstrates AI-agent stack autonomously completing mission planning, trajectory calc, OR CAD modeling at production-grade quality"
},
{
"kind": "scenario_signal",
"label": "Scenario fires: AGI fast: drop-in remote worker by 2027-09",
"status": "pending",
"weight": 0.3,
"ordinal": -6,
"source_id": "S_AGI_FAST_2027",
"expected_date": "2027-09-30",
"observed_date": null
},
{
"kind": "quartile_checkpoint",
"label": "Q2 window check-in (50%)",
"status": "pending",
"weight": 0.05,
"ordinal": -5,
"source_id": null,
"expected_date": "2027-10-16",
"observed_date": null
},
{
"kind": "quartile_checkpoint",
"label": "Q3 window check-in (75%)",
"status": "pending",
"weight": 0.05,
"ordinal": -4,
"source_id": null,
"expected_date": "2028-09-06",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "F
... (truncated)