First lunar and Mars cities will be built from scratch via humanoid robot construction
Predictor: Alex Wissner-Gross · ep#234 "Anthropic vs. The Pentagon, Claude Outpaces ChatGPT, and Consulting Gets Replaced" · source
Prediction text
First lunar and Mars cities will be built from scratch via humanoid robot construction | I think this is how the first lunar city, the first Mars city get built.
Watch events: Figure 03 shipment volume; BMW, 2nd customer deployment count
Verbatim quote
I think this is how the first lunar city, the first Mars city get built.
Predictor: Alex Wissner-Gross
Calibration plot (stated vs observed)
Evidence about this node from Alex Wissner-Gross 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
- 2026-09-27pendingQ1 window check-in (25%)
- 2027-02-25pendingQ2 window check-in (50%)
- 2026-05-01 → 2027-12-31pendingTesla Optimus or competitor humanoid robot demonstrated performing autonomous construction-like task on simulated lunar/Mars regolith surfaceHow: Public video or peer-reviewed paper of Tesla/Figure/Apptronik/Boston Dynamics humanoid completing multi-step construction task (assembly, regolith manipulation, structure erection) in environment simulating <0.4g and abrasive dust; not just walking demosSource: Episode-cited Tesla/SpaceX integration thesis; Ai-Da Robot Space Pod precedentconf 45%
- 2027-07-26pendingQ3 window check-in (75%)
- 2026-09-01 → 2028-12-31pendingNASA, ESA, or commercial partner announces formal contract for humanoid-robot lunar surface construction servicesHow: Government RFP, contract award, or commercial joint venture announcement specifically for humanoid robotic construction or assembly services on lunar surface (not just rover or fixed-station services)Source: NASA lunar base by 2030 plan; Artemis CLPS expansionconf 35%
- 2027-01-01 → 2028-12-31pendingSpaceX Starship cargo mission to Mars launch attempt with humanoid robots aboardHow: SpaceX launches uncrewed Starship payload manifest publicly disclosing Tesla Optimus units or equivalent humanoid robots as cargo; per Elon Musk SpaceX Mars cargo target 2027 windowSource: BREAKING Elon Musk Sending Robots to Mars Before Humans (YouTube); Mars Base Alpha 2028 Musk forecastconf 30%
- 2027-06-01 → 2028-12-31pendingSpaceX uncrewed Lunar Starship lands successfully near Shackleton CraterHow: SpaceX confirms soft landing of Lunar Starship prototype on lunar surface; required milestone before any humanoid construction can begin on MoonSource: NASA Artemis 2028 lunar base plan; SpaceX Lunar Starship roadmapconf 40%
- 2030-01-01 → 2034-12-31pendingFirst habitable structure (>1 person, >7 days endurance) erected on lunar surfaceHow: Pressurized habitable module emplaced on lunar surface able to sustain at least 1 astronaut for >=7 consecutive days; corresponds to NASA 2030 base-by-2030 target slipping into early 2030sSource: NASA Aerospace America lunar base 2030 planconf 30%
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 |
|---|---|---|---|---|---|
| prereq | S_HUMANOID_ENTERPRISE_2028 Humanoid R2: 100K+ enterprise by Nov 2028 | 50.0% | 0.450 | 0.050 | -0.112 |
| killer | TK15 SpaceX Starship Catastrophic Failure | 12.0% | 0.050 | 0.450 | +0.040 |
| killer | TK08 Humanoid Capital Collapse (Figure/Apptronik Flop) | 22.0% | 0.050 | 0.450 | +0.000 |
Top outgoing (children)
Predictions THIS node influences
No outgoing edges.
Ticker exposure
Beneficiaries (24)
Adverse (5)
Prerequisites (4)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | S_HUMANOID_ENTERPRISE_2028 | Humanoid R2: 100K+ enterprise by Nov 2028 | humanoid_deployment | — |
| correlate | S_MARS_2028 | Mars uncrewed: 2028 transfer window (most likely first attempt) | mars_uncrewed_landing | — |
| killer | TK08 | Humanoid Capital Collapse (Figure/Apptronik Flop) | — | — |
| killer | TK15 | SpaceX Starship Catastrophic Failure | — | — |
Dependents (0)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| No dependents | ||||
Linked documents (1)
| Sim | Source | Title | Market prob | Polarity | Reviewed | Published |
|---|---|---|---|---|---|---|
| 0.678 | manifold | Will a humanoid robot walk on the mars before a human does? | 36% | mentions | pending | 2026-05-18 |
Raw metadata
{
"nia": false,
"url": "https://www.youtube.com/watch?v=dmtvGKuRE64",
"mode": "PREDICTION",
"role": "Host",
"context": "I think this is how the solar system gets won. Where do we where are we feeling the greatest hunger to to build entire cities? Yes, wartorrn areas for rebuilding, but building an entire Manhattan from scratch with in a on a dimminimous time scale. I I think this is how the first lunar city, the first Mars city get built.",
"verbatim": "I think this is how the first lunar city, the first Mars city get built.",
"conv_cues": "I think",
"direction": "HAPPEN",
"timeframe": "Unspecified future",
"conv_level": "MEDIUM",
"milestones": [
{
"kind": "quartile_checkpoint",
"label": "Q1 window check-in (25%)",
"status": "pending",
"weight": 0.05,
"ordinal": -5,
"source_id": null,
"expected_date": "2026-09-27",
"observed_date": null
},
{
"kind": "quartile_checkpoint",
"label": "Q2 window check-in (50%)",
"status": "pending",
"weight": 0.05,
"ordinal": -4,
"source_id": null,
"expected_date": "2027-02-25",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "Tesla Optimus or competitor humanoid robot demonstrated performing autonomous construction-like task on simulated lunar/Mars regolith surface",
"source": "Episode-cited Tesla/SpaceX integration thesis; Ai-Da Robot Space Pod precedent",
"status": "pending",
"weight": 0.4,
"ordinal": -3,
"source_id": null,
"confidence": 0.45,
"source_url": "https://www.foxnews.com/tech/humanoid-robot-makes-architectural-history-designing-building",
"expected_date": "2027-03-01",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2027-12-31",
"from": "2026-05-01"
},
"measurement_criterion": "Public video or peer-reviewed paper of Tesla/Figure/Apptronik/Boston Dynamics humanoid completing multi-step construction task (assembly, regolith manipulation, structure erection) in environment simulating <0.4g and abrasive dust; not just walking demos"
},
{
"kind": "quartile_checkpoint",
"label": "Q3 window check-in (75%)",
"status": "pending",
"weight": 0.05,
"ordinal": -2,
"source_id": null,
"expected_date": "2027-07-26",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "NASA, ESA, or commercial partner announces formal contract for humanoid-robot lunar surface construction services",
"source": "NASA lunar base by 2030 plan; Artemis CLPS expansion",
"status": "pending",
"weight": 0.4,
"ordinal": -1,
"source_id": null,
"confidence": 0.35,
"source_url": "https://aerospaceamerica.aiaa.org/nasa-details-plan-to-establish-lunar-surface-base-by-2030-send-nuclear-powered-spacecraft-to-mars/",
"expected_date": "2027-11-01",
"research_origin": "deep_research",
"expected_date_range": {
"to": "2028-12-31",
"from": "2026-09-01"
},
"measurement_criterion": "Government RFP, contract award, or commercial joint venture announcement specifically for humanoid robotic construction or assembly services on lunar surface (not just rover or fixed-station services)"
},
{
"kind": "event",
"label": "First lunar and Mars cities will be built from scratch via humanoid robot construction",
"status": "pending",
"weight": 1,
"ordinal": 0,
"source_id": "234_049",
"expected_date": "2027-12-24",
"observed_date": null
},
{
"kind": "llm_pre_event",
"label": "SpaceX Starship cargo mission to Mars launch attempt with humanoid robots aboard",
"source": "BREAKING Elon Musk Sending Robots to Mars Before Humans (YouTube); Mars Base Alpha 2028 Musk forecast",
"status": "pending",
"weight": 0.4,
"ordinal": 1,
... (truncated)