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247_051predictionEnergyAI-scaling

Solar panels will be delivered by drones and installed by robots

Predictor: Dave Blundin · ep#247 "Elon Musk vs. Sam Altman, AI Job Loss, and OpenAI's $852B Valuation EP #247" · source

Prior probability
60.0%
Current probability
49.5%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2028-06-01 – 2028-06-30
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

Solar panels will be delivered by drones and installed by robots | You'd expect that a drone would bring it and drop it right there and then a robot would land and install it and it would be done you know perfectly with no human involvement and that's that's so doable.

Verbatim quote

From episode "Elon Musk vs. Sam Altman, AI Job Loss, and OpenAI's $852B Valuation EP #247"
You'd expect that a drone would bring it and drop it right there and then a robot would land and install it and it would be done you know perfectly with no human involvement and that's that's so doable.

Predictor: Dave Blundin

κ + Brier as of 2026-05-22
κ (discount)
0.821
Brier
0.0491
excellent
Hits / Misses
3 / 2
of 9 resolved
Hit rate
33.3%
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

Not linked

This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.

Probability over time

4 prob_history rows
0%25%50%75%100%prior 60%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 49.5%

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.
Leading chain: 6 fired ✓ · 4 pending
  1. 2026-03-20hitTerabase Terafab 24/7 autonomous solar construction system commercially deployed
    How: Terabase Energy announces Terafab — 24/7 robotic solar construction line installing on 2-minute cycle (~20 MW/week capability) — is shipping to commercial buyers
    Source: https://electrek.co/2026/03/20/a-24-7-solar-farm-building-robot-just-hit-the-market/conf 95%
    Notes: HIT — autonomous solar 'farm-building robot' commercially available.
  2. 2026-03-15hitAES Maximo robot installs 100 MW of solar capacity (lifetime)
    How: AES publicly reports its Maximo autonomous solar installation robot has installed cumulative ≥100 MW of solar capacity, with version 3 handling >1 module/minute and 24-modules-per-shift-hour-per-person
    Source: https://www.therobotreport.com/aes-maximo-robot-installs-100-megawatts-of-solar-capacity/conf 95%
    Notes: HIT — robot-installed solar at scale already exists.
  3. 2026-12-31pendingLuminous Lumi 4 robots complete Australia 250 MW solar farm install with most panels robot-installed
    How: Luminous Robotics confirms completion of 250 MW Australian solar facility with 'most' of ~600,000 panels installed by Lumi 4 robots — proof point for robot-led panel placement at utility scale
    Source: https://www.massrobotics.org/ai-powered-robots-install-solar-panels-faster-than-any-humans/conf 85%
  4. 2027-01-01 → 2028-12-31pendingDrone delivery of construction material to active solar build site documented at scale
    How: Major drone-delivery operator (Zipline, Wing, Matternet, Joby+heavy-cargo) demonstrates routine delivery of solar panels or BOS components to active construction site — first leg of the drone-delivers-robot-installs vision
    Source: FAA Part 137/135 advisories, FAA UAS waiver list, operator press releasesconf 45%
    Notes: Drone delivery is the weaker leg of the prediction — current installs use ground-based robots.
  5. 2027-06-01 → 2029-06-30pendingFirst end-to-end drone-deliver + robot-install solar deployment with zero human field labor
    How: Solar developer or robotics vendor demonstrates an end-to-end deployment where panels are delivered by drone AND installed by autonomous robots with zero human on-site field labor, even at small (≥1 MW) scale
    Source: Solar Power World, PV Magazine, Greentech Media coverageconf 30%
    Notes: Cascade — direct literal test of the Blundin prediction.

What if this resolves?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 50%)

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

Every probability update with full Bayesian provenance — chronological, latest first
LBP2026-05-10T02:00:02Z49.5%-1.2pp
Network propagation: 50.7% → 49.5%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z50.7%-2.2pp
Network propagation: 52.9% → 50.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z52.9%-2.9pp
Network propagation: 55.8% → 52.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z55.8%-4.2pp
Network propagation: 60.0% → 55.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

Top incoming (parents)

Edges that influence THIS node's belief

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.600-0.088
prereqSEM_015
Nvidia agreed to remit 15% of China chip-sale revenue directJensen Huang
66.3%0.6000.050-0.076
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.6000.050-0.075
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.600-0.060
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.600+0.050

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq232_057
First person to arrive on moon/Mars will find bed made by OpDave Blundin
34.8%0.6000.050-0.029
prereq242_023
World will have 10x more wealth around 2034-2036Dave Blundin
34.2%0.6000.050-0.023
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.013
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.004
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050+0.000

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (10)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_011Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.Capital Markets
prereqSEM_027Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.Capital Markets
prereqSEM_014Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).Manufacturing
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereqSEM_015Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.Policy/Semis
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy
prereq232_057First person to arrive on moon/Mars will find bed made by Optimus robots; robots not astronauts lead exploration.Robotics
prereq242_023World will have 10x more wealth around 2034-2036Macro/Economy

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=5ak26W2YNRY",
  "mode": "ASPIRATION",
  "role": "Host",
  "context": "a drone would bring it and drop it right there and then a robot would land and install it",
  "to_year": 2030,
  "verbatim": "You'd expect that a drone would bring it and drop it right there and then a robot would land and install it and it would be done you know perfectly with no human involvement and that's that's so doable.",
  "conv_cues": "so doable",
  "direction": "HAPPEN",
  "from_year": 2027,
  "timeframe": "Future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Terabase Terafab 24/7 autonomous solar construction system commercially deployed",
      "notes": "HIT — autonomous solar 'farm-building robot' commercially available.",
      "source": "https://electrek.co/2026/03/20/a-24-7-solar-farm-building-robot-just-hit-the-market/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://control.com/news/autonomous-robots-install-solar-panels-3-times-faster/",
      "expected_date": "2026-03-20",
      "observed_date": "2026-03-20",
      "research_origin": "deep_research",
      "measurement_criterion": "Terabase Energy announces Terafab — 24/7 robotic solar construction line installing on 2-minute cycle (~20 MW/week capability) — is shipping to commercial buyers"
    },
    {
      "kind": "llm_pre_event",
      "label": "AES Maximo robot installs 100 MW of solar capacity (lifetime)",
      "notes": "HIT — robot-installed solar at scale already exists.",
      "source": "https://www.therobotreport.com/aes-maximo-robot-installs-100-megawatts-of-solar-capacity/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.renewableenergyworld.com/solar/utility-scale/meet-maximo-the-ai-enabled-solar-installation-robot/",
      "expected_date": "2026-04-15",
      "observed_date": "2026-03-15",
      "research_origin": "deep_research",
      "measurement_criterion": "AES publicly reports its Maximo autonomous solar installation robot has installed cumulative ≥100 MW of solar capacity, with version 3 handling >1 module/minute and 24-modules-per-shift-hour-per-person"
    },
    {
      "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": -8,
      "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": -7,
      "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": -6,
      "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 Code) a",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia agreed to remit 15% of China chip-sale revenue directly to US government in exchange for reversing specific AI chip export bans.",
      "status": "pendi
... (truncated)