← Cockpit
248_006predictionAIAI-scaling

The Luna AI-managed store will be one of the best-managed stores in the world within a year.

Predictor: Dave Blundin · ep#248 "Sam Altman's Attack, Amazon vs. Starlink, and What Opus 4.7 Actually Means | #248" · source

Prior probability
55.0%
Current probability
46.1%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2027-01-01 – 2027-10-31
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

The Luna AI-managed store will be one of the best-managed stores in the world within a year. | exactly so look my bet is this will be one of the best managed stores in the world within a year I am totally a believer

Verbatim quote

From episode "Sam Altman's Attack, Amazon vs. Starlink, and What Opus 4.7 Actually Means | #248"
exactly so look my bet is this will be one of the best managed stores in the world within a year I am totally a believer

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 55%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 46.1%

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: 7 fired ✓ · 3 pending
  1. 2026-04-15hitAndon Market AI-managed retail store opens in San Francisco
    How: Andon Labs opens Luna-managed Andon Market at 2102 Union Street, San Francisco; NBC News and PYMNTS coverage of opening
    Source: https://www.nbcnews.com/tech/innovation/ai-store-sf-san-francisco-bay-area-andon-labs-market-boss-rcna267013conf 90%
  2. 2026-04-15hitLuna independently selects inventory, sets prices, hires staff
    How: Multiple press outlets confirm Luna AI agent owns concept, pricing, supplier negotiation, and human-staff hiring decisions for Andon Market
    Source: https://www.pymnts.com/artificial-intelligence-2/2026/inside-a-retail-store-run-entirely-by-ai/conf 90%
  3. 2026-07-15 → 2026-08-31pendingFirst quarterly P&L disclosure for Andon Market
    How: Andon Labs publishes Q2-2026 store performance metrics (revenue, gross margin, inventory turnover) via blog / X / press; comparison vs traditional Union St retail benchmark
    Source: https://deeperinsights.com/news/luna-ai-retail-business/conf 45%
  4. 2026-10-01 → 2027-04-30pendingIndependent retail-industry ranking / press validation of Andon Market
    How: Coverage by retail trade publication (Retail Dive, Modern Retail, NRF) or major business outlet (WSJ, NYT, Bloomberg) ranks or contextualizes Andon Market vs national retail KPIs (sales/sqft, GM%)
    Source: https://www.msn.com/en-in/technology/artificial-intelligence/meet-luna-an-ai-agent-running-a-full-fledged-retail-storeconf 40%
  5. 2027-04-01 → 2027-05-15pendingAndon Market still operating at 1-year anniversary
    How: Andon Labs publicly confirms continued operation of Luna-run store at 1-year mark; lease still active; verified open via local press / store hours
    Source: https://finance.yahoo.com/sectors/technology/articles/luna-better-human-meet-ai-111500776.htmlconf 55%
  6. 2027-06-01 → 2028-06-30pendingCascade: AI-managed retail concept replicated by other founders / chains
    How: >=2 additional AI-managed retail outlets launch (different operators, different geographies); covered as a category by tech / retail press
    Source: https://www.linkventures.com/team/dave-blundinconf 40%

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: 46%)

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
LBP2026-05-10T02:00:02Z46.1%-1.1pp
Network propagation: 47.2% → 46.1%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z47.2%-1.7pp
Network propagation: 48.9% → 47.2%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z48.9%-2.6pp
Network propagation: 51.5% → 48.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z51.5%-3.5pp
Network propagation: 55.0% → 51.5%
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%0.0500.550-0.086
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.5500.050-0.074
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.550-0.061
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5500.050-0.039
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.550+0.039

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq248_033
Superhuman AI will make BCI-enhanced humans irrelevant compaDave Blundin
36.7%0.6000.050-0.068
prereq244_019
Peter's son won't need a driver's license in 2 yearsPeter Diamandis
48.4%0.9200.050-0.040
prereq242_031
Most large companies' business models will be disrupted in 2Peter Diamandis
36.1%0.6500.050-0.039
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.025
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050-0.010

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_029Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI training.Semis/Products
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
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
prereq244_019Peter's son won't need a driver's license in 2 yearsAuto/Transport
prereq232_055We're exiting the industrial age permanently as recursive self-improvement unfolds.AI
prereq242_031Most large companies' business models will be disrupted in 2-5 yearsMarkets/Stocks
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq248_033Superhuman AI will make BCI-enhanced humans irrelevant compared to AI 2 years from today.AI

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.563manifoldWill https://vivarium.sh/ still exist by EOY202824%mentionspending2026-05-07

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=LVvleNtllPk",
  "mode": "BET",
  "role": "Host",
  "context": "my bet is this will be one of the best managed stores in the world within a year I am totally a believer in and and this is just a beta test",
  "to_year": 2027,
  "verbatim": "exactly so look my bet is this will be one of the best managed stores in the world within a year I am totally a believer",
  "conv_cues": "my bet is; totally a believer",
  "direction": "HAPPEN",
  "from_year": 2027,
  "timeframe": "by April 2027",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Andon Market AI-managed retail store opens in San Francisco",
      "source": "https://www.nbcnews.com/tech/innovation/ai-store-sf-san-francisco-bay-area-andon-labs-market-boss-rcna267013",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.9,
      "expected_date": "2026-04-15",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Andon Labs opens Luna-managed Andon Market at 2102 Union Street, San Francisco; NBC News and PYMNTS coverage of opening"
    },
    {
      "kind": "llm_pre_event",
      "label": "Luna independently selects inventory, sets prices, hires staff",
      "source": "https://www.pymnts.com/artificial-intelligence-2/2026/inside-a-retail-store-run-entirely-by-ai/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.9,
      "expected_date": "2026-04-15",
      "observed_date": "2026-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Multiple press outlets confirm Luna AI agent owns concept, pricing, supplier negotiation, and human-staff hiring decisions for Andon Market"
    },
    {
      "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": "Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI ",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "SEM_029",
      "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": -4,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "First quarterly P&L disclosure for Andon Market",
      "source": "https://deeperinsights.com/news/luna-ai-retail-business/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.45,
      "expected_date": "2026-08-07",
     
... (truncated)