← Cockpit
235_019predictionRoboticshumanoids

Fast food chains will bring in humanoid robots very shortly to replace workers.

Predictor: Peter Diamandis · ep#235 "Amazon's $35B AGI Ultimatum to OpenAI & Anthropic Drops AI Safety | EP #235" · source

Prior probability
65.0%
Current probability
12.8%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2027-06-01 – 2027-06-30
Edges in / out
28 / 6
Tickers exposed
29

Prediction text

Fast food chains will bring in humanoid robots very shortly to replace workers. | Uh we're going to see uh we're going to see all of these fast food chains begin to bring in robots very shortly.

Watch events: Figure 03 shipment volume; BMW, 2nd customer deployment count

Verbatim quote

From episode "Amazon's $35B AGI Ultimatum to OpenAI & Anthropic Drops AI Safety | EP #235"
Uh we're going to see uh we're going to see all of these fast food chains begin to bring in robots very shortly.

Predictor: Peter Diamandis

κ + Brier as of 2026-05-22
κ (discount)
0.875
Brier
0.0367
excellent
Hits / Misses
10 / 0
of 15 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Peter Diamandis 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: humanoid_commercial_volume

Linked via embedding similarity 0.596

>10,000 unit cumulative deployment of humanoid robot SKU within 3 years of debut

Base rate
10.0%
0/3 historical
Inside weight
0.300
TRF=1.00
Outside weight
0.700
pulling toward base rate
inside 21.8% → blend 12.8% -9.0pp)

Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.

Probability over time

8 prob_history rows
0%25%50%75%100%prior 65%2026-04-302026-05-032026-05-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 12.8%

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: 2 fired ✓ · 1 overdue ⏱ · 8 pending
  1. 2024-04-15hitCaliExpress by Flippy operates as fully robot-run fast food site
    How: CaliExpress by Flippy in Pasadena CA opens as US first fully robot-run fast food restaurant (kiosk + Flippy grilling + automated fryer)
    Source: https://foodondemand.com/07102024/a-behind-the-scenes-look-at-the-robot-run-restaurant-caliexpress-by-flippy/ — Food On Demand CaliExpress profileconf 99%
  2. 2026-03-22hitMcDonald's begins humanoid robot pilot in Shanghai (Keenon Robotics)
    How: McDonald's publicly launches Shanghai pilot using Keenon Robotics humanoids for greeting/delivery
    Source: https://roboticsandautomationnews.com/2026/03/22/mcdonalds-tests-humanoid-robots-in-shanghai-pilot/100019/ — McDonald's Shanghai humanoid pilotconf 95%
    Notes: HIT (qualified) — pilot uses humanoid robots for greeting/delivery, NOT line cooks. Futurism cautions against overstating worker replacement framing.
  3. 2026-01-01 → 2026-12-31pendingMajor chain (≥3 of top-10) deploys robotic kitchen automation production
    How: ≥3 of top-10 US fast food chains (McDonald's, Wendy's, Chipotle, Taco Bell, KFC, Burger King, Subway, Domino's, Pizza Hut, Starbucks) deploy production-scale kitchen robotics in ≥10 stores each
    Source: https://www.foodrepublic.com/2095026/changes-fast-food-chains-2026/ — Food Republic 10 big changes coming to fast food chains in 2026conf 55%
  4. 2026-12-01 → 2027-06-30pendingFirst chain announces humanoid robots replacing crew positions in US store
    How: Top-10 US fast food chain publicly announces humanoid (not just kiosk/Flippy-style fixed automation) robots replacing crew positions in US store(s)
    Source: Industry trade press; chain investor communicationsconf 30%
    Notes: Diamandis's 'very shortly' framing is aggressive — Chippy at Chipotle was rolled back in 2024, Futurism noted Shanghai pilot is greeting not cooking.
  5. 2027-01-01 → 2027-06-30pendingFast food labor headcount declines ≥3% YoY in BLS data citing automation
    How: BLS Quarterly Census of Employment and Wages shows ≥3% YoY decline in fast food / limited-service crew employment, with industry analysts attributing to automation
    Source: BLS QCEW; National Restaurant Association reportsconf 30%

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: 13%)

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
metadata_milestone_miss_sweep2026-05-30T22:15:00Z12.8%-21.1pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.218 blend=0.128 LLR=-0.607 κ=0.88 w_in=0.30 humanoid_commercial_volume
Raw metadata
{
  "trf": 1,
  "kappa": 0.875,
  "base_rate": 0.1,
  "predictor": "Peter Diamandis",
  "total_llr": -0.6931471805599453,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": -0.6706048418346863,
  "bayes_factor": "1.8:1 against",
  "blend_reason": "blend 30% inside / 70% outside (TRF=1.000, base_rate=0.100 from humanoid_commercial_volume)",
  "inside_prior": 0.33836141982409185,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": true,
  "contributions": [
    {
      "llr": -0.6931471805599453,
      "kind": "prereq",
      "kappa": 0.875,
      "label": "Figure will deploy robots into its new 'Grid' facility to run 24/7 starting this month with Figure 3s.",
      "weight": 0.5,
      "strength": "moderate",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.6065037829899521,
      "expected_date": "2026-05-14",
      "measurement_criterion": null
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.3,
  "outside_weight": 0.7,
  "posterior_prob": 0.127728947841514,
  "posterior_logit": -1.2771086248246384,
  "predictor_brier": 0.03667,
  "inside_posterior": 0.2180428015295566,
  "blended_posterior": 0.127728947841514,
  "reference_class_id": "humanoid_commercial_volume",
  "total_adjusted_llr": -0.6065037829899521,
  "predictor_n_resolved": 15
}
LBP2026-05-17T02:00:01Z33.8%+1.0pp
Network propagation: 32.8% → 33.8%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z32.8%+1.9pp
Network propagation: 30.8% → 32.8%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z30.8%+3.4pp
Network propagation: 27.4% → 30.8%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z27.4%+6.9pp
Network propagation: 20.5% → 27.4%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
legacy v12026-04-30T16:13:50Z20.5%-7.4pp
reference_class_assigned bayesian_v2 inside=0.650 blend=0.205 w_in=0.30 humanoid_commercial_volume
LBP2026-04-30T02:18:57Z27.9%+7.4pp
Network propagation: 20.5% → 27.9%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v1 · run 592311ef
legacy v12026-04-30T01:56:50Z20.5%-44.5pp
reference_class_assigned bayesian_v2 inside=0.650 blend=0.205 w_in=0.30 humanoid_commercial_volume

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
killerTK08
Humanoid Capital Collapse (Figure/Apptronik Flop)
22.0%0.0500.650+0.390
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.6500.050+0.379
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.6500.050+0.368
prereq235_002
Anthropic will exceed OpenAI in revenue this year (2026).Dave Blundin
74.6%0.6500.050+0.365
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.6500.050+0.359

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq239_012
Optimus reaches high volume production by summer 2027Elon Musk
30.6%0.5000.050-0.161
prereq235_020
Transition to VLA humanoid robots taking over fast food jobsAlex Wissner-Gross
28.7%0.4500.050-0.152
prereq247_043
Humanoid robots will be utterly transformative for 2/3 of USAlex Wissner-Gross
26.2%0.5000.050-0.117
prereq241_029
Humanoid robot assembly of rockets is beyond current robots Eric Schmidt
27.9%0.6000.050-0.113
prereq236_021
Optimus/humanoid robots to do trades work in 3 to 8 years (EElon Musk
24.0%0.5000.050-0.095

Ticker exposure

29 ticker(s) linked

Beneficiaries (24)

LYSCFSERVFANUYMPNVDAHSEHYRNSHFALNTCGNXIRBTUSARSYMMIELYAMZNBYDDYHYMTFIFNNYABBNYPHSTMTELTERTSLATXN

Adverse (5)

RHIMANKELYAKFYTNET

Prerequisites (28)

Predictions that must hit first
TypePredTitleDomainLag
prereq247_042Professional Robotics League first US match on April 19, 2026 in BostonRobotics
prereq229_002Figure will scale out robots in industrial/commercial workforce in 2026 via its signed customers.Robotics
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereq234_012Anthropic revenue will cross OpenAI revenue in middle of 2026Markets/Stocks
prereq235_002Anthropic will exceed OpenAI in revenue this year (2026).AI
prereq229_001Figure will put robots on its own manufacturing lines (BotQ) this year to build robots.Robotics
prereqSEM_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
prereq247_0451X Neo humanoid robot will be delivered this summer 2026Robotics
prereq239_033Optimus 3 will be by far the most advanced robot in the worldRobotics
prereq241_056Elon Musk-style vertical integration is necessary to drive robotics costs downRobotics
prereq241_027China will win low-end robotic hardware raceRobotics
prereq248_020Jevons paradox: bandwidth demand will explode as 10 billion robots and AVs need connectivity.Robotics
prereq229_022Figure plans to launch an alpha in-home test robot (in Adcock's home) doing end-to-end home work during 2026.Robotics
prereq238_015Brent Bornick/1X to ship Peter a humanoid robot this summer (2026)Robotics
prereq239_011Optimus 3 production starts summer 2026Robotics
prereq229_008By end of 2026, Figure's robot hardware will be capable of performing what surgeons can do (teleoperated).Biotech/Longevity
prereq229_033Figure will deploy robots into its new 'Grid' facility to run 24/7 starting this month with Figure 3s.Robotics
prereq241_061China robots will compete as replacement for dogs / low-cost consumer use (now; useful later)Robotics
prereq239_013Tesla will release an improved Optimus design every yearRobotics
prereq229_020By end of 2026, Figure will be able to drop a robot into an unseen home and do fairly long-horizon work.Robotics
prereq229_030If Figure solved a general-purpose humanoid today, they could ship a billion robots today (demand exists).Robotics
prereq229_034Robot production cadence target: one robot every ~30 minutes in the near term.Robotics
prereq248_038We will see humanoid robot threats alongside the current Sam Altman backlash.Robotics
prereq248_042A sewing robot already exists; logistics robots will automate trillion-dollar stitching industry.Robotics
prereq248_045Another humanoid species will emerge at some future point beyond homo sapiens.Biotech/Longevity
prereqSEM_041At least 100,000 personal AI robots will be preordered in 2025 (driven by speech/vision/dexterity advances).Robotics
killerTK08Humanoid Capital Collapse (Figure/Apptronik Flop)

Dependents (6)

Predictions enabled by this
TypePredTitleDomainLag
prereq241_029Humanoid robot assembly of rockets is beyond current robots for a long timeRobotics
prereq247_043Humanoid robots will be utterly transformative for 2/3 of US services sectorRobotics
prereq236_021Optimus/humanoid robots to do trades work in 3 to 8 years (Elon's vision)Robotics
prereq239_012Optimus reaches high volume production by summer 2027Robotics
prereq235_020Transition to VLA humanoid robots taking over fast food jobs in 2-3 years.Robotics
prereq235_032Elon Musk predicted Optimus will be your surgeon in 3 years.Robotics

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2027-06-30[Robotics 2027-06] [235_019] Figure 03 shipment volume; BMW, 2nd customer deployment count [241_057] Elon Musk believes robot building robot is imminentpending

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=T8X6kp-pcKs",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "Uh we're going to see uh we're going to see all of these fast food chains begin to bring in robots very shortly. Um, I think this sort of version of Patty, uh, you know, we're going to get, you know, the unions rebelling against it, but I think you'll end up making it voluntary.",
  "to_year": 2028,
  "verbatim": "Uh we're going to see uh we're going to see all of these fast food chains begin to bring in robots very shortly.",
  "conv_cues": "going to see",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "very shortly",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "CaliExpress by Flippy operates as fully robot-run fast food site",
      "source": "https://foodondemand.com/07102024/a-behind-the-scenes-look-at-the-robot-run-restaurant-caliexpress-by-flippy/ — Food On Demand CaliExpress profile",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -11,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://foodondemand.com/07102024/a-behind-the-scenes-look-at-the-robot-run-restaurant-caliexpress-by-flippy/",
      "expected_date": "2024-04-15",
      "observed_date": "2024-04-15",
      "research_origin": "deep_research",
      "measurement_criterion": "CaliExpress by Flippy in Pasadena CA opens as US first fully robot-run fast food restaurant (kiosk + Flippy grilling + automated fryer)"
    },
    {
      "kind": "llm_pre_event",
      "label": "McDonald's begins humanoid robot pilot in Shanghai (Keenon Robotics)",
      "notes": "HIT (qualified) — pilot uses humanoid robots for greeting/delivery, NOT line cooks. Futurism cautions against overstating worker replacement framing.",
      "source": "https://roboticsandautomationnews.com/2026/03/22/mcdonalds-tests-humanoid-robots-in-shanghai-pilot/100019/ — McDonald's Shanghai humanoid pilot",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -10,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://roboticsandautomationnews.com/2026/03/22/mcdonalds-tests-humanoid-robots-in-shanghai-pilot/100019/",
      "expected_date": "2026-03-22",
      "observed_date": "2026-03-22",
      "research_origin": "deep_research",
      "measurement_criterion": "McDonald's publicly launches Shanghai pilot using Keenon Robotics humanoids for greeting/delivery"
    },
    {
      "kind": "prereq",
      "label": "Figure will deploy robots into its new 'Grid' facility to run 24/7 starting this month with Figure 3s.",
      "status": "overdue",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "229_033",
      "expected_date": "2026-05-14",
      "observed_date": null,
      "miss_emitted_at": "2026-05-30T22:15:00.756418+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "prereq",
      "label": "By end of 2026, Figure will be able to drop a robot into an unseen home and do fairly long-horizon work.",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "229_020",
      "expected_date": "2026-06-23",
      "observed_date": null
    },
    {
      "kind": "prereq",
      "label": "If Figure solved a general-purpose humanoid today, they could ship a billion robots today (demand exists).",
      "status": "pending",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "229_030",
      "expected_date": "2026-06-23",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Major chain (≥3 of top-10) deploys robotic kitchen automation production",
      "source": "https://www.foodrepublic.com/2095026/changes-fast-food-chains-2026/ — Food Republic 10 big changes coming to fast food chains in 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.55,
      "source_url"
... (truncated)