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229_041predictionOtherhumanoids

Robots will bring abundance and a 'sci-fi future' where it will 'feel like 2080 up in here.'

Predictor: Brett Adcock · ep#229 "The Humanoid Takeover: $50T Market, Figure's Full Body Autonomy, and Robots in Dorms #229" · source

Prior probability
55.0%
Current probability
36.7%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2030-11-30
Edges in / out
4 / 0
Tickers exposed
29

Prediction text

Robots will bring abundance and a 'sci-fi future' where it will 'feel like 2080 up in here.' | It's going to feel like it's going to feel like it's going to feel like 2080 up in here. Um so what you're seeing is every major group in the world will be will get in the space.

Verbatim quote

From episode "The Humanoid Takeover: $50T Market, Figure's Full Body Autonomy, and Robots in Dorms #229"
It's going to feel like it's going to feel like it's going to feel like 2080 up in here. Um so what you're seeing is every major group in the world will be will get in the space.

Predictor: Brett Adcock

κ + Brier as of 2026-05-22
κ (discount)
0.773
Brier
0.0040
excellent
Hits / Misses
5 / 0
of 6 resolved
Hit rate
83.3%
Calibration plot (stated vs observed)

Evidence about this node from Brett Adcock 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

5 prob_history rows
0%25%50%75%100%prior 55%2026-04-302026-05-032026-05-17
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 36.7%

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: 3 pending
  1. 2027-02-23pendingQ1 window check-in (25%)
  2. 2027-12-19pendingQ2 window check-in (50%)
  3. 2028-10-13pendingQ3 window check-in (75%)

No downstream cascades — this prediction is a leaf in the dependency graph.

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: 37%)

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
LBP2026-05-17T02:00:01Z36.7%-1.4pp
Network propagation: 38.2% → 36.7%
5-iter LBP, residual 0.00689 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e607fa96
LBP2026-05-10T02:00:02Z38.2%-2.9pp
Network propagation: 41.1% → 38.2%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z41.1%-5.9pp
Network propagation: 47.0% → 41.1%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z47.0%-2.7pp
Network propagation: 49.7% → 47.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z49.7%-5.3pp
Network propagation: 55.0% → 49.7%
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
prereqS_HUMANOID_CONSUMER_2030
Humanoid R3: 1M+ consumer by Nov 2030
20.0%0.5500.050-0.217
killerTK07
Labor Political Backlash (UBI Mandate / AI Tax)
18.0%0.0500.550+0.093
killerTK08
Humanoid Capital Collapse (Figure/Apptronik Flop)
22.0%0.0500.550+0.073
killerTK04
Macro Recession 2026-27 (Structural Deleveraging)
25.0%0.0500.550+0.058

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

29 ticker(s) linked

Beneficiaries (24)

LYSCFSERVFANUYMPNVDAHSEHYRNSHFALNTCGNXIRBTUSARSYMMIELYAMZNBYDDYHYMTFIFNNYABBNYPHSTMTELTERTSLATXN

Adverse (5)

RHIMANKELYAKFYTNET

Prerequisites (4)

Predictions that must hit first
TypePredTitleDomainLag
prereqS_HUMANOID_CONSUMER_2030Humanoid R3: 1M+ consumer by Nov 2030humanoid_deployment
killerTK04Macro Recession 2026-27 (Structural Deleveraging)
killerTK08Humanoid Capital Collapse (Figure/Apptronik Flop)
killerTK07Labor Political Backlash (UBI Mandate / AI Tax)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (1)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.640manifoldWill warfare robots kill multitudes in a city?11%mentionspending2026-04-25

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=S_fXhVT67Uw",
  "mode": "PROPHECY",
  "role": "Guest-CEO",
  "context": "It'll lead to like a ubiquitous goods and services for anybody in age of abundance... It's going to feel like it's going to feel like it's going to feel like 2080 up in here.",
  "verbatim": "It's going to feel like it's going to feel like it's going to feel like 2080 up in here. Um so what you're seeing is every major group in the world will be will get in the space.",
  "conv_cues": "going to feel",
  "direction": "HAPPEN",
  "timeframe": "future (unspecified)",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2027-02-23",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -2,
      "source_id": null,
      "expected_date": "2027-12-19",
      "observed_date": null
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -1,
      "source_id": null,
      "expected_date": "2028-10-13",
      "observed_date": null
    },
    {
      "kind": "event",
      "label": "Robots will bring abundance and a 'sci-fi future' where it will 'feel like 2080 up in here.'",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "229_041",
      "expected_date": "2029-08-08",
      "observed_date": null
    }
  ],
  "repeat_eps": 1,
  "affiliation": "Figure",
  "attribution": "FIRST_PERSON",
  "episode_num": 229,
  "granularity": "VAGUE",
  "display_date": "2029-08-08",
  "episode_date": "2026-02-11",
  "parse_method": "UNMAPPABLE",
  "domain_bucket": "Other",
  "episode_title": "The Humanoid Takeover: $50T Market, Figure's Full Body Autonomy, and Robots in Dorms #229",
  "fault_line_id": "F005",
  "flag_repeated": false,
  "in_5yr_window": false,
  "appears_in_eps": "229",
  "is_macro_claim": false,
  "total_mentions": 1,
  "priority_weight": 4,
  "ps_cluster_tags": [
    "C1",
    "C5",
    "C8"
  ],
  "active_end_month": 0,
  "recent_statement": "Nov 24 2025 Nikhil Kamath interview: 'Billions of humanoids on the planet in our lifetime.' Jan 2026 prediction: humanoids doing unsupervised multi-day tasks in unfamiliar homes in 2026. Figure 3 commercially deployed at BMW for 5+ months. Target 100K units over 4 years via BotQ facility.",
  "active_start_month": 0,
  "flag_nia_bracketed": false,
  "track_record_grade": "B",
  "track_record_notes": "Figure has shipped 3 generations of robots in 3.5 years (faster than Tesla's Optimus); BMW deployment validated. Track record <5y; billion-humanoid claim is untestable in near term.",
  "flag_near_term_2027": false,
  "primary_scenario_id": "S_HUMANOID_CONSUMER_2030",
  "flag_high_conviction": true,
  "milestones_phase2_at": "2026-05-01T21:12:50.926661+00:00",
  "milestones_derived_at": "2026-05-02T03:08:48.718790+00:00",
  "reference_class_match": {
    "decision": "keyword_filtered",
    "computed_at": "2026-04-30T01:49:13.796883+00:00",
    "best_id_unfiltered": "humanoid_commercial_volume",
    "best_similarity_unfiltered": 0.5697
  },
  "validation_status_raw": "UNRESEARCHED",
  "composite_signal_score": 17.6,
  "scenario_assignment_at": "2026-04-30T16:13:32.763680+00:00",
  "flag_priority_watchlist": false,
  "flag_timeline_near_term": false,
  "recent_statement_source": "freepressjournal.in Nov 2025",
  "ps_displacement_mechanism": "Humanoid robot deployment 2028-2031 shrinks addressable staffing pool in warehouse/logistics/cleaning; staffing-firm TAM compresses.",
  "scenario_assignment_reasoning": "abundance scope = consumer scale",
  "scenario_assignment_confidence": "USER_APPROVED",
  "scenario_assignme