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INF_009predictionAIorganoid-computing

The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute.

Predictor: Alex Wissner-Gross

Prior probability
15.0%
Current probability
16.6%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2026-01-01 – 2030-11-30
Edges in / out
2 / 0
Tickers exposed
0

Prediction text

The first multi-behavior brain-organoid upload is imminent — wetware ('brain organoid') computing has progressed from Pong (2021) to Doom-class simulators (2025), and offers a pathway out of silicon thermal limits at ~20W per brain-equivalent compute. | Published multi-task organoid benchmarks; hyperscaler wetware investment

Key catalyst: Published multi-task organoid benchmarks; hyperscaler wetware investment

Watch events: Cortical Labs / FinalSpark peer-reviewed publications; VC funding rounds in biological-compute

Resolution evidence

Status: pending

Cortical Labs CL1 commercial product launched 2024 ($35K). FinalSpark demonstrated organoid-based decision tasks. Scale/economics still far from silicon replacement.

Predictor: Alex Wissner-Gross

κ + Brier as of 2026-05-22
κ (discount)
0.844
Brier
0.0341
excellent
Hits / Misses
6 / 1
of 11 resolved
Hit rate
54.5%
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

Not linked

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

Probability over time

1 prob_history rows
0%25%50%75%100%prior 15%2026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 16.6%

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: 8 pending
  1. 2026-10-05pendingQ1 window check-in (25%)
  2. 2026-06-01 → 2027-06-30pendingCortical Labs CL1 commercial deployments cross 100-unit threshold
    How: Cortical Labs publicly reports >100 CL1 biological-computer units shipped or deployed to research customers (validates commercial-readiness)
    Source: deep_research_enrichedconf 45%
  3. 2026-06-01 → 2027-06-30pendingDoom-class organoid simulator demonstration verified
    How: Independent or peer-reviewed verification of the 2025 'Doom-class' wetware claim; necessary precursor to multi-behavior upload thesis
    Source: deep_research_enrichedconf 50%
  4. 2026-09-01 → 2027-12-31pendingFinalSpark or peer publishes peer-reviewed multi-task organoid benchmark
    How: Peer-reviewed publication (Nature/Cell/Science class) demonstrating organoid system trained on >2 distinct behavioral tasks beyond Pong (the 2021 baseline)
    Source: deep_research_enrichedconf 55%
  5. 2027-07-09pendingQ2 window check-in (50%)
  6. 2026-09-01 → 2028-06-30pendingHyperscaler invests in or acquires wetware compute startup
    How: AWS / Microsoft / Google / Meta / Nvidia announce equity investment in or acquisition of Cortical Labs, FinalSpark, or peer wetware computing company
    Source: deep_research_enrichedconf 40%
  7. 2028-04-11pendingQ3 window check-in (75%)
  8. 2027-09-01 → 2029-11-30pendingMulti-behavior organoid upload first public demonstration
    How: First peer-reviewed or independently verified demonstration of an organoid system performing >3 distinct learned behaviors (the predicted event)
    Source: deep_research_enrichedconf 35%

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: 17%)

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
LBP2026-05-03T02:00:01Z16.6%+1.6pp
Network propagation: 15.0% → 16.6%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9

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
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.150-0.028

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Prerequisites (2)

Predictions that must hit first
TypePredTitleDomainLag
correlateS_HUMANOID_CONSUMER_2030Humanoid R3: 1M+ consumer by Nov 2030humanoid_deployment
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Host",
  "context": "Wissner-Gross cites Cortical Labs, FinalSpark, and related labs; argues the thermodynamic advantage (biological brain: ~20W; silicon equivalent: gigawatts) will force infrastructure investment to pivot to wetware once viability is proven.",
  "to_year": 2030,
  "conv_cues": "imminent; speculative framing",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026-2030",
  "conv_level": "MED",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -8,
      "source_id": null,
      "expected_date": "2026-10-05",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Cortical Labs CL1 commercial deployments cross 100-unit threshold",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.45,
      "source_url": "https://refractor.io/brain/cortical-bioengineered-intelligence/",
      "expected_date": "2026-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Cortical Labs publicly reports >100 CL1 biological-computer units shipped or deployed to research customers (validates commercial-readiness)"
    },
    {
      "kind": "llm_pre_event",
      "label": "Doom-class organoid simulator demonstration verified",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://techxplore.com/news/2025-10-wetware-scientists-human-mini-brains.html",
      "expected_date": "2026-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Independent or peer-reviewed verification of the 2025 'Doom-class' wetware claim; necessary precursor to multi-behavior upload thesis"
    },
    {
      "kind": "llm_pre_event",
      "label": "FinalSpark or peer publishes peer-reviewed multi-task organoid benchmark",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2024.1376042/full",
      "expected_date": "2027-05-02",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2026-09-01"
      },
      "measurement_criterion": "Peer-reviewed publication (Nature/Cell/Science class) demonstrating organoid system trained on >2 distinct behavioral tasks beyond Pong (the 2021 baseline)"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2027-07-09",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Hyperscaler invests in or acquires wetware compute startup",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.4,
      "source_url": "https://eandt.theiet.org/2026/03/13/wetware-your-next-computer-living-one",
      "expected_date": "2027-08-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-09-01"
      },
      "measurement_criterion": "AWS / Microsoft / Google / Meta / Nvidia announce equity investment in or acquisition of Cortical Labs, FinalSpark, or peer wetware computing company"
    },
    {
      "kind": "quartil
... (truncated)