← Cockpit
248_032predictionBiotech/LongevityAI-timing

First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive.

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

Prior probability
50.0%
Current probability
42.3%
evolves via intake + LBP
Conviction
4/5
Signal quality
B
Resolution
pending
Window
2026-06-01 – 2026-06-30
Edges in / out
8 / 5
Tickers exposed
33

Prediction text

First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive. | I think first generation uploads will be destructive. I think second, third, fourth generation uploads won't be destructive.

Verbatim quote

From episode "Sam Altman's Attack, Amazon vs. Starlink, and What Opus 4.7 Actually Means | #248"
I think first generation uploads will be destructive. I think second, third, fourth generation uploads won't be destructive.

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

4 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-05-032026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 42.3%

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: 5 fired ✓
  1. 2026-06-01 → 2027-06-30pendingNumber of Neuralink human implants reaches 50+
    How: Neuralink publicly reports cumulative human implant count crosses 50 (currently 21)
    Source: https://neuralink.com/updates/conf 50%
  2. 2026-12-31pendingNeuralink launches high-volume production with automated surgery in 2026
    How: Neuralink publicly confirms transition to high-volume implant production using automated surgical robot during 2026
    Source: https://interestingengineering.com/culture/elon-musk-neuralink-tesla-2026-plansconf 70%
    Notes: Necessary precursor scale for any neural-upload framing — implants must be commonplace before destructive vs non-destructive becomes a relevant question.
  3. 2026-12-31pendingNeuralink Blindsight first patient trial begins (non-destructive read/write to cortex)
    How: Neuralink begins first-in-human Blindsight visual cortex implant trial in 2026
    Source: https://neuralink.com/updates/conf 55%
    Notes: Non-destructive cortical interface progress relevant to second-generation upload path.
  4. 2026-01-01 → 2028-12-31pendingFirst whole-brain emulation / connectome scan published from preserved tissue
    How: Peer-reviewed publication demonstrates whole-mammalian-brain connectome from chemically/electrically preserved (destructive) tissue with synaptic resolution
    Source: Nature/Science neuroscience publications, Brain Preservation Foundationconf 40%
    Notes: Aldehyde-stabilized cryopreservation already destructive by design — the first generation Wissner-Gross references.
  5. 2027-01-01 → 2030-12-31pendingFirst peer-reviewed framework distinguishing destructive vs non-destructive upload methodology
    How: Academic paper or industry consensus document categorizing neural-upload methods by destructiveness with explicit generation taxonomy
    Source: Brain Preservation Foundation, Foresight Institute publicationsconf 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: 42%)

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
LBP2026-05-10T02:00:02Z42.3%-1.0pp
Network propagation: 43.3% → 42.3%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z43.3%-1.5pp
Network propagation: 44.8% → 43.3%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z44.8%-2.1pp
Network propagation: 46.9% → 44.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z46.9%-3.1pp
Network propagation: 50.0% → 46.9%
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
prereq234_012
Anthropic revenue will cross OpenAI revenue in middle of 202Peter Diamandis
67.1%0.5000.050-0.074
prereqSEM_042
2025 will be the definitive year that agentic systems finallKevin Weil
73.8%0.5000.050-0.045
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.5000.050-0.039
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.500+0.032
prereqSEM_008
Training runs costing $10 billion for a single model will coDario Amodei
76.9%0.5000.050-0.030

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq231_013
Math is cooked (will be solved), physics cooked, biology chaAlex Wissner-Gross
35.4%0.6200.050-0.067
prereq241_043
ASI will arrive within 2 years to 5 years to this next decadPeter Diamandis
35.9%0.6500.050-0.059
prereqCMQ_002
By 2028, AI systems will reach 'independent researcher' leveSam Altman
31.4%0.5500.050-0.056
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.051
prereq232_055
We're exiting the industrial age permanently as recursive sePeter Diamandis
35.5%0.7000.050-0.034

Ticker exposure

33 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (8)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_008Training runs costing $10 billion for a single model will commence sometime in 2025.AI
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereq234_012Anthropic revenue will cross OpenAI revenue in middle of 2026Markets/Stocks
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_0422025 will be the definitive year that agentic systems finally hit the mainstream.AI/Agents
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq235_030Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033.Biotech/Longevity
prereq232_055We're exiting the industrial age permanently as recursive self-improvement unfolds.AI
prereq241_043ASI will arrive within 2 years to 5 years to this next decadeAI
prereq231_013Math is cooked (will be solved), physics cooked, biology char broiled.AI
prereqCMQ_002By 2028, AI systems will reach 'independent researcher' level — driving autonomous scientific discoveries without human intervention.AI

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2026-06-30[Biology 2026-06] es will repeat until it's n=10 billion. [248_032] First-generation neural uploads will be destructive; 2nd-4th generation will bepending

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.642github_releasefacebookresearch/neuroai v0.2.0mentionspending2026-05-06
0.620github_releasefacebookresearch/neuroai v0.1.1mentionspending2026-05-05
0.620github_releasefacebookresearch/neuroai v0.2.1mentionspending2026-05-14
0.613arxivEvolving Features vs Evolving Entire Trees with GP for Interpretable Survival Analysismentionspending2026-05-28
0.610arxivCross-scale spatially-aware generative modeling of transcriptomic programs underlying neurodegenerative brain organizationmentionspending2026-06-04
0.604github_releasefacebookresearch/spdl v0.0.12mentionspending2025-04-23
0.593arxivEEG-FuseFormer: A Transformer-Driven Feature Fusion Framework for Seizure Onset Predictionmentionspending2026-06-01
0.590github_releasefacebookresearch/AudioDec pretrain_models_v02mentionspending2024-01-03
0.582github_releasefacebookresearch/habitat-lab v0.2.5mentionspending2023-07-29
0.577gdeltarticle f49fcfcc 4f09 5d2c b3ac b07e113a3248.htmlmentionspending2026-04-30

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=LVvleNtllPk",
  "mode": "PREDICTION",
  "role": "Host",
  "context": "I think first generation uploads will be destructive. I think second, third, fourth generation uploads won't be destructive.",
  "to_year": 2026,
  "verbatim": "I think first generation uploads will be destructive. I think second, third, fourth generation uploads won't be destructive.",
  "conv_cues": "I think",
  "direction": "MIXED",
  "from_year": 2026,
  "timeframe": "future generations",
  "conv_level": "HIGH",
  "milestones": [
    {
      "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": "Training runs costing $10 billion for a single model will commence sometime in 2025.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "SEM_008",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Anthropic revenue will cross OpenAI revenue in middle of 2026",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -3,
      "source_id": "234_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "2025 will be the definitive year that agentic systems finally hit the mainstream.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -2,
      "source_id": "SEM_042",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -1,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "event",
      "label": "First-generation neural uploads will be destructive; 2nd-4th generation will be non-destructive.",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "248_032",
      "expected_date": "2026-06-22",
      "observed_date": null
    },
    {
      "kind": "llm_post_event",
      "label": "Number of Neuralink human implants reaches 50+",
      "source": "https://neuralink.com/updates/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": 1,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://neuralink.com/updates/",
      "expected_date": "2026-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Neuralink publicly reports cumulative human implant count crosses 50 (currently 21)"
    },
    {
      "kind": "llm_pre_event",
      "label": "Neuralink launches high-volume production with automated surgery in 2026",
      "notes": "Necessary precursor scale for any neural-upload framing — implants must be commonplace before destructive vs non-destructive becomes a relevant question.",
      "source": "https://interestingengineering.com/culture/elon-musk-neuralink-tesla-2026-plans",
      "status": "pending",
      "weight": 0.4,
      "ordinal": 2,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://interestingengineering.com/culture/elon-musk-neuralink-tesla-2026-plans",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Neuralink publicly confirms transition to high-volume implant production using automated surgical robot during 2026"
    },
    {
      "kind": "llm_pre_event",
      "label": "Neuralink Blindsight f
... (truncated)