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245_021predictionBiotech/LongevityAI-timing

Engineered all-male screworms released via gene drive will cause species die-off over time

Predictor: Ben Lamm · ep#245 "AI + Synthetic Biology: The Most Transformative Technology in Human History | Ben Lamm (Colossal)" · source

Prior probability
50.0%
Current probability
45.0%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2026-04-30 – 2029-12-31
Edges in / out
3 / 0
Tickers exposed
34

Prediction text

Engineered all-male screworms released via gene drive will cause species die-off over time | an idea that you could create genetically modified screworms and release them so that as the next generation uh are produced, they're all male... they're going to go out. They're going to die out, right?

Verbatim quote

From episode "AI + Synthetic Biology: The Most Transformative Technology in Human History | Ben Lamm (Colossal)"
an idea that you could create genetically modified screworms and release them so that as the next generation uh are produced, they're all male... they're going to go out. They're going to die out, right?

Predictor: Ben Lamm

κ + Brier as of 2026-05-22
κ (discount)
0.688
Brier
0.0043
excellent
Hits / Misses
2 / 0
of 3 resolved
Hit rate
66.7%
Calibration plot (stated vs observed)

Evidence about this node from Ben Lamm 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

2 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-04-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 45.0%

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: 6 pending
  1. 2026-12-14pendingQ1 window check-in (25%)
  2. 2026-06-01 → 2027-06-30pendingGene drive screwworm efficiency demonstrated in lab
    How: Peer-reviewed paper or USDA-Pasteur Montevideo collaboration reports gene drive screwworm with ≥90% male-only offspring inheritance in caged trials
    Source: https://www.freethink.com/science/screwworm-gene-drive — USDA + Institut Pasteur de Montevideo collaboration; 90-100% theoretical inheritanceconf 55%
    Notes: Pre-condition: lab demonstration before any open release. Currently in development per CRISPR/freethink reporting.
  3. 2026-12-31pendingUSDA south Texas sterile fly facility operational (100M flies/wk)
    How: USDA south Texas NWS sterile fly facility comes online with stage-1 production of 100 million sterile flies per week
    Source: https://www.dtnpf.com/agriculture/web/ag/livestock/article/2026/04/17/usda-groundbreaking-marks-step-new — USDA groundbreaking; facility online end-2026conf 85%
    Notes: Sterile insect technique (SIT) facility — necessary infrastructure that gene drive would supplement/replace.
  4. 2027-07-30pendingQ2 window check-in (50%)
  5. 2027-01-01 → 2028-12-31pendingRegulatory framework for gene drive insect release proposed
    How: USDA APHIS or EPA proposes formal regulatory pathway for environmental release of gene-drive-modified screwworm
    Source: Federal Register, USDA APHIS announcementsconf 40%
    Notes: Major bottleneck — gene drives historically face heavy regulatory scrutiny.
  6. 2028-03-14pendingQ3 window check-in (75%)
  7. 2028-01-01 → 2029-12-31pendingFirst field/contained release of gene-drive screwworm
    How: USDA or partner conducts first field or large-cage trial release of gene-drive modified male screwworm population
    Source: USDA APHIS, peer-reviewed journalsconf 30%
    Notes: Window extends past prediction end-date — suggests prediction may not resolve hit by 2029.
  8. 2028-06-01 → 2029-12-31pendingMeasurable population suppression of screwworm in target zone
    How: USDA surveillance data shows ≥50% reduction in screwworm population in target release zone attributable to gene-drive release
    Source: USDA APHIS surveillance reportsconf 20%
    Notes: Cascade — direct realization of 'die out over time' element. Most aggressive milestone given regulatory bottlenecks.

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: 45%)

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
LBP2026-04-30T16:39:51Z45.0%-1.7pp
Network propagation: 46.7% → 45.0%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z46.7%-3.3pp
Network propagation: 50.0% → 46.7%
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
killerTK14
Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
20.0%0.0500.500-0.040
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.500-0.018
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.500+0.005

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

34 ticker(s) linked

Beneficiaries (23)

SOUNCRWVSITMNVDAARMGTLBBBAITSMAPLDCEVAAIMSFTMRVLSFTBYORCLQCOMAVGOBABAAMDGOOGLIBMAMZNMETA

Adverse (6)

WNSCHGGCTSHIBMINFYACN

Prerequisites (3)

Predictions that must hit first
TypePredTitleDomainLag
killerTK14Superbubble Pop (S&P 500 -40%, Moonshot Capital Evaporates)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Linked documents (3)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT
SimSourceTitleMarket probPolarityReviewedPublished
0.577manifoldWhat gender should Terminator2 have? [Convince the Machine #12]mentionspending2026-05-14
0.574arxivCan wormholes have vanishing Love numbers?mentionspending2026-05-04
0.553arxivSinglet-doublet dark matter induced radiative neutrino mass and TeV scale leptogenesismentionspending2026-05-06

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=Goa6c6Qz__I",
  "mode": "PREDICTION",
  "role": "Guest-CEO",
  "context": "an idea that you could create genetically modified screworms and release them so that as the next generation uh are produced, they're all male... they're going to die out, right?",
  "verbatim": "an idea that you could create genetically modified screworms and release them so that as the next generation uh are produced, they're all male... they're going to go out. They're going to die out, right?",
  "conv_cues": "they're going to go out; they're going to die out",
  "direction": "HAPPEN",
  "timeframe": "Future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2026-12-14",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Gene drive screwworm efficiency demonstrated in lab",
      "notes": "Pre-condition: lab demonstration before any open release. Currently in development per CRISPR/freethink reporting.",
      "source": "https://www.freethink.com/science/screwworm-gene-drive — USDA + Institut Pasteur de Montevideo collaboration; 90-100% theoretical inheritance",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://www.freethink.com/science/screwworm-gene-drive",
      "expected_date": "2026-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Peer-reviewed paper or USDA-Pasteur Montevideo collaboration reports gene drive screwworm with ≥90% male-only offspring inheritance in caged trials"
    },
    {
      "kind": "llm_pre_event",
      "label": "USDA south Texas sterile fly facility operational (100M flies/wk)",
      "notes": "Sterile insect technique (SIT) facility — necessary infrastructure that gene drive would supplement/replace.",
      "source": "https://www.dtnpf.com/agriculture/web/ag/livestock/article/2026/04/17/usda-groundbreaking-marks-step-new — USDA groundbreaking; facility online end-2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.dtnpf.com/agriculture/web/ag/livestock/article/2026/04/17/usda-groundbreaking-marks-step-new",
      "expected_date": "2026-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "USDA south Texas NWS sterile fly facility comes online with stage-1 production of 100 million sterile flies per week"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2027-07-30",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Regulatory framework for gene drive insect release proposed",
      "notes": "Major bottleneck — gene drives historically face heavy regulatory scrutiny.",
      "source": "Federal Register, USDA APHIS announcements",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.4,
      "expected_date": "2028-01-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "USDA APHIS or EPA proposes formal regulatory pathway for environmental release of gene-drive-modified screwworm"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q3 window check-in (75%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -1,
      "source_id": null,
      "expected_date": "2028-03-14",
... (truncated)