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IND_005predictionBiotech/LongevityAI-CRISPR-mammoth-2031

Convergence of computational biology + AI-driven data modeling + CRISPR gene editing enables bringing back extinct species — Form Bio platform (spun out 2022) enables successful resurrection of woolly mammoth and Tasmanian tiger within the decade (by ~...

Predictor: Ben Lamm

Prior probability
45.0%
Current probability
32.5%
evolves via intake + LBP
Conviction
5/5
Signal quality
B
Resolution
in_progress
Window
2031-01-01 – 2031-06-30
Edges in / out
0 / 0
Tickers exposed
13

Prediction text

Convergence of computational biology + AI-driven data modeling + CRISPR gene editing enables bringing back extinct species — Form Bio platform (spun out 2022) enables successful resurrection of woolly mammoth and Tasmanian tiger within the decade (by ~2031); AI can successfully infer and reconstruct missing sequences of ancient DNA, shifting biology from descriptive to generative engineering. | First viable mammoth embryo announcement

Key catalyst: First viable mammoth embryo announcement

Watch events: Colossal mammoth calf birth; Form Bio ancient-DNA reconstruction paper

Resolution evidence

Status: in_progress

Colossal dire wolf resurrection announced April 2025; mammoth elephant-stem-cell progress; Form Bio AI-genomics platform operational. ~2031 mammoth aggressive but tractable.

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

1 prob_history rows
0%25%50%75%100%prior 45%2026-05-02
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 32.5%

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 overdue ⏱ · 6 pending
  1. 2025-01-31overdueColossal Biosciences raises $200M Series C with 2028 mammoth-calf target
    How: Colossal Biosciences publicly announces $200M funding round with explicit timeline to deliver first woolly mammoth calves by 2028; valuation reaches multi-billion levels; CRISPR-edited Asian elephant DNA pipeline disclosed.
    Source: Jerusalem Post — Colossal Biosciences Secures $200M to bring back Woolly Mammoths by 2028conf 95%
    Notes: HIT — funding commitment with specific 2028 mammoth-calf timeline. Earlier than Lamm's '~2031' decade-end framing.
  2. 2025-03-04overdueColossal demonstrates gene-edited 'woolly mice' as proof-of-concept (Mar 2025)
    How: Colossal Biosciences publishes peer-reviewed or pre-print demonstration of gene-edited 'woolly mice' carrying mammoth-relevant cold-tolerance genes, validated as a step toward woolly mammoth de-extinction.
    Source: MIT Technology Review — De-extinction scientists say these gene-edited 'woolly mice' are a step towards woolly mammothsconf 95%
    Notes: HIT — the first lab-demonstrable proof-of-concept that AI-driven CRISPR pipelines work on mammoth genes.
  3. 2025-06-01 → 2027-12-31pendingForm Bio platform expands to handle Tasmanian tiger and dodo de-extinction pipelines
    How: Form Bio (Colossal's spin-off) publicly announces expanded use of its computational biology platform for Tasmanian tiger AND dodo de-extinction pipelines, with at least one peer-reviewed paper showing AI inference of missing ancient DNA sequences.
    Source: Nature — De-extinction: digital lab tech supports a mammoth projectconf 65%
    Notes: Multi-species pipeline validates the 'biology shifts from descriptive to generative engineering' framing.
  4. 2026-06-01 → 2028-06-30pendingFirst viable woolly mammoth embryo announcement (Asian elephant surrogate)
    How: Colossal Biosciences publicly announces successful creation of a viable woolly-mammoth-genome embryo via CRISPR-edited Asian elephant cells, OR successful uterine implantation/early gestation in surrogate.
    Source: Anticipated — Colossal press releases, peer-reviewed publicationsconf 55%
    Notes: Direct precondition cited in deadline description: 'First viable mammoth embryo announcement.'
  5. 2028-01-01 → 2031-12-31pendingFirst live-born woolly mammoth calf (or formal program failure announcement)
    How: Colossal Biosciences publicly announces the live birth of a first viable woolly mammoth calf, OR formally announces an extended timeline / program failure / pivot away from the 2028 target.
    Source: Anticipated — Colossal press releases, scientific journalsconf 40%
    Notes: Cascade — the binary outcome that resolves the prediction. Lamm's '~2031' implies 3-year slippage from 2028 target.
  6. 2031-02-03pendingQ1 window check-in (25%)
  7. 2031-03-08pendingQ2 window check-in (50%)
  8. 2031-04-10pendingQ3 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: 33%)

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_sweep2026-05-02T22:07:21Z32.5%-12.5pp
metadata_milestone_miss_sweep bayesian_v2 n=2 inside=0.325 blend=0.325 LLR=-0.530 κ=0.69 no_blend
Raw metadata
{
  "trf": 1,
  "kappa": 0.6875,
  "base_rate": null,
  "predictor": "Ben Lamm",
  "total_llr": -0.8109302162163288,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": -0.20067069546215124,
  "bayes_factor": "1.7:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.45,
  "kappa_source": "predictor_table",
  "n_milestones": 2,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.653125,
      "label": "Colossal Biosciences raises $200M Series C with 2028 mammoth-calf target",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.95,
      "source_url": "https://www.jpost.com/science/science-around-the-world/article-838315",
      "adjusted_llr": -0.26481939873314486,
      "expected_date": "2025-01-31",
      "measurement_criterion": "Colossal Biosciences publicly announces $200M funding round with explicit timeline to deliver first woolly mammoth calves by 2028; valuation reaches multi-billion levels; CRISPR-edited Asian elephant DNA pipeline disclosed."
    },
    {
      "llr": -0.4054651081081644,
      "kind": "llm_pre_event",
      "kappa": 0.653125,
      "label": "Colossal demonstrates gene-edited 'woolly mice' as proof-of-concept (Mar 2025)",
      "weight": 0.4,
      "strength": "weak",
      "confidence": 0.95,
      "source_url": "https://www.technologyreview.com/2025/03/04/1112796/gene-edited-woolly-mice-step-towards-woolly-mammoths/",
      "adjusted_llr": -0.26481939873314486,
      "expected_date": "2025-03-04",
      "measurement_criterion": "Colossal Biosciences publishes peer-reviewed or pre-print demonstration of gene-edited 'woolly mice' carrying mammoth-relevant cold-tolerance genes, validated as a step toward woolly mammoth de-extinction."
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "prior_prob",
  "inside_weight": 0.3,
  "outside_weight": 0.7,
  "posterior_prob": 0.3251268149995513,
  "posterior_logit": -0.7303094929284409,
  "predictor_brier": 0.00427,
  "inside_posterior": 0.3251268149995513,
  "blended_posterior": 0.3251268149995513,
  "reference_class_id": null,
  "total_adjusted_llr": -0.5296387974662897,
  "predictor_n_resolved": 3
}

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

No propagation data yet. Run inference/.venv/bin/python scripts/ops/run_loopy_belief_propagation.py on the droplet, or wait for the Sunday 02:00 UTC weekly cron.

Ticker exposure

13 ticker(s) linked

Beneficiaries (12)

VERVBEAMCRSPDNAEDITILMNNTLAPACBPRMETWSTTXGAZN

Prerequisites (0)

Predictions that must hit first
TypePredTitleDomainLag
No prerequisites

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importColossal dire wolf resurrection announced April 2025; mammoth elephant-stem-cell progress; Form Bio AI-genomics platform operational. ~2031 mammoth aggressive but tractable.

Linked documents (10)

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

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "mammoth + Tasmanian tiger",
  "mode": "FORECAST",
  "role": "Cited-CEO",
  "context": "Sharpens 245_007 (Colossal mammoth), 245_032 (Tasmanian tiger perception), AUT_006 (2027 Dubai BioVault). Specific ~2031 timeline + Form Bio platform + AI-ancient-DNA-reconstruction framing.",
  "to_year": 2031,
  "conv_cues": "CEO FIRST_PERSON; specific year target; specific platform",
  "direction": "HAPPEN",
  "from_year": 2031,
  "timeframe": "by ~2031",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "Colossal Biosciences raises $200M Series C with 2028 mammoth-calf target",
      "notes": "HIT — funding commitment with specific 2028 mammoth-calf timeline. Earlier than Lamm's '~2031' decade-end framing.",
      "source": "Jerusalem Post — Colossal Biosciences Secures $200M to bring back Woolly Mammoths by 2028",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.jpost.com/science/science-around-the-world/article-838315",
      "expected_date": "2025-01-31",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "Colossal Biosciences publicly announces $200M funding round with explicit timeline to deliver first woolly mammoth calves by 2028; valuation reaches multi-billion levels; CRISPR-edited Asian elephant DNA pipeline disclosed."
    },
    {
      "kind": "llm_pre_event",
      "label": "Colossal demonstrates gene-edited 'woolly mice' as proof-of-concept (Mar 2025)",
      "notes": "HIT — the first lab-demonstrable proof-of-concept that AI-driven CRISPR pipelines work on mammoth genes.",
      "source": "MIT Technology Review — De-extinction scientists say these gene-edited 'woolly mice' are a step towards woolly mammoths",
      "status": "overdue",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.technologyreview.com/2025/03/04/1112796/gene-edited-woolly-mice-step-towards-woolly-mammoths/",
      "expected_date": "2025-03-04",
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep",
      "research_origin": "deep_research",
      "measurement_criterion": "Colossal Biosciences publishes peer-reviewed or pre-print demonstration of gene-edited 'woolly mice' carrying mammoth-relevant cold-tolerance genes, validated as a step toward woolly mammoth de-extinction."
    },
    {
      "kind": "llm_pre_event",
      "label": "Form Bio platform expands to handle Tasmanian tiger and dodo de-extinction pipelines",
      "notes": "Multi-species pipeline validates the 'biology shifts from descriptive to generative engineering' framing.",
      "source": "Nature — De-extinction: digital lab tech supports a mammoth project",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.65,
      "source_url": "https://www.nature.com/articles/d42473-022-00432-3",
      "expected_date": "2026-09-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2025-06-01"
      },
      "measurement_criterion": "Form Bio (Colossal's spin-off) publicly announces expanded use of its computational biology platform for Tasmanian tiger AND dodo de-extinction pipelines, with at least one peer-reviewed paper showing AI inference of missing ancient DNA sequences."
    },
    {
      "kind": "llm_pre_event",
      "label": "First viable woolly mammoth embryo announcement (Asian elephant surrogate)",
      "notes": "Direct precondition cited in deadline description: 'First viable mammoth embryo announcement.'",
      "source": "Anticipated — Colossal press releases, peer-reviewed publications",
      "status": "pend
... (truncated)