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245_030predictionBiotech/LongevityAI-timing

Humans will need to use synthetic biology to help species adapt faster than environmental change

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 – 2031-12-31
Edges in / out
3 / 0
Tickers exposed
33

Prediction text

Humans will need to use synthetic biology to help species adapt faster than environmental change | helping species adapt at the same curve of which we are changing environments is also something that's going to be needed in the future because evolution is not uh fast unless it's directed.

Verbatim quote

From episode "AI + Synthetic Biology: The Most Transformative Technology in Human History | Ben Lamm (Colossal)"
helping species adapt at the same curve of which we are changing environments is also something that's going to be needed in the future because evolution is not uh fast unless it's directed.

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: 8 pending
  1. 2027-04-21pendingQ1 window check-in (25%)
  2. 2026-06-01 → 2028-06-30pendingColossal Biosciences expands portfolio to >=10 species with assisted-evolution editing
    How: Colossal press releases or SEC filings (post-IPO) confirm >=10 distinct endangered/de-extinct species under active CRISPR/assisted-reproduction programs
    Source: deep_research_enrichedconf 70%
  3. 2026-09-01 → 2028-12-31pendingIUCN formally endorses synthetic-biology assisted-evolution for conservation
    How: IUCN World Conservation Congress publishes formal position paper endorsing synbio/genome-editing as legitimate conservation tool, not just experimental
    Source: deep_research_enrichedconf 55%
  4. 2026-12-01 → 2029-06-30pendingFirst gene-edited endangered animal released into wild monitored habitat
    How: USFWS, IUCN, or peer agency authorizes wild release (not just captive breeding) of a CRISPR-modified endangered species individual or cohort
    Source: deep_research_enrichedconf 45%
  5. 2028-04-11pendingQ2 window check-in (50%)
  6. 2027-06-01 → 2029-12-31pendingHeat-tolerant coral or amphibian gene-edit deployed at reef/wetland scale
    How: Australian Institute of Marine Science, NOAA, or partner deploys assisted-evolved heat-tolerant coral or chytrid-resistant amphibian at >=1 hectare scale
    Source: deep_research_enrichedconf 50%
  7. 2027-12-01 → 2030-06-30pendingTreaty-level framework on environmental release of edited organisms enters force
    How: Convention on Biological Diversity / Cartagena Protocol parties adopt updated framework specifically governing assisted-evolution gene drives and edited organism release
    Source: deep_research_enrichedconf 40%
  8. 2029-04-02pendingQ3 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: 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

33 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

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": "helping species adapt at the same curve of which we are changing environments is also something that's going to be needed in the future because evolution is not uh fast unless it's directed.",
  "verbatim": "helping species adapt at the same curve of which we are changing environments is also something that's going to be needed in the future because evolution is not uh fast unless it's directed.",
  "conv_cues": "is going to be needed",
  "direction": "HAPPEN",
  "timeframe": "Future",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -8,
      "source_id": null,
      "expected_date": "2027-04-21",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Colossal Biosciences expands portfolio to >=10 species with assisted-evolution editing",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.7,
      "source_url": "https://www.biospace.com/press-releases/colossal-biosciences-expands-de-extinction-portfolio-with-iconic-bluebuck",
      "expected_date": "2027-06-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Colossal press releases or SEC filings (post-IPO) confirm >=10 distinct endangered/de-extinct species under active CRISPR/assisted-reproduction programs"
    },
    {
      "kind": "llm_pre_event",
      "label": "IUCN formally endorses synthetic-biology assisted-evolution for conservation",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2027-11-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-09-01"
      },
      "measurement_criterion": "IUCN World Conservation Congress publishes formal position paper endorsing synbio/genome-editing as legitimate conservation tool, not just experimental"
    },
    {
      "kind": "llm_pre_event",
      "label": "First gene-edited endangered animal released into wild monitored habitat",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.45,
      "source_url": "https://academic.oup.com/jhered/advance-article/doi/10.1093/jhered/esaf069/8262805",
      "expected_date": "2028-03-16",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2029-06-30",
        "from": "2026-12-01"
      },
      "measurement_criterion": "USFWS, IUCN, or peer agency authorizes wild release (not just captive breeding) of a CRISPR-modified endangered species individual or cohort"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2028-04-11",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Heat-tolerant coral or amphibian gene-edit deployed at reef/wetland scale",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.5,
      "expected_date": "2028-09-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2029-12-31",
        "from": "2027-06-01"
      },
      "measurement_criterion": "Australian Institute of Marine Science, NOAA, or partner deploys assisted-evolved heat-tolerant coral or
... (truncated)