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245_018predictionMacro/EconomyAGI

Invasive species problem is currently measured at $5.4 trillion globally

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
42.9%
evolves via intake + LBP
Conviction
4/5
Signal quality
C
Resolution
pending
Window
2026-06-01 – 2026-06-30
Edges in / out
5 / 5
Tickers exposed
21

Prediction text

Invasive species problem is currently measured at $5.4 trillion globally | So, so the invasive species uh problem, it's global problem. It's about $5.4 trillion. It's currently measured. I think it's much larger than that.

Watch events: ARC-AGI-2 scores; Frontier Math Tier 4 benchmark; SWE-bench Verified; Humanity's Last Exam

Verbatim quote

From episode "AI + Synthetic Biology: The Most Transformative Technology in Human History | Ben Lamm (Colossal)"
So, so the invasive species uh problem, it's global problem. It's about $5.4 trillion. It's currently measured. I think it's much larger than that.

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

3 prob_history rows
0%25%50%75%100%prior 50%2026-04-302026-04-302026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 42.9%

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 missed ✗
  1. 2023-09-04missIPBES authoritative figure is $423B/year (NOT $5.4T)
    How: IPBES Assessment Report on Invasive Alien Species published with global cost estimate of $423B/year as of 2019
    Source: IPBES — Media Release: IPBES Invasive Alien Species Assessmentconf 99%
    Notes: MISS for $5.4T claim — Most authoritative IPBES estimate is $423B/year (2019). Lamm's figure 12x higher than published estimates.
  2. 2023-09-04hitCosts quadrupled every decade since 1970
    How: IPBES report confirms invasive species damage costs have at least quadrupled per decade since 1970
    Source: IPBES IAS Assessmentconf 95%
    Notes: HIT — Trajectory consistent with eventual ~$1T+ annual figure within 10-15 years.
  3. 2025-05-15hitPhys.org May 2025 study cumulative cost since 1960 exceeds $2.2T
    How: Peer-reviewed paper published in 2025 estimates cumulative invasive species damage since 1960 at $2.2T (16x previous estimates)
    Source: Phys.org — The cost of some invasive species could be 16 times higher than we thoughtconf 95%
    Notes: HIT — New 2025 estimate ($2.2T cumulative) supports Lamm's directional claim that 'much larger than measured' but at $2.2T cumulative not $5.4T annual.
  4. 2025-06-01 → 2027-12-31pendingMajor government allocates >$1B specifically to invasive species control
    How: G20 government announces single-year allocation >$1B specifically for invasive species containment/eradication
    Source: Government press releases; conservation pressconf 40%
    Notes: Cascade — Ben Lamm's Colossal Biosciences thesis is that gene-drive de-extinction-style tools could profitably address this.
  5. 2025-06-01 → 2027-12-31pendingColossal Biosciences or competitor announces commercial invasive species removal contract
    How: Synthetic biology or gene-drive company announces paid contract with government or conservation org for invasive species removal at scale
    Source: Colossal Biosciences press; conservation industry pressconf 50%
    Notes: Cascade — Lamm's claim is the prelude to a Colossal pitch on this market.
  6. 2026-01-01 → 2028-12-31pendingUpdated IPBES estimate publishes in next assessment cycle
    How: IPBES publishes updated invasive species assessment with revised global cost estimate, potentially aligning closer to $1T+ annual
    Source: IPBES program; UN Environmentconf 50%
    Notes: Cascade — Could move authoritative figure closer to (but unlikely to reach) Lamm's $5.4T.
  7. 2036-08-14pendingPeople will be on Mars within 10 years
  8. 2036-09-06pendingMoon base will exist in 10 years

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: 43%)

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
LBP2026-05-10T02:00:02Z42.9%-1.3pp
Network propagation: 44.1% → 42.9%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-04-30T16:39:51Z44.1%-2.0pp
Network propagation: 46.1% → 44.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z46.1%-3.9pp
Network propagation: 50.0% → 46.1%
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
prereq242_057
Artemis 2 launches April 1, 2026 - circumlunar missionPeter Diamandis
56.2%0.5000.050-0.132
prereq235_038
David Sinclair begins partial epigenetic reprogramming trialPeter Diamandis
74.0%0.5000.050-0.049
prereq238_009
Recursive self-improvement is already happening now (no longAlex Wissner-Gross
78.1%0.5000.050-0.031
killerTK03
AI Regulatory Moratorium (EU/US Capability Freeze)
10.0%0.0500.500+0.026
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.500+0.004

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq239_009
People will be on Mars within 10 yearsElon Musk
30.9%0.5500.050-0.051
prereq235_030
Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203Ray Kurzweil
39.2%0.7500.050-0.050
prereq232_047
Mass drivers on the moon will shoot AI satellites into deep Elon Musk
30.0%0.5500.050-0.041
prereq239_008
Moon base will exist in 10 yearsElon Musk
28.8%0.5500.050-0.029
prereqSEM_034
True artificial general intelligence will be achieved betweeDemis Hassabis
28.7%0.5500.050-0.028

Ticker exposure

21 ticker(s) linked

Beneficiaries (14)

SOUNNVDAGTLBAIBBAITCEHYAMZNBABAGOOGLIBMMETAMSFTORCLSHOP

Adverse (7)

ACNCTSHFRSHCHGGIBMINFYPEGA

Prerequisites (5)

Predictions that must hit first
TypePredTitleDomainLag
prereq238_009Recursive self-improvement is already happening now (no longer three years out)AI
prereq235_038David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.Biotech/Longevity
prereq242_057Artemis 2 launches April 1, 2026 - circumlunar missionSpace
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
prereqSEM_034True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'.AI/AGI
prereq239_008Moon base will exist in 10 yearsSpace
prereq239_009People will be on Mars within 10 yearsSpace
prereq232_047Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow.Space

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "$5.4 trillion globally; believes it is larger",
  "url": "https://www.youtube.com/watch?v=Goa6c6Qz__I",
  "mode": "FORECAST",
  "role": "Guest-CEO",
  "caveats": "Hard to truly quantify",
  "context": "the invasive species uh problem, it's global problem. It's about $5.4 trillion. It's currently measured. I think it's much larger than that.",
  "to_year": 2026,
  "verbatim": "So, so the invasive species uh problem, it's global problem. It's about $5.4 trillion. It's currently measured. I think it's much larger than that.",
  "conv_cues": "currently measured; much larger than that",
  "direction": "NUMERIC_TARGET",
  "from_year": 2026,
  "timeframe": "Current",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "IPBES authoritative figure is $423B/year (NOT $5.4T)",
      "notes": "MISS for $5.4T claim — Most authoritative IPBES estimate is $423B/year (2019). Lamm's figure 12x higher than published estimates.",
      "source": "IPBES — Media Release: IPBES Invasive Alien Species Assessment",
      "status": "miss",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.ipbes.net/IASmediarelease",
      "expected_date": "2023-09-04",
      "observed_date": "2023-09-04",
      "research_origin": "deep_research",
      "measurement_criterion": "IPBES Assessment Report on Invasive Alien Species published with global cost estimate of $423B/year as of 2019"
    },
    {
      "kind": "llm_pre_event",
      "label": "Costs quadrupled every decade since 1970",
      "notes": "HIT — Trajectory consistent with eventual ~$1T+ annual figure within 10-15 years.",
      "source": "IPBES IAS Assessment",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.ipbes.net/IASmediarelease",
      "expected_date": "2023-09-04",
      "observed_date": "2023-09-04",
      "research_origin": "deep_research",
      "measurement_criterion": "IPBES report confirms invasive species damage costs have at least quadrupled per decade since 1970"
    },
    {
      "kind": "llm_pre_event",
      "label": "Phys.org May 2025 study cumulative cost since 1960 exceeds $2.2T",
      "notes": "HIT — New 2025 estimate ($2.2T cumulative) supports Lamm's directional claim that 'much larger than measured' but at $2.2T cumulative not $5.4T annual.",
      "source": "Phys.org — The cost of some invasive species could be 16 times higher than we thought",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://phys.org/news/2025-05-invasive-species-inflict-trillion-global.html",
      "expected_date": "2025-05-15",
      "observed_date": "2025-05-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Peer-reviewed paper published in 2025 estimates cumulative invasive species damage since 1960 at $2.2T (16x previous estimates)"
    },
    {
      "kind": "prereq",
      "label": "Recursive self-improvement is already happening now (no longer three years out)",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -3,
      "source_id": "238_009",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -2,
      "source_id": "235_038",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Artemis 2 launches April 1, 2026 - circumlunar mission",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -1,
      "source_id": "242_057",
      "expected_date": "2026-04-30",
      "observed_date": "2026-04-30"
    },
    {
      "
... (truncated)