← Cockpit
245_019predictionMacro/EconomyAGI

US spends over $500B per year on invasive species economic impact

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

US spends over $500B per year on invasive species economic impact | US is over 500 billion a year. So in in in the in the economic impact

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)"
US is over 500 billion a year. So in in in the in the economic impact

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. 2025-11-30missUSDA NIFA estimates US invasive species impact at $137B/year (NOT $500B)
    How: USDA/NIFA most recent published estimate of US economic damage from invasive species
    Source: https://www.invasivespeciesinfo.gov/subject/economic-and-social-impactsconf 95%
    Notes: MISS-direction — USDA NIFA reports $137B/yr, far below Lamm's $500B claim. The $500B figure may include cumulative or global numbers.
  2. 2026-01-15hitGlobal biological invasion costs reach US$ 26B+/year in 2010s
    How: Peer-reviewed economic studies (Nature, ScienceDirect) confirm 2010s annual invasion costs >=$25B/year US share
    Source: https://www.nature.com/articles/s41586-021-03405-6conf 95%
  3. 2025-12-31hitNorth America cumulative invasion cost crosses $1.3T (1960-2017)
    How: Pensoft/NeoBiota study confirms cumulative North American biological invasion costs >=$1.26T 1960-2017
    Source: https://neobiota.pensoft.net/article/58038/conf 99%
    Notes: Note: Lamm's $500B/year claim may have conflated cumulative with annual — $1.26T over 57 years = ~$22B/year, consistent with USDA $137B and below the $500B claim.
  4. 2026-06-01 → 2026-12-31pendingUSDA invasive species program funding increase
    How: FY2026 USDA invasive species program receives >=10% YoY funding increase, signaling policy recognition of cost
    Source: https://www.nifa.usda.gov/grants/programs/invasive-species-programconf 50%
  5. 2026-06-01 → 2027-12-31pendingColossal Biosciences expands de-extinction work as invasive species response
    How: Colossal Biosciences (Lamm's company) announces specific de-extinction or genetic rescue programs targeting invasive species control
    Source: Colossal Biosciences press releasesconf 45%
    Notes: Cascade — Lamm cites this number to support business strategy.
  6. 2036-08-14pendingPeople will be on Mars within 10 years
  7. 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": ">$500B per year in US",
  "url": "https://www.youtube.com/watch?v=Goa6c6Qz__I",
  "mode": "FORECAST",
  "role": "Guest-CEO",
  "context": "US is over 500 billion a year. So in in in the in the economic impact",
  "to_year": 2026,
  "verbatim": "US is over 500 billion a year. So in in in the in the economic impact",
  "conv_cues": "over 500 billion a year",
  "direction": "NUMERIC_TARGET",
  "from_year": 2026,
  "timeframe": "Annual / current",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "USDA NIFA estimates US invasive species impact at $137B/year (NOT $500B)",
      "notes": "MISS-direction — USDA NIFA reports $137B/yr, far below Lamm's $500B claim. The $500B figure may include cumulative or global numbers.",
      "source": "https://www.invasivespeciesinfo.gov/subject/economic-and-social-impacts",
      "status": "miss",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.invasivespeciesinfo.gov/subject/economic-and-social-impacts",
      "expected_date": "2025-11-30",
      "observed_date": "2025-11-30",
      "research_origin": "deep_research",
      "measurement_criterion": "USDA/NIFA most recent published estimate of US economic damage from invasive species"
    },
    {
      "kind": "llm_pre_event",
      "label": "Global biological invasion costs reach US$ 26B+/year in 2010s",
      "source": "https://www.nature.com/articles/s41586-021-03405-6",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.95,
      "source_url": "https://www.nature.com/articles/s41586-021-03405-6",
      "expected_date": "2026-01-15",
      "observed_date": "2026-01-15",
      "research_origin": "deep_research",
      "measurement_criterion": "Peer-reviewed economic studies (Nature, ScienceDirect) confirm 2010s annual invasion costs >=$25B/year US share"
    },
    {
      "kind": "llm_pre_event",
      "label": "North America cumulative invasion cost crosses $1.3T (1960-2017)",
      "notes": "Note: Lamm's $500B/year claim may have conflated cumulative with annual — $1.26T over 57 years = ~$22B/year, consistent with USDA $137B and below the $500B claim.",
      "source": "https://neobiota.pensoft.net/article/58038/",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://neobiota.pensoft.net/article/58038/",
      "expected_date": "2026-01-15",
      "observed_date": "2025-12-31",
      "research_origin": "deep_research",
      "measurement_criterion": "Pensoft/NeoBiota study confirms cumulative North American biological invasion costs >=$1.26T 1960-2017"
    },
    {
      "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"
    },
    {
      "kind": "event",
      "label": "US spends over $500B per year on invasive species economic impact",
      "status": "pending",
      "weight": 1,
      "ordinal": 0,
      "source_id": "245_019",
      "expected_date": "2026-06-22",
      "observed_date": null
    },
    {
      "kind": "ll
... (truncated)