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
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
US is over 500 billion a year. So in in in the in the economic impact
Predictor: Ben Lamm
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
This node isn't linked to a reference class. The Bayesian update applies without outside-view blending.
Probability over time
Milestone chain
- 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 speciesSource: 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 $500B figure may include cumulative or global numbers.
- 2026-01-15hitGlobal biological invasion costs reach US$ 26B+/year in 2010sHow: Peer-reviewed economic studies (Nature, ScienceDirect) confirm 2010s annual invasion costs >=$25B/year US shareSource: https://www.nature.com/articles/s41586-021-03405-6conf 95%
- 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 1960-2017Source: 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.
- 2026-06-01 → 2026-12-31pendingUSDA invasive species program funding increaseHow: FY2026 USDA invasive species program receives >=10% YoY funding increase, signaling policy recognition of costSource: https://www.nifa.usda.gov/grants/programs/invasive-species-programconf 50%
- 2026-06-01 → 2027-12-31pendingColossal Biosciences expands de-extinction work as invasive species responseHow: Colossal Biosciences (Lamm's company) announces specific de-extinction or genetic rescue programs targeting invasive species controlSource: Colossal Biosciences press releasesconf 45%Notes: Cascade — Lamm cites this number to support business strategy.
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Evidence chain
Network propagation neighbors
Top incoming (parents)
Edges that influence THIS node's belief
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 242_057 Artemis 2 launches April 1, 2026 - circumlunar mission — Peter Diamandis | 56.2% | 0.500 | 0.050 | -0.132 |
| prereq | 235_038 David Sinclair begins partial epigenetic reprogramming trial — Peter Diamandis | 74.0% | 0.500 | 0.050 | -0.049 |
| prereq | 238_009 Recursive self-improvement is already happening now (no long — Alex Wissner-Gross | 78.1% | 0.500 | 0.050 | -0.031 |
| killer | TK03 AI Regulatory Moratorium (EU/US Capability Freeze) | 10.0% | 0.050 | 0.500 | +0.026 |
| killer | TK01 AGI Capability Plateau (2026-27 Training Stall) | 15.0% | 0.050 | 0.500 | +0.004 |
Top outgoing (children)
Predictions THIS node influences
| Kind | Node | Their prob | P(c|s=T) | P(c|s=F) | Δ implied |
|---|---|---|---|---|---|
| prereq | 239_009 People will be on Mars within 10 years — Elon Musk | 30.9% | 0.550 | 0.050 | -0.051 |
| prereq | 235_030 Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 203 — Ray Kurzweil | 39.2% | 0.750 | 0.050 | -0.050 |
| prereq | 232_047 Mass drivers on the moon will shoot AI satellites into deep — Elon Musk | 30.0% | 0.550 | 0.050 | -0.041 |
| prereq | 239_008 Moon base will exist in 10 years — Elon Musk | 28.8% | 0.550 | 0.050 | -0.029 |
| prereq | SEM_034 True artificial general intelligence will be achieved betwee — Demis Hassabis | 28.7% | 0.550 | 0.050 | -0.028 |
Ticker exposure
Beneficiaries (14)
Adverse (7)
Prerequisites (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 238_009 | Recursive self-improvement is already happening now (no longer three years out) | AI | — |
| prereq | 235_038 | David Sinclair begins partial epigenetic reprogramming trials with Life Biosciences in March 2026. | Biotech/Longevity | — |
| prereq | 242_057 | Artemis 2 launches April 1, 2026 - circumlunar mission | Space | — |
| killer | TK01 | AGI Capability Plateau (2026-27 Training Stall) | — | — |
| killer | TK03 | AI Regulatory Moratorium (EU/US Capability Freeze) | — | — |
Dependents (5)
| Type | Pred | Title | Domain | Lag |
|---|---|---|---|---|
| prereq | 235_030 | Ray Kurzweil predicts Longevity Escape Velocity (LEV) by 2033. | Biotech/Longevity | — |
| prereq | SEM_034 | True artificial general intelligence will be achieved between 2032 and 2042 — 'first we solve AI, then use AI to solve everything else'. | AI/AGI | — |
| prereq | 239_008 | Moon base will exist in 10 years | Space | — |
| prereq | 239_009 | People will be on Mars within 10 years | Space | — |
| prereq | 232_047 | Mass drivers on the moon will shoot AI satellites into deep space; self-sustaining lunar city will follow. | Space | — |
Raw metadata
{
"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)