← Cockpit
245_028predictionBiotech/LongevityAI-scaling

Colossal's models and approach to synthetic biology will apply broadly to the field

Predictor: Ben Lamm · ep#245 "AI + Synthetic Biology: The Most Transformative Technology in Human History | Ben Lamm (Colossal)" · source

Prior probability
45.0%
Current probability
38.7%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
pending
Window
2027-01-01 – 2029-11-30
Edges in / out
10 / 5
Tickers exposed
37

Prediction text

Colossal's models and approach to synthetic biology will apply broadly to the field | I I I do think in the coming years that um you know hopefully the models that we are applying and the way we're thinking about it applies broader to synthetic biology

Verbatim quote

From episode "AI + Synthetic Biology: The Most Transformative Technology in Human History | Ben Lamm (Colossal)"
I I I do think in the coming years that um you know hopefully the models that we are applying and the way we're thinking about it applies broader to synthetic biology

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 45%2026-04-302026-04-302026-05-03
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 38.7%

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 ✓ · 5 pending
  1. 2026-06-01 → 2027-06-30pendingAstromech reaches first paying customer or major partnership outside Colossal
    How: Astromech announces an enterprise pharma/biotech customer using its predictive biology platform, validating cross-domain transferability of Colossal's models
    Source: deep_research_enrichedconf 55%
  2. 2026-12-01 → 2027-09-30pendingAstromech valuation step-up and Series B raise
    How: Astromech raises additional capital at >$3B valuation, signaling external validation of platform broadening thesis
    Source: deep_research_enrichedconf 50%
  3. 2026-09-01 → 2027-12-31pendingColossal publishes peer-reviewed paper on its synthetic-biology modeling stack
    How: Peer-reviewed publication (Nature/Cell/Science class) describing Colossal's genomic modeling architecture and showing generalization beyond de-extinction
    Source: deep_research_enrichedconf 50%
  4. 2026-09-01 → 2028-06-30pendingForm Bio platform reports cross-pharma adoption metrics
    How: Form Bio (Colossal's earlier life-sciences software spinout) reports >10 pharma or biotech enterprise customers using the platform for non-de-extinction synthetic biology
    Source: deep_research_enrichedconf 40%
  5. 2027-06-01 → 2028-12-31pendingMammoth/thylacine de-extinction proof-of-concept embryo or birth
    How: Colossal announces a viable engineered embryo or first live birth for a de-extinction target (woolly mammoth, thylacine, or dodo); demonstrates platform translatability
    Source: deep_research_enrichedconf 45%

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: 39%)

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
LBP2026-05-03T02:00:01Z38.7%-1.4pp
Network propagation: 40.1% → 38.7%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
LBP2026-04-30T16:39:51Z40.1%-2.1pp
Network propagation: 42.2% → 40.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z42.2%-2.8pp
Network propagation: 45.0% → 42.2%
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
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.450-0.077
prereqSEM_027
Nvidia Data Center revenue +66% YoY, contributing ~90% of $5Joseph Moore
68.3%0.4500.050-0.068
killerTK05
Rate Regime Persistence (10y > 5% through 2028)
30.0%0.0500.450-0.057
prereqSEM_012
Nvidia quadrupled chip production output while only doublingJensen Huang
75.0%0.4500.050-0.040
prereqSEM_029
Blackwell RTX PRO 5000 (72GB) engineered with 50% memory booNvidia
78.8%0.4500.050-0.024

Top outgoing (children)

Predictions THIS node influences

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
prereq246_017
Europa Clipper will arrive at Jupiter in 2030, conducting 50Peter Diamandis
37.7%0.6500.050-0.102
prereq247_035
Dario Amodei will solve most/all neurological diseases by enDario Amodei
38.8%0.7000.050-0.093
prereq246_016
Dragonfly nuclear-powered octicopter arrives at Titan in 203Peter Diamandis
35.6%0.6500.050-0.080
prereq230_020
Peter's 14-year-old son Milan will never get a driver's licePeter Diamandis
34.7%0.6500.050-0.071
prereq240_036
TEPCO's restarted reactor will support 20% of Japan's electrPeter Diamandis
34.3%0.6500.050-0.067

Ticker exposure

37 ticker(s) linked

Beneficiaries (24)

MUWULFIRENEQIXALABAPLDASMIYASMLPLABNVDANBISCRWVAAPLAMTAMZNDELLGOOGLIRMLNVGYMETAMSFTORCLSFTBYSTX

Adverse (6)

ACNGENCHGGIBMWNSLRN

Prerequisites (10)

Predictions that must hit first
TypePredTitleDomainLag
prereqSEM_011Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.Capital Markets
prereqSEM_027Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.Capital Markets
prereqSEM_014Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).Manufacturing
prereqSEM_029Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI training.Semis/Products
prereqSEM_012Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) across engineering.AI/Manufacturing
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK05Rate Regime Persistence (10y > 5% through 2028)
killerTK01AGI Capability Plateau (2026-27 Training Stall)
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)
killerTK03AI Regulatory Moratorium (EU/US Capability Freeze)

Dependents (5)

Predictions enabled by this
TypePredTitleDomainLag
prereq247_035Dario Amodei will solve most/all neurological diseases by end of decadeBiotech/Longevity
prereq230_020Peter's 14-year-old son Milan will never get a driver's license.Auto/Transport
prereq246_017Europa Clipper will arrive at Jupiter in 2030, conducting 50 passes near Europa.Space
prereq246_016Dragonfly nuclear-powered octicopter arrives at Titan in 2034.Space
prereq240_036TEPCO's restarted reactor will support 20% of Japan's electric needs by 2040Energy

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2029-12-31[Biology 2029-12] nds of edits (up from current hundreds) [245_028] Colossal's models and approach to synthetic biology will apply broadly to the fipending

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "url": "https://www.youtube.com/watch?v=Goa6c6Qz__I",
  "mode": "ASPIRATION",
  "role": "Guest-CEO",
  "context": "I I I do think in the coming years that um you know hopefully the models that we are applying and the way we're thinking about it applies broader to synthetic biology",
  "to_year": 2029,
  "verbatim": "I I I do think in the coming years that um you know hopefully the models that we are applying and the way we're thinking about it applies broader to synthetic biology",
  "conv_cues": "I do think; hopefully",
  "direction": "HAPPEN",
  "from_year": 2027,
  "timeframe": "Coming years",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "prereq",
      "label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -10,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -9,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -8,
      "source_id": "SEM_014",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Blackwell RTX PRO 5000 (72GB) engineered with 50% memory boost over previous generation — deliberate architectural concession for larger AI ",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -7,
      "source_id": "SEM_029",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "prereq",
      "label": "Nvidia quadrupled chip production output while only doubling human headcount — achieved by deploying AI coding tools (Cursor, Claude Code) a",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "SEM_012",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29"
    },
    {
      "kind": "llm_pre_event",
      "label": "Astromech reaches first paying customer or major partnership outside Colossal",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "source_url": "https://www.dmagazine.com/business-economy/2026/03/ben-lamm-astromech-colossal/",
      "expected_date": "2026-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Astromech announces an enterprise pharma/biotech customer using its predictive biology platform, validating cross-domain transferability of Colossal's models"
    },
    {
      "kind": "llm_pre_event",
      "label": "Astromech valuation step-up and Series B raise",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.5,
      "source_url": "https://www.dmagazine.com/business-economy/2026/03/ben-lamm-astromech-colossal/",
      "expected_date": "2027-05-01",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-09-30",
        "from": "2026-12-01"
      },
      "measurement_criterion": "Astromech raises additional capital at >$3B valuation, signaling external validation of platform broadening thesis"
    },
    {
      "kind": "llm_pre_event",
      "label": "Colossal publishes pee
... (truncated)