← Cockpit
IND_012predictionBiotech/LongevityBioNeMo-Evo2-BRCA1-compression

NVIDIA BioNeMo platform + Evo 2 model fundamentally compresses a century of biology into a decade — Evo 2 achieves 90% accuracy in BRCA1 predictions; AI models will seamlessly transition generated biological designs into practical, synthesized clinical...

Predictor: Jensen Huang

Prior probability
78.0%
Current probability
68.1%
evolves via intake + LBP
Conviction
5/5
Signal quality
A
Resolution
in_progress
Window
2025-01-01 – 2030-06-30
Edges in / out
1 / 0
Tickers exposed
26

Prediction text

NVIDIA BioNeMo platform + Evo 2 model fundamentally compresses a century of biology into a decade — Evo 2 achieves 90% accuracy in BRCA1 predictions; AI models will seamlessly transition generated biological designs into practical, synthesized clinical drugs. NVIDIA stopped viewing itself as merely a chip company; now positioned as AI-and-data-infrastructure platform. | First BioNeMo-designed drug entering human trials

Key catalyst: First BioNeMo-designed drug entering human trials

Watch events: BioNeMo pharma partnership announcements; Evo 2 clinical applications

Resolution evidence

Status: in_progress

NVIDIA BioNeMo operational with pharma partnerships (Recursion, Iambic, Terray); Evo 2 published with ArcBio Feb 2025; BRCA1 variant prediction empirically validated.

Predictor: Jensen Huang

κ + Brier as of 2026-05-22
κ (discount)
0.808
Brier
0.0128
excellent
Hits / Misses
6 / 0
of 8 resolved
Hit rate
75.0%
Calibration plot (stated vs observed)

Evidence about this node from Jensen Huang 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

5 prob_history rows
0%25%50%75%100%prior 78%2026-04-302026-05-022026-05-10
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 68.1%

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: 2 fired ✓ · 1 overdue ⏱ · 4 pending
  1. 2026-01-11overdueQ1 window check-in (25%)
  2. 2026-01-12hitNVIDIA + Eli Lilly announce $1B AI co-innovation lab on BioNeMo platform
    How: NVIDIA and Eli Lilly jointly announce co-innovation AI lab with $1B 5-year commitment on BioNeMo + Vera Rubin architecture at JP Morgan Healthcare Conference
    Source: https://nvidianews.nvidia.com/news/nvidia-and-lilly-announce-co-innovation-lab-to-reinvent-drug-discovery-in-the-age-of-aiconf 99%
    Notes: HIT — confirms thesis that NVIDIA is now AI-and-data-infrastructure platform partnering with top pharma.
  3. 2026-03-16hitRoche launches NVIDIA-powered AI factory for therapeutics development
    How: Roche publicly announces dedicated NVIDIA AI factory for AI-driven drug + diagnostics development, citing BioNeMo / Omniverse / Isaac Sim
    Source: https://www.roche.com/media/releases/med-cor-2026-03-16conf 99%
  4. 2026-06-01 → 2027-06-30pending≥200 AI-discovered drug programs in clinical development
    How: Industry tracker (BiopharmaTrend / Boston Consulting Group / Citeline) reports ≥200 AI-discovered drug programs in clinical trials, up from 173 in early 2026
    Source: https://intuitionlabs.ai/articles/nvidia-bionemo-drug-discovery — IntuitionLabs reporting 173 AI-discovered drugs in clinical development early 2026conf 80%
    Notes: Tracking baseline established (173 in early 2026); ≥200 within 12-18 months reflects the BioNeMo-driven acceleration thesis.
  5. 2027-01-22pendingQ2 window check-in (50%)
  6. 2026-12-01 → 2028-12-31pendingFirst BioNeMo / Evo 2-designed therapeutic enters Phase 1 human trial
    How: Public clinical-trial registry (clinicaltrials.gov) lists a Phase 1 trial whose IND filing or sponsor disclosure cites BioNeMo / Evo 2 / NVIDIA AI co-innovation lab as the design platform
    Source: https://docs.nvidia.com/nim/bionemo/evo2/latest/overview.html — NVIDIA Evo 2 NIM overviewconf 55%
    Notes: This is the prediction's named milestone (event_anchor in description text). Drug discovery → preclinical → IND typically 18-36 months.
  7. 2028-02-01pendingQ3 window check-in (75%)
  8. 2028-01-01 → 2030-06-30pending≥1 BioNeMo-designed drug receives FDA breakthrough/fast-track designation
    How: FDA grants Breakthrough Therapy or Fast Track designation to a drug whose discovery / sequence design used BioNeMo / Evo 2 / NVIDIA AI co-innovation lab
    Source: FDA designation announcements + sponsor 8-Ksconf 35%
    Notes: Cascade — first regulatory validation of the AI-discovery thesis.

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: 68%)

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
LBP2026-05-10T02:00:02Z68.1%+1.1pp
Network propagation: 67.0% → 68.1%
6-iter LBP, residual 0.00584 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run e5c18d29
LBP2026-05-03T02:00:01Z67.0%+2.3pp
Network propagation: 64.7% → 67.0%
6-iter LBP, residual 0.00677 · damping 0.5, w_intrinsic 0.5 · method lbp_v3 · run 1a683ac9
metadata_milestone_miss_sweep2026-05-02T22:07:21Z64.7%-7.1pp
metadata_milestone_miss_sweep bayesian_v2 n=1 inside=0.647 blend=0.647 LLR=-0.327 κ=0.81 no_blend
Raw metadata
{
  "trf": 0.7572673104285061,
  "kappa": 0.8077,
  "base_rate": null,
  "predictor": "Jensen Huang",
  "total_llr": -0.4054651081081644,
  "grace_days": 7,
  "bayesian_v2": true,
  "prior_logit": 0.9321441919991826,
  "bayes_factor": "1.4:1 against",
  "blend_reason": "no reference_class linked",
  "inside_prior": 0.7175100930162186,
  "kappa_source": "predictor_table",
  "n_milestones": 1,
  "blend_applied": false,
  "contributions": [
    {
      "llr": -0.4054651081081644,
      "kind": "quartile_checkpoint",
      "kappa": 0.8077,
      "label": "Q1 window check-in (25%)",
      "weight": 0.05,
      "strength": "weak",
      "confidence": null,
      "source_url": null,
      "adjusted_llr": -0.32749416781896434,
      "expected_date": "2026-01-11",
      "measurement_criterion": null
    }
  ],
  "evidence_kind": "metadata_milestone_miss_sweep",
  "inside_source": "history_v2",
  "inside_weight": 0.46991288270004566,
  "outside_weight": 0.5300871172999544,
  "posterior_prob": 0.6467194364965089,
  "posterior_logit": 0.6046500241802183,
  "predictor_brier": 0.01276,
  "inside_posterior": 0.6467194364965089,
  "blended_posterior": 0.6467194364965089,
  "reference_class_id": null,
  "total_adjusted_llr": -0.32749416781896434,
  "predictor_n_resolved": 8
}
LBP2026-04-30T16:39:51Z71.8%-2.2pp
Network propagation: 74.0% → 71.8%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z74.0%-4.0pp
Network propagation: 78.0% → 74.0%
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
killerTK02
AI Compute Supply Shock (TSMC/Taiwan Disruption)
12.0%0.0500.780+0.011

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

26 ticker(s) linked

Beneficiaries (22)

TSMAMBAARMCEVACRWVDOCNIRENNBISNVDASITMALABCSCODELLSIEGYINTCNXPILNVGYAMDANETMRVLAVGOQCOM

Prerequisites (1)

Predictions that must hit first
TypePredTitleDomainLag
killerTK02AI Compute Supply Shock (TSMC/Taiwan Disruption)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Expected milestones (1)

From Sheet 17 Monitoring Triggers
Expected byDescriptionStatus
2030-12-31[Biology 2030-12] [IND_012] BioNeMo pharma partnership announcements; Evo 2 clinical applications [247_035] Dario Amodei will solve most/all neurological diseases by end of decade [247_031] Virtual cell simulation by end of decpending

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importNVIDIA BioNeMo operational with pharma partnerships (Recursion, Iambic, Terray); Evo 2 published with ArcBio Feb 2025; BRCA1 variant prediction empirically validated.

Linked documents (10)

Auto-generated by cosine similarity from Polymarket / Manifold / EDGAR / GDELT

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "qty": "90% BRCA1 accuracy",
  "mode": "FORECAST",
  "role": "Cited-CEO",
  "context": "Specific Huang biotech framing distinct from ROB_007 ($50T Physical AI), AUT_016 (Rubin + Alpamayo + Mercedes), CMQ_028 ($3-5T NVIDIA). Specific BioNeMo + Evo 2 + 90% BRCA1 accuracy framing.",
  "to_year": 2030,
  "conv_cues": "CEO FIRST_PERSON; specific benchmark + named product",
  "direction": "HAPPEN",
  "from_year": 2025,
  "timeframe": "2025-2030",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "overdue",
      "weight": 0.05,
      "ordinal": -7,
      "source_id": null,
      "expected_date": "2026-01-11",
      "observed_date": null,
      "miss_emitted_at": "2026-05-02T22:07:21.384228+00:00",
      "miss_emitted_by": "metadata_milestone_sweep"
    },
    {
      "kind": "llm_pre_event",
      "label": "NVIDIA + Eli Lilly announce $1B AI co-innovation lab on BioNeMo platform",
      "notes": "HIT — confirms thesis that NVIDIA is now AI-and-data-infrastructure platform partnering with top pharma.",
      "source": "https://nvidianews.nvidia.com/news/nvidia-and-lilly-announce-co-innovation-lab-to-reinvent-drug-discovery-in-the-age-of-ai",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -6,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://nvidianews.nvidia.com/news/nvidia-and-lilly-announce-co-innovation-lab-to-reinvent-drug-discovery-in-the-age-of-ai",
      "expected_date": "2026-01-12",
      "observed_date": "2026-01-12",
      "research_origin": "deep_research",
      "measurement_criterion": "NVIDIA and Eli Lilly jointly announce co-innovation AI lab with $1B 5-year commitment on BioNeMo + Vera Rubin architecture at JP Morgan Healthcare Conference"
    },
    {
      "kind": "llm_pre_event",
      "label": "Roche launches NVIDIA-powered AI factory for therapeutics development",
      "source": "https://www.roche.com/media/releases/med-cor-2026-03-16",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.99,
      "source_url": "https://www.roche.com/media/releases/med-cor-2026-03-16",
      "expected_date": "2026-03-16",
      "observed_date": "2026-03-16",
      "research_origin": "deep_research",
      "measurement_criterion": "Roche publicly announces dedicated NVIDIA AI factory for AI-driven drug + diagnostics development, citing BioNeMo / Omniverse / Isaac Sim"
    },
    {
      "kind": "llm_pre_event",
      "label": "≥200 AI-discovered drug programs in clinical development",
      "notes": "Tracking baseline established (173 in early 2026); ≥200 within 12-18 months reflects the BioNeMo-driven acceleration thesis.",
      "source": "https://intuitionlabs.ai/articles/nvidia-bionemo-drug-discovery — IntuitionLabs reporting 173 AI-discovered drugs in clinical development early 2026",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -4,
      "source_id": null,
      "confidence": 0.8,
      "source_url": "https://intuitionlabs.ai/articles/nvidia-bionemo-drug-discovery",
      "expected_date": "2026-12-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-06-30",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Industry tracker (BiopharmaTrend / Boston Consulting Group / Citeline) reports ≥200 AI-discovered drug programs in clinical trials, up from 173 in early 2026"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -3,
      "source_id": null,
      "expected_date": "2027-01-22",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "First BioNeMo / Evo 2-designed therapeutic enters Phase 1 human trial",
      "notes": "This is the prediction's named milestone (event_anchor in description t
... (truncated)