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IND_020predictionBiotech/LongevityDe-Novo-moment-gene-editing-100x

Massive 'rerating' of Biotech industry — by 2026, generative biology achieves its 'De Novo' moment where an AI-designed drug candidate triggers multi-billion-dollar partnerships; AI expands Total Addressable Market (TAM) of gene editing by 100x, moving...

Predictor: Morgan Stanley

Prior probability
40.0%
Current probability
36.1%
evolves via intake + LBP
Conviction
5/5
Signal quality
B
Resolution
pending
Window
2026-01-01 – 2030-11-30
Edges in / out
1 / 0
Tickers exposed
20

Prediction text

Massive 'rerating' of Biotech industry — by 2026, generative biology achieves its 'De Novo' moment where an AI-designed drug candidate triggers multi-billion-dollar partnerships; AI expands Total Addressable Market (TAM) of gene editing by 100x, moving technology from treating rare diseases to mainstream cardiovascular prevention. | First >$1B AI-designed drug partnership

Key catalyst: First >$1B AI-designed drug partnership

Watch events: First AI-designed drug Phase 3 partnership

Resolution evidence

Status: pending

MS biotech-AI rerating research 2025-2026; AI-designed drug partnerships (Xaira, Recursion, Isomorphic) scaling. 100x TAM expansion aggressive.

Predictor: Morgan Stanley

κ + Brier as of 2026-05-22
κ (discount)
0.633
Brier
0.0442
excellent
Hits / Misses
1 / 0
of 2 resolved
Hit rate
50.0%
Calibration plot (stated vs observed)

Evidence about this node from Morgan Stanley 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

2 prob_history rows
0%25%50%75%100%prior 40%2026-04-302026-04-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 36.1%

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: 7 pending
  1. 2026-04-01 → 2026-12-31pendingFirst single AI-designed drug partnership exceeds $1B (validates 'De Novo' moment)
    How: Already partially validated by 2026 deals: Lilly-Insilico $2.75B (Mar 2026), Lilly-Isomorphic $1.75B, Bayer-Recursion $1.5B, Novo-Valo $2.76B; criterion checks for one announced >=$1B AI-designed-asset deal in any 2026 quarter
    Source: https://intuitionlabs.ai/articles/lilly-insilico-ai-drug-discovery-dealconf 90%
  2. 2026-12-12pendingQ1 window check-in (25%)
  3. 2026-06-01 → 2028-12-31pendingRentosertib or other AI-designed drug reads out positive Phase III result
    How: Insilico Rentosertib or any other AI-discovered drug publishes positive Phase III pivotal trial readout in peer-reviewed journal or company press release
    Source: https://www.humai.blog/ai-discovered-drugs-reach-phase-iii-and-2026-will-determine-whether-all-the-promises-were-real/conf 55%
  4. 2027-11-22pendingQ2 window check-in (50%)
  5. 2026-09-01 → 2029-06-30pendingBiotech sector forward P/E or median EV/Revenue rerates above 5y average per XBI/Bloomberg
    How: XBI sector index forward P/E or median price-to-sales reranks above 5-year average sustained for >=2 quarters, signaling market-recognized rerating
    Source: https://www.drugpatentwatch.com/blog/ai-driven-drug-discovery-transforming-the-landscape-of-pharmaceutical-research/conf 50%
  6. 2027-01-01 → 2029-12-31pendingGene-editing TAM expansion: first cardiovascular-prevention gene therapy enters Phase III
    How: Verve Therapeutics, Beam Therapeutics, or comparable platform begins pivotal Phase III for cardiovascular-prevention indication (e.g., PCSK9 base editing) per ClinicalTrials.gov filing
    Source: https://biomednexus.com/ai-drug-discovery-companies-clinical-candidates-2026/conf 60%
  7. 2028-11-01pendingQ3 window check-in (75%)

No downstream cascades — this prediction is a leaf in the dependency graph.

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: 36%)

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
LBP2026-04-30T16:39:51Z36.1%-1.3pp
Network propagation: 37.4% → 36.1%
5-iter LBP, residual 0.00825 · damping 0.5, w_intrinsic 0.5 · method lbp_v2 · run 0c8a4ea3
LBP2026-04-30T02:18:57Z37.4%-2.6pp
Network propagation: 40.0% → 37.4%
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
killerTK13
Biotech/Synbio Safety Event
15.0%0.0500.400-0.014

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

20 ticker(s) linked

Beneficiaries (19)

PACBRLAYRXRXSDGRDNATWSTTXGABSICRSPILMNABCLNTLAMDTABTAZNBNTXGEHCGOOGLSMMNY

Prerequisites (1)

Predictions that must hit first
TypePredTitleDomainLag
killerTK13Biotech/Synbio Safety Event

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

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": "100x gene-editing TAM",
  "mode": "FORECAST",
  "role": "Cited-Firm",
  "context": "Second MS biotech framing. Specific 'De Novo moment' coinage + 100x gene-editing TAM expansion claim.",
  "to_year": 2030,
  "conv_cues": "institutional research; coined De Novo framing; 100x multiple",
  "direction": "NUMERIC_TARGET",
  "from_year": 2026,
  "timeframe": "2026-2030",
  "conv_level": "HIGH",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "First single AI-designed drug partnership exceeds $1B (validates 'De Novo' moment)",
      "source": "https://intuitionlabs.ai/articles/lilly-insilico-ai-drug-discovery-deal",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.9,
      "expected_date": "2026-08-16",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2026-12-31",
        "from": "2026-04-01"
      },
      "measurement_criterion": "Already partially validated by 2026 deals: Lilly-Insilico $2.75B (Mar 2026), Lilly-Isomorphic $1.75B, Bayer-Recursion $1.5B, Novo-Valo $2.76B; criterion checks for one announced >=$1B AI-designed-asset deal in any 2026 quarter"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2026-12-12",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "Rentosertib or other AI-designed drug reads out positive Phase III result",
      "source": "https://www.humai.blog/ai-discovered-drugs-reach-phase-iii-and-2026-will-determine-whether-all-the-promises-were-real/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.55,
      "expected_date": "2027-09-16",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2028-12-31",
        "from": "2026-06-01"
      },
      "measurement_criterion": "Insilico Rentosertib or any other AI-discovered drug publishes positive Phase III pivotal trial readout in peer-reviewed journal or company press release"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2027-11-22",
      "observed_date": null
    },
    {
      "kind": "llm_post_event",
      "label": "Biotech sector forward P/E or median EV/Revenue rerates above 5y average per XBI/Bloomberg",
      "source": "https://www.drugpatentwatch.com/blog/ai-driven-drug-discovery-transforming-the-landscape-of-pharmaceutical-research/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -3,
      "source_id": null,
      "confidence": 0.5,
      "expected_date": "2028-01-30",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2029-06-30",
        "from": "2026-09-01"
      },
      "measurement_criterion": "XBI sector index forward P/E or median price-to-sales reranks above 5-year average sustained for >=2 quarters, signaling market-recognized rerating"
    },
    {
      "kind": "llm_pre_event",
      "label": "Gene-editing TAM expansion: first cardiovascular-prevention gene therapy enters Phase III",
      "source": "https://biomednexus.com/ai-drug-discovery-companies-clinical-candidates-2026/",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -2,
      "source_id": null,
      "confidence": 0.6,
      "expected_date": "2028-07-01",
      "research_origin": "training",
      "expected_date_range": {
        "to": "2029-12-31",
        "from": "2027-01-01"
      },
      "measurement_criterion": "Verve Therapeutics, Beam Therapeutics, or comparable platform begins pivotal Phase III for cardiovascular-prevention indication (e.g., PCSK9 base editing) per ClinicalTrials.gov filing"
    },
... (truncated)