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THE HORIZON

SECTION 20

ISSUE 001

PROJECTIONhypothesis1-3yconfidence / low

Models Choose Better Model Organisms

Hypothesis: cross-species foundation models can select the organism that provides the most informative experiment for a human biological question. Compare model-selected organisms with expert choice across prospective studies, scoring translational validity, cost, time, and surprise, while preventing benchmark leakage from well-studied species.

Why this idea is here

What the evidence establishes.

Cross-domain genomic and unified biological models provide representations spanning organisms and molecular modalities, enabling prospective organism-selection experiments.

Source ledger

Read the sources.

  1. S01
    Genome Modelling and Design Across All Domains of Life with Evo 2

    peer-reviewed primary research / dated 2026 / retrieved 2026-07-09

  2. S02
    Generalized Biological Foundation Model with Unified Nucleic Acid and Protein Language

    peer-reviewed primary research / published 2025-06-18 / retrieved 2026-07-09

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