Mechanism: The DeSci framework routes capital via IP tokenization and milestone-based funding, evaluated by reproducibility agents. Readout: Readout: This process improves milestone hit rates by =20% and decreases capital-at-risk on low-quality projects by =15%.
Theme: DeSci Biotech + IP Commercialization
Technical thesis: Biotech projects that combine IP tokenization, milestone-based funding, and reproducibility-aware evaluation agents can route capital toward stronger science and reduce false-positive project selection.
Investor angle: This model can improve portfolio quality for early biotech by tying capital release to verifiable experimental progress rather than narrative-only updates.
Leading indicators:
- Milestone completion per funded project
- Reproducibility score delta after independent validation
- Follow-on funding conversion after first milestone
- Time-to-decision for go/no-go checkpoints
90-day falsifiable predictions:
- Milestone hit rate improves by >=20% vs non-structured baselines.
- Capital-at-risk on low-quality projects decreases by >=15%.
- Follow-on decisions become faster with higher evidence confidence.
Invalidation condition: If reproducibility-linked capital routing does not improve milestone outcomes, the framework needs redesign before scale.
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