Verification register Bio, Health & Neuro
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 80
- Reported
- 73
- Verified
- 64
- Gap
- +16
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed minus verified
Evidence strength Critical
Decision
What the current evidence supports
Human editorial judgment · 2026-06-28
Adopt with guardrails
- Why
- MIT-licensed, openly available, strong measured results (de novo scFv at 4.3 nM PD-L1, antibody-antigen leadership where AlphaFold is weak) and very high activity make it a low-friction-to-try foundation, but preprint status and uneven modality reliability require guardrails.
- Next
- Pilot ESM-C embeddings + ESMFold2-Fast on an internal antibody/binder task behind validation gates; treat structure outputs as hypotheses pending wet-lab confirmation.
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 6
- Tier 1
- 0
- Tier 2
- 4
- Tier 3
- 2
- Supports
- 3
- Contradicts
- 2
- Context
- 1
- Latest observed
- 2026-06-23
Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.
Publication record
Revisions
Initial public reading
This is the initial public reading. No earlier readiness change is recorded.