Verification register Bio, Health & Neuro
Current reading
Readiness band and full integer triple
AI-assisted assembly · derived results
Readiness band
Ready
Primary summary from verified readiness
- Confidence
- 73% · stale
- Computed at
- 2026-08-20T10:52:28.494968+00:00
- Claimed
- 80
- Reported
- 73
- Verified
- 64
- Gap
- +16
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed leads verified
Evidence strength Critical
Decision
What the current evidence supports
Human editorial judgment · 2026-08-20
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
- 12
- Tier 1
- 0
- Tier 2
- 8
- Tier 3
- 4
- Supports
- 6
- Contradicts
- 4
- Context
- 2
- 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
- 2026-07-19 Reading moved from ready to ready.