Verification register Bio, Health & Neuro
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 75
- Reported
- 66
- Verified
- 57
- Gap
- +18
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed minus verified
Evidence strength Strong
Decision
What the current evidence supports
Human editorial judgment · 2026-06-28
Adopt with guardrails
- Why
- Open MIT-licensed, fast, and strong on held-out FEP+/CASP16, but a large body of independent benchmarks documents narrow dynamic range, memorization, and instability — usable for triage, not as a physics replacement.
- Next
- Deploy for fast triage/enrichment in early virtual screening with target-specific calibration and a physics-based (FEP) confirmation gate; avoid molecular glues and flexible-pocket targets, and validate against in-house actives before trusting rankings.
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 7
- Tier 1
- 0
- Tier 2
- 4
- Tier 3
- 3
- Supports
- 3
- Contradicts
- 3
- Context
- 1
- Latest observed
- 2026-02-01
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.