Verification register Bio, Health & Neuro
Current reading
Readiness band and full integer triple
AI-assisted assembly · derived results
Readiness band
Watch
Primary summary from verified readiness
- Confidence
- 79% · stale
- Computed at
- 2026-08-20T10:54:42.376742+00:00
- Claimed
- 45
- Reported
- 45
- Verified
- 41
- Gap
- +4
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed leads verified
Evidence strength Strong
Decision
What the current evidence supports
Human editorial judgment · 2026-08-20
Too early to adopt
- Why
- Genuinely strong research benchmarks and a full open-source release make it worth evaluating, but a months-old seed-stage company with no clearance and self-defined benchmarks is far from deployable for clinical use.
- Next
- Download the open-source Pillar-0 weights and reproduce reported AUROCs on an independent in-house multimodal test set; monitor for an FDA pathway and independent (non-author) benchmark before any pilot.
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 11
- Tier 1
- 2
- Tier 2
- 4
- Tier 3
- 5
- Supports
- 7
- Contradicts
- 2
- Context
- 2
- Latest observed
- 2025-11-24
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 watch to watch.