pragma.vision Technology observatory & strategic foresight

Verification register Bio, Health & Neuro

Readiness verdict

Evo 2

A dated reading of what is claimed, reported, and independently verified in the current evidence.

As of
2026-08-20
Revision
1
Method
v1.3.0

Current reading

Readiness band and full integer triple

AI-assisted assembly · derived results

Readiness band

Ready

Primary summary from verified readiness

Confidence
81% · stale
Computed at
2026-08-20T10:54:22.451622+00:00
Claimed
75

Public ambition and stated capability

Reported
75

Observed practitioner reporting

Verified
70

Independently supported evidence

Gap
+5

Claimed leads verified

Evidence strength Strong

Decision

What the current evidence supports

Human editorial judgment · 2026-08-20

Adopt with guardrails

Why
Most mature, open, and widely adopted genomic FM available (now Nature-published, NIM-hosted), but independent 2026 benchmarks expose concrete blind spots that bar unguarded clinical use.
Next
Pilot the 7B model (Hugging Face or NVIDIA NIM) for generative/embedding tasks only; do NOT use zero-shot variant pathogenicity output for any clinical or decision-grade call without an independent specialist-model cross-check.

Constraints

Blockers

No named blocker is present in the current public projection.

Evidence summary

Derived counts

AI-assisted assembly

Total
16
Tier 1
1
Tier 2
10
Tier 3
5
Supports
9
Contradicts
2
Context
5
Latest observed
2026-03-24

Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.

Publication record

Revisions

Initial public reading

  1. 2026-07-19 Reading moved from ready to ready.

Your opinion

Tell us anything.

What works, what doesn't, what's missing — especially about our watches, lenses, and the register itself. Anonymous is fine; leave an email if you'd like a reply.