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Verification register Bio, Health & Neuro

Readiness verdict

Evo 2 (DNA Foundation Model)

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
77% · stale
Computed at
2026-08-20T10:54:17.193101+00:00
Claimed
75

Public ambition and stated capability

Reported
75

Observed practitioner reporting

Verified
69

Independently supported evidence

Gap
+6

Claimed leads verified

Evidence strength Strong

Decision

What the current evidence supports

Human editorial judgment · 2026-08-20

Proceed with caution

Why
Now peer-reviewed (Nature, March 2026) with very-high adoption (>100k model downloads, >8M combined HF API requests, >200 preprint citations), but the strongest contradicting evidence (systematic generation failures) is a bioRxiv preprint, so generative use is not yet trustworthy while predictive use is solid.
Next
Pilot Evo 2 only for variant-effect prediction/scoring (its validated strength, >90% accuracy on BRCA1 benign-vs-pathogenic) on an internal benchmark; do NOT rely on de novo sequence generation until realism gaps close. Budget H100/BioNeMo-class inference.

Constraints

Blockers

No named blocker is present in the current public projection.

Evidence summary

Derived counts

AI-assisted assembly

Total
11
Tier 1
0
Tier 2
6
Tier 3
5
Supports
9
Contradicts
2
Context
0
Latest observed
2026-03-04

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.

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