Verification register Energy, Climate, Space & Materials
Current reading
Readiness band and full integer triple
AI-assisted assembly · derived results
Readiness band
Ready
Primary summary from verified readiness
- Confidence
- 69% · stale
- Computed at
- 2026-08-20T10:52:22.631447+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 Strong
Decision
What the current evidence supports
Human editorial judgment · 2026-08-20
Adopt with guardrails
- Why
- Strongest single-model atomistic foundation available with SOTA in-domain accuracy (Matbench Discovery F1 0.930, +25% AdsorbML) and fast inference, but documented charge/spin, near-degenerate and OOD failure modes plus license restrictions mean it needs per-use-case validation rather than blind adoption
- Next
- Pilot uma-s-1.2 (recommended checkpoint) via the FAIRChemCalculator on an in-domain, rigid screening task (catalysis/materials), and benchmark against your own DFT reference before trusting charged/open-shell, near-degenerate, or out-of-distribution predictions
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 15
- Tier 1
- 0
- Tier 2
- 8
- Tier 3
- 7
- Supports
- 7
- Contradicts
- 6
- Context
- 2
- Latest observed
- 2026-02-15
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.