Verification register Energy, Climate, Space & Materials
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 80
- Reported
- 73
- Verified
- 64
- Gap
- +16
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
- 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
- 8
- Tier 1
- 0
- Tier 2
- 4
- Tier 3
- 4
- Supports
- 4
- Contradicts
- 3
- Context
- 1
- 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
This is the initial public reading. No earlier readiness change is recorded.