Verification register Energy, Climate, Space & Materials
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 80
- Reported
- 80
- Verified
- 76
- Gap
- +4
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
- Apache-2.0, peer-reviewed, dramatically faster/cheaper than equivariant alternatives at competitive accuracy — the speed/memory Pareto gains are real, but the non-conservative trap means the model variant must be matched to the workflow.
- Next
- Default to the conservative checkpoint for MD and geometry optimization; reserve the direct variant for large-scale single-point/screening where its throughput pays off, and validate energy conservation on a representative system first.
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 6
- Tier 1
- 0
- Tier 2
- 2
- Tier 3
- 4
- Supports
- 3
- Contradicts
- 1
- Context
- 2
- Latest observed
- 2026-05-01
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.