Verification register Energy, Climate, Space & Materials
Current reading
Readiness band and full integer triple
AI-assisted assembly · derived results
Readiness band
Mature
Primary summary from verified readiness
- Confidence
- 75% · stale
- Computed at
- 2026-08-20T10:54:41.015692+00:00
- Claimed
- 80
- Reported
- 80
- Verified
- 76
- Gap
- +4
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
- 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
- 12
- Tier 1
- 0
- Tier 2
- 4
- Tier 3
- 8
- Supports
- 6
- Contradicts
- 2
- Context
- 4
- 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
- 2026-07-19 Reading moved from mature to mature.