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
- 84% · stale
- Computed at
- 2026-09-22T23:27:14.984527+00:00
- Claimed
- 75
- Reported
- 75
- Verified
- 70
- Gap
- +5
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed leads verified
Evidence strength Growing
Decision
What the current evidence supports
Human editorial judgment · 2026-09-22
Track; not yet
- Why
- It fills a genuine gap (explicit-solvent interfaces) with strong reported MAEs and a demonstrated >800-atom CO-dimerization application, but it is a months-old research dataset with open generalization questions and high compute demands - valuable to track and trial, not yet a settled production substrate
- Next
- Evaluate the released eSEN-sm-conserving / eSEN-md-direct checkpoints on a held-out solid-liquid system in your own chemistry; treat OC25 as training/fine-tuning fuel rather than a turnkey predictor
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 7
- Tier 1
- 4
- Tier 2
- 3
- Tier 3
- 0
- Supports
- 4
- Contradicts
- 1
- Context
- 2
- Latest observed
- 2025-09-22
Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.
Publication record
Revisions
Revision 2
- 2026-07-19 Reading moved from ready to ready.
- 2026-09-22 Reading moved from ready to ready.