Verification register Energy, Climate, Space & Materials
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 75
- Reported
- 75
- Verified
- 70
- Gap
- +5
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed minus verified
Evidence strength Growing
Decision
What the current evidence supports
Human editorial judgment · 2026-06-28
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
- 0
- Tier 2
- 3
- Tier 3
- 4
- 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
Initial public reading
This is the initial public reading. No earlier readiness change is recorded.