Verification register Energy, Climate, Space & Materials
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 70
- Reported
- 62
- Verified
- 54
- 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
Proceed with caution
- Why
- Strong, open-source, genuinely SOTA generative substrate, but an independent peer-reviewed paper has shown its novelty claims can be artifacts of disorder misclassification — human/DFT verification is non-negotiable.
- Next
- Pilot MatterGen as a candidate-generator feeding a DFT + lab-synthesis verification loop; treat every 'novel' output as a hypothesis requiring crystallographic dedup against ICSD/training data before any claim.
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
- 1
- Tier 3
- 6
- Supports
- 3
- Contradicts
- 2
- Context
- 2
- Latest observed
- 2026-04-20
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.