Verification register Energy, Climate, Space & Materials
Current reading
Readiness band and full integer triple
AI-assisted assembly · derived results
Readiness band
Watch
Primary summary from verified readiness
- Confidence
- 63% · stale
- Computed at
- 2026-08-20T10:52:24.202358+00:00
- Claimed
- 70
- Reported
- 62
- Verified
- 54
- Gap
- +16
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
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
Revision 2
- 2026-07-19 Reading moved from watch to watch.
- 2026-07-21 Reading moved from watch to watch.