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
- 88% · stale
- Computed at
- 2026-10-01T01:01:57.392199+00:00
- Claimed
- 35
- Reported
- 35
- Verified
- 35
- Gap
- 0
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed and verified align
Evidence strength Strong
Decision
What the current evidence supports
Agent-assisted assessment · independently reviewed · 2026-10-01
Use MatterGen for supervised candidate generation in a research pilot.
- Why
- Independent execution supports practical use, while stability and crystallographic checks expose limits to reliable materials discovery.
- Next
- Check novelty and disorder, confirm candidates with DFT and phonon analysis, then measure synthesized materials.
Constraints
Blockers
- Disorder and novelty misclassification
- Many candidates fail dynamical-stability screening
- ML screening requires higher-fidelity confirmation
- Candidate-specific synthesis feasibility
- Expert crystallographic review remains necessary
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 10
- Tier 1
- 9
- Tier 2
- 1
- Tier 3
- 0
- Supports
- 5
- Contradicts
- 3
- Context
- 2
- Latest observed
- 2026-06-11
Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.
Publication record
Revisions
Revision 4
- 2026-07-19 Reading moved from watch to watch.
- 2026-07-21 Reading moved from watch to watch.
- 2026-09-22 Reading moved from watch to watch.
- 2026-10-01 Reading moved from watch to watch.