Verification register Energy, Climate, Space & Materials
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 70
- Reported
- 67
- Verified
- 61
- Gap
- +9
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
Adopt with guardrails
- Why
- Peer-reviewed in Nature, open-source MIT, fine-tunable across many property constraints, and the strongest generative inorganic baseline on the Pareto frontier — but outputs are computational proposals, so guardrails (DFT + synthesis vetting) are mandatory.
- Next
- Pilot the MIT-licensed v1.0.3 release on a constrained property (e.g. bulk modulus or band gap) and route every candidate through DFT relaxation + synthesizability screening before any lab commitment.
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
- 2
- Tier 3
- 5
- Supports
- 3
- Contradicts
- 2
- Context
- 2
- Latest observed
- 2025-10-14
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.