Verification register Energy, Climate, Space & Materials
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 80
- Reported
- 80
- Verified
- 74
- Gap
- +6
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 (Nat Commun, Nov 2025), lightweight, fastest in its class, and cheaply fine-tunable — strong for high-throughput screening, but the GGA bias and benchmark-to-property gap mean numbers must be DFT-validated before decisions.
- Next
- Pilot PET-MAD for MD screening on an in-house chemistry, validate against a small DFT reference set, and LoRA-fine-tune before trusting any functional-property number.
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
- 5
- Contradicts
- 1
- Context
- 1
- Latest observed
- 2026-02-09
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.