Verification register Energy, Climate, Space & Materials
Current reading
Readiness band and full integer triple
AI-assisted assembly · derived results
Readiness band
Ready
Primary summary from verified readiness
- Confidence
- 75% · stale
- Computed at
- 2026-08-20T10:54:15.592336+00:00
- Claimed
- 80
- Reported
- 80
- Verified
- 74
- Gap
- +6
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
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
- 12
- Tier 1
- 0
- Tier 2
- 4
- Tier 3
- 8
- Supports
- 8
- Contradicts
- 2
- Context
- 2
- 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
- 2026-07-19 Reading moved from ready to ready.