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
- 71% · stale
- Computed at
- 2026-08-20T10:52:15.302052+00:00
- Claimed
- 80
- Reported
- 73
- Verified
- 63
- Gap
- +17
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
- An 'AlphaFold moment'-scale dataset (140M+ DFT calcs, wB97M-V/def2-TZVPD, 6B core hours) with strong neutral-molecule accuracy and very high field uptake (incl. experimentally-verified electrolyte solvation), but well-documented charge/spin/solvent/OOD and magnetic-element failure modes require task-scoped guardrails rather than wholesale trust
- Next
- Use OMol25-trained eSEN/UMA models for neutral, in-domain energy/force prediction and validate against reference DFT before any charged, open-shell, redox or large/condensed-phase use; add explicit solvation externally
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 16
- Tier 1
- 0
- Tier 2
- 10
- Tier 3
- 6
- Supports
- 8
- Contradicts
- 6
- Context
- 2
- Latest observed
- 2026-03-20
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.