Verification register Energy, Climate, Space & Materials
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 80
- Reported
- 73
- Verified
- 63
- Gap
- +17
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
- 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
- 8
- Tier 1
- 0
- Tier 2
- 5
- Tier 3
- 3
- Supports
- 4
- Contradicts
- 3
- Context
- 1
- 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
This is the initial public reading. No earlier readiness change is recorded.