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
- 86% · stale
- Computed at
- 2026-09-22T23:27:14.984527+00:00
- Claimed
- 60
- Reported
- 60
- Verified
- 56
- Gap
- +4
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed leads verified
Evidence strength Growing
Decision
What the current evidence supports
Human editorial judgment · 2026-09-22
Proceed with caution
- Why
- Peer-reviewed (Communications Chemistry, July 2025) with credible SOTA classification/regression and reaction-yield numbers and a permissive license, but early version, thin in-repo benchmarks, and a fine-tune-plus-head workflow mean it warrants a scoped pilot, not blind adoption.
- Next
- Benchmark the Apache-2.0 SMI-TED-289M checkpoint against an in-house baseline on your own MoleculeNet-style task before committing to the multi-modal fusion stack.
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 6
- Tier 1
- 6
- Tier 2
- 0
- Tier 3
- 0
- Supports
- 3
- Contradicts
- 1
- Context
- 2
- Latest observed
- 2025-07-01
Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.
Publication record
Revisions
Revision 2
- 2026-07-19 Reading moved from ready to ready.
- 2026-09-22 Reading moved from ready to ready.