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
- 2026-08-20T10:54:39.888918+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 · 2026-08-20
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
- 12
- Tier 1
- 0
- Tier 2
- 0
- Tier 3
- 12
- Supports
- 6
- Contradicts
- 2
- Context
- 4
- 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
Initial public reading
- 2026-07-19 Reading moved from ready to ready.