Verification register Energy, Climate, Space & Materials
Current reading
Readiness band and full integer triple
AI-assisted assembly · derived results
Readiness band
Unknown
Primary summary from verified readiness
- Confidence
- 56% · fresh
- Computed at
- 2026-07-21T07:36:41.296877+00:00
- Claimed
- 12
- Reported
- 10
- Verified
- 6
- Gap
- +6
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 · 2026-07-21
Track; not yet
- Why
- Independent replication by three separate labs (Rice, Gdansk/Princeton, Tokyo/RIKEN) within months genuinely validates the ML+DFT+synthesis discovery pipeline as a working method, but every confirmed critical temperature is sub-1K and the predicted-vs-measured Tc mismatch signals the screening model still needs tightening before it can be trusted to prioritize search at scale -- not yet an actionable technology, just a credible methodology proof point.
- Next
- Re-check in 2-3 quarters for: (a) any ML-discovered kagome compound exceeding LaRu3Si2's 7K Tc benchmark, (b) narrowing of the >3x ML-predicted-vs-measured Tc gap seen in the Gdansk/Princeton replication, (c) movement from sub-Kelvin boride kagome systems toward device-relevant materials or applications.
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 4
- Tier 1
- 0
- Tier 2
- 1
- Tier 3
- 3
- Supports
- 2
- Contradicts
- 1
- Context
- 1
- Latest observed
- 2026-07-07
Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.
Publication record
Revisions
Initial public reading
- 2026-07-21 Reading moved from unknown to unknown.