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Verification register Energy, Climate, Space & Materials

Readiness verdict

MatterGen

A dated reading of what is claimed, reported, and independently verified in the current evidence.

As of
2026-08-20
Revision
1
Method
v1.3.0

Current reading

Readiness band and full integer triple

AI-assisted assembly · derived results

Readiness band

Ready

Primary summary from verified readiness

Confidence
69% · stale
Computed at
2026-08-20T10:53:37.396514+00:00
Claimed
70

Public ambition and stated capability

Reported
67

Observed practitioner reporting

Verified
61

Independently supported evidence

Gap
+9

Claimed leads verified

Evidence strength Strong

Decision

What the current evidence supports

Human editorial judgment · 2026-08-20

Adopt with guardrails

Why
Peer-reviewed in Nature, open-source MIT, fine-tunable across many property constraints, and the strongest generative inorganic baseline on the Pareto frontier — but outputs are computational proposals, so guardrails (DFT + synthesis vetting) are mandatory.
Next
Pilot the MIT-licensed v1.0.3 release on a constrained property (e.g. bulk modulus or band gap) and route every candidate through DFT relaxation + synthesizability screening before any lab commitment.

Constraints

Blockers

No named blocker is present in the current public projection.

Evidence summary

Derived counts

AI-assisted assembly

Total
20
Tier 1
0
Tier 2
5
Tier 3
15
Supports
8
Contradicts
6
Context
6
Latest observed
2026-04-20

Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.

Publication record

Revisions

Initial public reading

  1. 2026-07-19 Reading moved from ready to ready.

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