AI system
- System
-
MatterGen
- Model
-
Not assessed
- Release
-
Not assessed
- Application developer
-
Microsoft - Role
-
Not assessed
- Configuration
-
Not assessed
- Inputs and outputs
-
Not assessed
- Autonomy
-
Not assessed
- Workflow
-
Diffusion model fine-tuned on a bulk-modulus target. Synthesis and measurement by a collaborating laboratory.
- Human oversight
-
Not assessed
- Relation to AI
-
MatterGen generated the structure that SIAT then synthesized. Both the generation and the measurement are reported by the vendor and its co-authors in the Nature paper and the Microsoft blog. No independent confirmation of novelty or utility is among the sources.
- AI contribution
-
MatterGen generated the structure that SIAT then synthesized. Both the generation and the measurement are reported by the vendor and its co-authors in the Nature paper and the Microsoft blog. No independent confirmation of novelty or utility is among the sources.
Benefits
- Outcome identifiers
-
Not assessed
- Benefit
-
a bulk modulus of 200 GPa and measured at 169 GPa
- Category
-
Improved Knowledge Discovery
- Status
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Not assessed
- Beneficiary groups
-
People. Organizations. Society.
- Beneficiaries
-
Not assessed
- Reach
-
Not assessed
- Distribution and access
-
Not assessed
- Duration
-
Not assessed
- Expected?
-
Yes
- Costs and harms
-
Not assessed
Measurement
- Studies
-
Not assessed
- Study design
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Not assessed
- Measurement
-
Not assessed
- Setting and sample
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Not assessed
- Measures
-
a bulk modulus of 200 GPa and measured at 169 GPa
- Comparison
-
previous generative models for crystal structures (DiffCSP, CDVAE and others) on the same benchmark
- Results
-
Reference: not stated as a figure in the text (previous generative models). Result: more than twice as likely to be SUN (stable, unique and new); the synthesized TaCr2O6 measured at 169 GPa against a 200 GPa design target.
- Additional value from AI
-
Not assessed
- Limitations
-
Not assessed
- Denominators
-
Not assessed
- Materials for replication
-
Not assessed
Money
- Kind of value
-
Not assessed
- Amount
-
Not assessed
- Currency and prices
-
Not assessed
- Period and unit
-
Not assessed
- Realization
-
Not assessed
- Recipients and payers
-
Not assessed
- Gross or net
-
Not assessed
- Included costs
-
Not assessed
- Comparison
-
Not assessed
- Method
-
Not assessed
- Return and payback
-
Not assessed
People and places
- Participants
-
Developer:
Microsoft. Operator: Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences (synthesis). - Jurisdictions
-
Benefit: Cambridge, UK (model); Shenzhen,
China (synthesis). Developer:
United States. Operator:
China. - Ownership and control
-
Not assessed
- Dependencies
-
Not assessed
- Cross-border connections
-
Not assessed
- Geopolitical implications
-
Not assessed
Follow-up
- Conditions for replication
-
Independent synthesis of generated structures. Confirmation that generated compounds are new rather than known phases.
- Replication attempts
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Not assessed
- Later findings
-
12 June 2026. A Materials Horizons paper by Mikkel Juelsholt (12 June 2026) reports that the synthesized disordered TaCr2O6 is identical to Ta1/2Cr1/2O2, a compound first described in 1971 and included in MatterGen's training dataset, so the proof-of-concept material was not new.
- Availability
-
Not assessed
- Institutional decision
-
Not assessed
- Grounds
-
Not assessed
- Action and result
-
Not assessed
- Success criterion
-
Not assessed
Evidence
- Source numbers
-
AIBD-0278-source-0001–0002
- Citations
-
Numbered references below.
- Language
-
Not assessed
- Source relationships
-
Developer
- Original evidence
-
Not assessed
- Access and versions
-
Not assessed
- Supported findings
-
Not assessed
- Evidence links
-
Not assessed
- Evidence strength
-
Not assessed
- Missing evidence
-
Not assessed
Grades
- Assessed benefits
-
People. Organizations. Society.
- Depth
-
Not assessed
- Reasons
-
People: No individual beneficiary. Organizations: A single proof-of-concept synthesis by the paper's co-authors. Society: No attributable downstream event.
- Observed or intended
-
Not assessed
- Rubric
-
Not assessed
- Assessor and date
-
Not assessed
- Alternative assessments
-
Not assessed
- Fill
-
The makers' claim
Entry details
- Kind
-
Not assessed
- Related entries
-
Not assessed
- Field
-
Materials science. Materials researchers.
- Purpose
-
Generate novel stable inorganic materials conditioned on target properties
- Dates
-
Date basis unassessed: 2025 (precision unassessed). Updated: 22 October 2026.
- Stage
-
Not assessed
- Version
-
SHA-256: 08002f802314…
References
- Other identifiers
-
Not assessed
- Category mappings
-
Not assessed
- Brief
-
Not assessed
- Revisions
-
6 revisions. Latest: 22 October 2026.
Sources
-
Peer-reviewed study Developer
Zeni C, Pinsler R, Zugner D, et al. Nature 639:624-632 (2025)
As a proof of concept, we synthesize one of the generated structures and measure its property value to be within 20% of our target.
-
Press release Developer
Microsoft Research blog, 16 Jan 2025
The synthesized material's structure aligns with the one proposed by MatterGen, with the caveat of compositional disorder between Ta and Cr.
Collections: Scrutiny and findings, Cross-border cases.