12 | AI materials scientist¶

B | active frontier

Primary track: Materials, nano and molecular engineering
Secondary: AI-AS

Bottleneck¶

Data/model bias, synthesis, characterization

Backchain¶

Foundations I: W1 ML/optimization/metrology
Foundations II: W2 quantum, chemistry, materials
Specialization: Materials, nano and molecular engineering

First proof of work¶

Materials Project active-learning loop with OOD validation

Connected study¶

Editorial study connections grounded in the existing technology bottlenecks and subject descriptions. Background is useful preparation, not a validated prerequisite or a complete technology curriculum.

Specific subject connections have not been mapped yet.

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