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How a Raman linewidth becomes a defect density
Inside the simulation-to-calibration pipeline: MLIP phonons, defect supercells, and an inversion that states its own limits.
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Beyond Moore: why characterization has to move faster
Advanced semiconductor programs need faster ways to connect materials evidence, simulation context, and process learning.
Designing repeatable characterization workflows
How we think about turning mixed spectroscopy, microscopy, notes, and simulation outputs into a reproducible project workflow.
AI-native characterization for 2D materials
How calibrated tools, surrogate models, and project memory can make spectroscopy-driven materials decisions easier to review.
Toward a research agent for 2D materials
Why a calibrated research agent — not a generic chatbot — is the right interface to spectroscopy, simulation, documents, and project memory for 2D-material teams.

