A Product of Armadillo Labs
Quantum
Armadillo
MACE phonon emulation plus phi-cascade classification. Screen candidate superconductors in hours, not years.
NVIDIA Inception Member
What It Does
Point it at a material. Get a score. Know whether it's worth taking into the lab before you burn a week of DFPT.
Capabilities
MACE Phonon Emulator
A universal equivariant graph neural network trained on ~225K DFT structures across the oxide landscape. Generates phonon spectra in seconds at near-DFT accuracy.
Phi-Cascade Classifier
A four-stage scoring cascade (V1 → V2 → V7 → V8) that identifies the spectral signatures associated with high critical temperatures. Each stage filters false positives and passes promising candidates deeper.
First-Principles Tc Estimation
Converts cascade scores into an estimated transition temperature using validated alpha2F functionals. Grounded in the same physics you'd compute by hand — just thousands of times faster.
Materials Project Integration
Query any MP material by ID or formula. Run the cascade without ever leaving the browser. Export per-material JSON and summary CSVs.
Family-Scale Batches
Screen entire structural families — cuprates, bismuthates, nickelates, iridates — in a single batch. Results ranked by cascade score and walltime.
Validated Against Experiment
The cascade has been calibrated against known superconductors across six families. When the engine ranks a material high, the lab data agrees.
Calibration
Pricing
Free tier for single-material screens. Pro and Research tiers for batch runs, API access, and priority compute.
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