A Product of Armadillo Labs

Quantum
Armadillo

MACE phonon emulation plus phi-cascade classification. Screen candidate superconductors in hours, not years.

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Evaluating for your research group or company? Email [email protected] to request a trial.

Member NVIDIA Inception

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.

Member of

NVIDIA
Inception

Built on NVIDIA

The MACE force field at the heart of Quantum Armadillo is trained on NVIDIA H100 infrastructure via DGX Cloud — 224K structures, 50 epochs, under two days of wall time per retrain.

Accelerated inference on the same stack means single-material screens run in seconds, and full structural families finish overnight.

Calibration

$TBD
Force MAE (meV/Å)
Validation set, pending Ada's training landing
$TBD
Spearman ρ
V8 score vs ground-truth Tc
$TBD
Kendall τ
V8 score vs ground-truth Tc

QuantArm Research — $250/mo

Full engine access. Submit any crystal, get ranked predictions in minutes. Download cascade matrices, phonon participation data, and full audit trails. Built-in AI research assistant explains your results and suggests next steps.

Evaluating for your research group or company? Email [email protected] to request a trial.

Subscribe — $250/mo → What's Included →

Stop waiting weeks for DFPT. Start screening candidates this afternoon.

Subscribe — $250/mo →