Federal decision support cannot run on headline accuracy. Calibration and conformal prediction are the standards a procurement officer should require — and the standards we hold ourselves to.
Production ML on Databricks: Mlflow, Feature Store, Calibration
A reference MLOps stack on Databricks — MLflow Model Registry, Feature Store with online serving, calibration-first model evaluation, and Mosaic AI Model Serving.
Why Calibration Matters More Than Accuracy: an ECE 0.012 Story
Headline accuracy is a misleading metric for high-stakes decisions. Calibration is the real one. Here is what ECE 0.012 means and how we got there.
Causal AI for Aviation Operations: from Correlation to Cause
Most aviation analytics tell you what correlates with delay. Causal AI tells you what causes it — with sensitivity analysis. Here is how the AeroFarr causal layer works, and why it matters operationally.