Technical insights on AI fairness, compliance, and responsible machine learning.
Most teams don't need to retrain — they need to audit what's already deployed. Paragon's prep mode generates a Fairness Certificate from your existing model's predictions. No retraining. No data upload.
Polygenic Risk Scores work 4.9x better for European-ancestry patients. We discovered that the size of a model's internal representation — not adversarial training — is what actually controls fairness.
The EU AI Act takes effect August 2, 2026. Here's how to audit your AI models for fairness and generate verifiable compliance certificates with one Docker command.
AI fairness certificates provide verifiable proof that machine learning models have been tested for bias. Learn what they contain, how they work, and why regulators are requiring them.
Step-by-step tutorial for detecting bias in machine learning models using Docker. No cloud upload required. Generate fairness reports and certificates locally.