Aegis features (why it matters)

What you can do with Aegis - Turn on privacy in training with a slider (epsilon), not a research project. - Train across multiple sites without moving raw data. - Operate safely with roles, encryption, and traceable actions.

Product capabilities - Differential Privacy: DP‑SGD via Opacus; Gaussian/Rényi accounting; epsilon targeting; live budget tracking. - Federated Learning: Orchestrated with Flower; resilient aggregators (Krum, Trimmed Mean); handles stragglers and retries. - Security: FastAPI with strict input validation, RBAC, mTLS, and tamper‑evident audit logs. - Observability: Prometheus metrics and ready‑to‑use Grafana dashboard. - Compliance: Generate readable reports (Markdown/PDF) mapped to GDPR/HIPAA/EU AI Act.

Why teams pick Aegis - Privacy-first architecture: DP and FL are core, not bolt‑ons. - Production guardrails: Ship with confidence using RBAC, mTLS, and audit trails. - Time-to-value: Examples, scripts, and docs that get you to a working demo fast.

Use cases enabled - Cross‑hospital research without sharing PHI - Joint fraud models across banks without swapping PII - Distributed personalization while protecting users