Record metadata

type: "Framework"
title: "Substra"
description: "Production FL for regulated health/biotech; Kubernetes, auditable logs."
resource: "https://docs.substra.org/"
tags: [fl, framework]
generated: { by: human:crpage, at: 2026-07-09T09:44:00Z }
vendor: "LF AI & Data / Owkin"
status: stable
sources: [{ id: primary, resource: "https://docs.substra.org/" }]

Production-oriented federated learning software (LF AI & Data) emphasising Kubernetes packaging, auditable logs and demonstrated use in hospitals and biotech — notably MELLODDY and HealthChain. Strong where auditability and regulated health/biotech workflows matter.

Terms

Glossary terms used here: Audit trail.