---
type: "Framework"
title: "Flotilla"
description: "Research system for large-scale, asynchronous, fault-tolerant federations."
tags: [fl, research, framework]
generated: { by: human:crpage, at: 2026-07-09T09:44:00Z }
vendor: "academic"
status: stable
---

A systems research framework showing stronger scaling and resilience than Flower, OpenFL and FedML in some large-scale heterogeneous edge scenarios, especially with asynchronous, fault-tolerant designs — a reminder that the design space is still moving.

Relates to: [Hub-and-spoke vs hierarchical](../federated/hub-and-spoke-vs-hierarchical.md).