Stop Wrestling with Infrastructure.Start Your Federated Learning Project.

The code to train your model is ready, but training it across multiple organizations means navigating a complex maze of deployment, networking, and security. Stop wasting weeks on DevOps and start training your model.

We are building syft_flwr, the deployment engine for federated learning, and we are inviting a select group of teams to partner with us to accelerate their projects.

The Hard Part Isn’t the Model.

Setting up a real-world federated learning project often means…

The Challenge:

Manual Deployment
Weeks coordinating VPNs & firewalls
Building custom authentication systems
Manual tracking of data governance
Complex, brittle infrastructure

The Solution:

The SyftBox Way
Zero-config networking
Built-in identity & access control
Automated privacy & compliance tools
A simple, robust deployment engine

Introducing syft_flwr: Your FL Deployment Engine.

syft_flwr is an open-source framework that handles the complex networking and orchestration layer of federated learning, letting you focus on what matters: your models and your data. It combines the flexibility of Flower to train federated models with the privacy and networking power of SyftBox.

Production-Ready Infrastructure, Out of the Box

Our flexible setup works with your existing data structures and compute environments. Eliminate the technical barriers to collaboration and get your project running on a robust, scalable foundation.

Find and Connect with New Partners

The built-in network allows you to securely discover and connect with other organizations who have complementary datasets for your research or industry project, turning a major challenge into a simple discovery process.


Already Using Flower?

Great! Keep your existing implementation. syft_flwr is fully compatible, allowing you to gain our powerful networking and access control features without rewriting your models.

Ready to Accelerate Your Project?

We are selecting a limited number of teams with active projects to become our first co-design partners. If you are ready to leave the infrastructure headaches behind, apply today.

Accepted partners will get dedicated support to implement syft_flwr for their active projects