# Clustered Federated AI

**URL:** <https://discuss.flower.ai/t/clustered-federated-ai/1085>\
**Category:** Research\
**Created:** [August 20, 2025, 4:05pm UTC](https://discuss.flower.ai/t/clustered-federated-ai/1085 "2025-08-20T16:05:16Z")\
**Posts on this page:** 1\
**Page:** 1

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**Author:** ![williamlm](https://dub1.discourse-cdn.com/flex013/user_avatar/discuss.flower.ai/williamlm/32/162_2.png) [@williamlm](https://discuss.flower.ai/u/williamlm)\
**Post date:** [August 20, 2025, 4:05pm UTC](https://discuss.flower.ai/t/clustered-federated-ai/1085/1 "2025-08-20T16:05:16Z")

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Hi everyone,

We are exploring the idea **clustered** federated learning systems. Potential benefits include:

• Intuitive use-cases where data can be clustered.

• Better handling of data through homogeneous datasets,

**Opportunities to Contribute**

We’d love to hear your input! Here’s how you can contribute:

1. **Ideas and Design** : Share thoughts on implementing clustered federated learning.
2. **Code and Prototypes** : Help experiment with clustered FL using Flower.
3. **Research and Resources** : Share papers, tools, or examples relevant to clustered federated learning.

**Key Questions**

• How can clustered federated learning be implemented using Flower?

• What modifications or extensions would be needed?

Let’s collaborate to explore this concept!