The goal is to help people build and train AI without giving up their data. This is done with a shared system that does not need one big owner. Walrus gives a data layer that is spread across many nodes. It also uses SEAL which is a tool that keeps data locked and safe. Together they help FLock io give people a way to train AI in a clean and fair way.
FLock io is a place where people can join and build AI as a group. No one needs to send their private data to one big server. Each user can keep their own data while still helping train a model. This is done with a method called federated learning. In this method each person trains a part of the model on their own device. Then only the updates are shared. This keeps the data safe.
Walrus is now the main data layer for this work. It helps move model updates and store them in a way that is open and safe. SEAL makes sure only the right people can read or send these updates. This means only trusted members of the group can take part. This keeps the system fair and clean.
FLock io also has a set of tools that help people join and work. One tool is AI Arena. This is a place where people can join model training games and learn. Another tool is FL Alliance. This is a group of people and teams that work together to train models in a safe way. There is also Moonbase. This is a place where models can live and be used by others. All these tools are run by the group not by one big firm.
The first step of this work is to make FL Alliance better. Walrus will help send model updates to all members. It will also store the results so they can be used again. SEAL will lock these updates so only approved members can use them. This keeps the work safe and also helps the group grow.
The founder of FLock io Jiahao Sun said that past tools did not work well. Some were not open and some did not keep data safe. Walrus now gives a way to store model updates that is both open and safe. This makes it easy for more people to join and feel safe.
In the future this work will also help build smart AI that can work on Sui. The plan is to train a base model so it can help with tasks on this chain. One goal is to build a helper that can write Move code and help with smart contracts. This helper will know the context of the chain and give smart replies.
Rebecca Simmonds from Walrus said that Walrus gives people full control of their data. It also helps them make new value from it. This work with FLock io shows how open AI can grow when data is safe and easy to use.
This work brings together safe data and smart learning. It helps people work as a group while keeping their own data. It also helps build strong AI that can be used in many ways. This is a big step toward a fair and open future for AI.
Sui is a new type of chain made to help builders. It is built from the ground up and can grow as more people use it. Apps on Sui use Move which is a safe and fast language. This makes it easy for many people to build new tools. With this work Sui will also gain smart AI that can help users and builders in their daily work.


