> For the complete documentation index, see [llms.txt](https://docs.flock.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.flock.io/flock-products/fl-alliance.md). # FL Alliance A guide to FLock's federated learning client.

After AI Arena has optimised the model parameters, they are further refined in FL Alliance with proprietary data. Following our research paper published at IEEE Transactions on Artificial Intelligence (see ), we provide a robust incentive mechanism incentivise honest behaviours and penalise malicious behaviours of FL participants. The motivation behind this FL Alliance system is to create a decentralised and secure environment for federated learning. By using random functions to allocate roles and a staking mechanism to ensure commitment, the system promotes trust and reliability among participants. The slash and reward mechanism further incentivises honest behaviour, ensuring the collaborative effort results in a high-quality global model. --- # Agent Instructions This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com. ## Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation by asking a question. Perform an HTTP GET request on the following URL with the `ask` and `goal` query parameters: ``` GET https://docs.flock.io/flock-products/fl-alliance.md?ask=&goal= ``` `ask` is the immediate question: it should be specific, self-contained, and written in natural language. `goal` is what the user is ultimately trying to achieve, the reason they need the answer. Sharing it helps GitBook give you a better, more relevant answer. A goal is most helpful when it describes the outcome the user wants rather than restating the question. For example, with `ask=how do I create an API token`, a goal like `automate deployments from our CI pipeline` lets GitBook tailor the answer to that use case. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.