# FL Alliance FL Alliance can serve as a natural continuation of [AI Arena](/flock-products/ai-arena.md), our decentralized AI training platform. After AI Arena has optimised the model parameters, they are further refined in FL Alliance with proprietary data. Additionally, FL Alliance can function independently as a collaborative training platform, allowing participants to define their own tasks. 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. Read on to understand the tokenomics of FL Alliance. --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://docs.flock.io/flock-tokenomics/network-participation/fl-alliance.md?ask= ``` The question should be specific, self-contained, and written in natural language. 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.