# Long-Term Outlook The roadmap of Fightly AI extends beyond simple resource sharing. Over time, the network will evolve into a fully decentralized AI and cybersecurity ecosystem where machine learning models, defensive tools, and compute resources exist in one continuous marketplace. Future upgrades include federated AI training, where models can be trained across multiple devices without moving sensitive data. This not only enhances privacy but also improves the quality of collective intelligence. Another milestone is the integration of advanced predictive analytics that allow the network to anticipate cyber threats before they materialize. As adoption scales globally, Fightly AI aims to become the foundation for a new digital infrastructure that is intelligent, distributed, secure, and sustainable. --- # 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://fightly-ai.gitbook.io/fightly-ai-whitepaper/long-term-outlook.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.