> For the complete documentation index, see [llms.txt](https://marlin-1.gitbook.io/marlin-docs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://marlin-1.gitbook.io/marlin-docs/background-and-motivation.md). # Background & Motivation ## Background & Motivation Blockchain technology has transformed how financial markets operate by enabling permissionless trading, decentralized liquidity, and global access to digital assets. As new ecosystems continue to emerge, the demand for efficient and intelligent market infrastructure has grown alongside them. Despite rapid innovation at the protocol layer, many blockchain markets continue to face structural challenges. Limited liquidity, fragmented trading activity, inefficient execution, and the absence of adaptive market intelligence often reduce market quality and hinder long-term ecosystem growth. Traditional trading bots and rule-based automation provide limited flexibility in dynamic market environments. They execute predefined strategies but lack the ability to interpret changing market conditions, assess execution quality, or optimize liquidity in real time. At the same time, artificial intelligence has become an essential component of modern financial markets. Institutional firms increasingly rely on AI to analyze market data, optimize execution, and manage risk more effectively. Comparable infrastructure remains largely unavailable within emerging blockchain ecosystems. Marlin was created to bridge this gap. Rather than building another trading application, Marlin introduces an AI-native market infrastructure platform that combines market intelligence, adaptive execution, and predictive analytics into a unified system. The platform is designed to strengthen liquidity, improve execution quality, and support healthier blockchain markets through intelligent automation. Marlin launches on Robinhood Chain, providing projects and market participants with institutional-grade infrastructure from the earliest stages of ecosystem growth. Its modular architecture is designed to expand across additional blockchain networks and, ultimately, support a broader multi-asset financial ecosystem. As blockchain markets continue to evolve, intelligent infrastructure will become as important as the networks themselves. Marlin is building the intelligence layer that enables this next generation of financial markets. --- # 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 dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter: ``` GET https://marlin-1.gitbook.io/marlin-docs/background-and-motivation.md?ask=&goal= ``` `ask` is the immediate question: it should be specific, self-contained, and written in natural language. `goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal. 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.