> For the complete documentation index, see [llms.txt](https://docs.maicrotrader.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.maicrotrader.com/2.-vision-and-goals/2.1-why-now.md). # 2.1 Why Now **AI coordination has crossed a threshold.** Specialized agent systems now reliably outperform single generalist models on structured, multi-step tasks. The architecture that powers a systematic fund, with specialist roles, defined hand-offs, and formal risk checks, can now be encoded in software that runs continuously, cheaply, and on-chain. **DeFAI has proven demand but failed on credibility.** Single-strategy agent vaults have attracted significant capital. But the category is littered with opaque decisions, collapsed tokens, and backtests that never held under live conditions. The market is ready for a platform that treats transparency and auditability as core product requirements, not marketing claims. **Self-custody infrastructure has matured.** Non-custodial vault standards, on-chain policy registries, and decentralized execution venues have reached the point where the full institutional workflow, configure, backtest, deploy, monitor, attribute, can execute entirely on-chain without a trusted intermediary holding keys. --- # 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://docs.maicrotrader.com/2.-vision-and-goals/2.1-why-now.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.