<p>Building a multi‑expert AI Q&amp;amp;amp; A system from zero &amp;amp;mdash; medical, legal, and strategy experts running in parallel, debating across multiple rounds, with memory and safety layers built in. - Designed multi-round debate architecture where multiple AI experts cross-validate each other - Implemented parallel execution using ThreadPoolExecutor, integrating Zhipu, Aliyun, and OpenRouter APIs - Built memory module for persistent conversation history and context injection - Implemented input/output safety filtering with violation logging - Published project publicly and sharing development logs on Indie Hackers and <a target="_blank" rel="noopener noreferrer nofollow ugc" class="break-all link-break text-gray-500 hover:underline" href="http://Dev.to">Dev.to</a></p>

AI System Builder

Delivery rider by night, self‑taught developer by day. Building a multi‑expert AI system from zero. Sharing the journey.

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