https://handuo.top/tags/agents/AgentsHugoBlox Kit (https://hugoblox.com)en-usSat, 10 Aug 2024 00:00:00 +0000https://handuo.top/media/icon_hu_39ba2e8de423d957.pnghttps://handuo.top/tags/agents/https://handuo.top/project/gmate/Sat, 10 Aug 2024 00:00:00 +0000https://handuo.top/project/gmate/<p>GMate is an AI assistant for social-media marketing and commerce. At Watt, I helped evolve it from a fixed workflow into a closed-loop agent that uses personal preferences, factual data, and structured strategy experience to guide future actions.</p> <p> <figure > <div class="flex justify-center "> <div class="w-full" > <img alt="GMate product screenshot" srcset="https://handuo.top/project/gmate/screen01_hu_67198d9be06eb15d.webp 320w, https://handuo.top/project/gmate/screen01_hu_57ecb7e39bb672b8.webp 480w, https://handuo.top/project/gmate/screen01_hu_201f4173e4659db1.webp 760w" sizes="(max-width: 480px) 100vw, (max-width: 768px) 90vw, (max-width: 1024px) 80vw, 760px" src="https://handuo.top/project/gmate/screen01_hu_67198d9be06eb15d.webp" width="760" height="383" loading="lazy" data-zoomable /></div> </div></figure> </p> <p>For the Xiaohongshu product released in December 2025, I led performance and reliability work, including parallel preloading, end-to-end observability, and retrieval improvements. The product recorded 7,875 uses and 426 active users in its launch month.</p> <p>For the TikTok Shop product-selection assistant, I designed a LangGraph-based multi-agent architecture and a browser tool combining DOM access with visual understanding. I also built tracing and retrieval-enhanced evaluation for the agent&rsquo;s reasoning and outputs.</p> <p>Earlier work included an event knowledge graph connecting trending topics to more than 20,000 entities and a multimodal content engine for text, image, and video generation.</p>