做 AI 应用和智能体开发的团队，可以直接用这些演示模板快速验证想法，尤其是 Engram 的持久记忆和欺诈检测的查询智能体，值得立刻试试。
Weaviate 推出了包含 7 个可运行演示的新 playground，涵盖 AI 记忆、欺诈检测、电商搜索、聚类分析、向量搜索对比、护肤推荐和智能体决策树等场景。每个演示都提供可直接复制粘贴的提示词，方便开发者快速上手构建。其中 Engram 演示展示了 AI 智能体的持久记忆能力，能跨对话回忆事实和摘要；欺诈检测演示则通过查询智能体将自然语言问题转化为结构化查询，发现交易模式。Weaviate 还推出了免费永久层，鼓励开发者免费开始构建。
𝟳 𝘄𝗼𝗿𝗸𝗶𝗻𝗴 𝗱𝗲𝗺𝗼𝘀. From AI memory to fraud detection - all powered by Weaviate. 𝗢𝘂𝗿 ...
𝟳 𝘄𝗼𝗿𝗸𝗶𝗻𝗴 𝗱𝗲𝗺𝗼𝘀. From AI memory to fraud detection - all powered by Weaviate. 𝗢𝘂𝗿 𝗻𝗲𝘄 𝗽𝗹𝗮𝘆𝗴𝗿𝗼𝘂𝗻𝗱 𝗶𝘀 𝗻𝗼𝘄 𝗹𝗶𝘃𝗲, with example projects showcasing everything from search, RAG, agents, memory, and more. Every demo comes with copy-paste prompts so you can start building right out of the box! 𝟭. 𝗘𝗻𝗴𝗿𝗮𝗺 - Persistent memory for AI agents. Watch how facts and summaries are extracted in the background and recalled across conversations. 𝟮. 𝗙𝗿𝗮𝘂𝗱 𝗗𝗲𝘁𝗲𝗰𝘁𝗶𝗼𝗻 𝘄𝗶𝘁𝗵 𝗤𝘂𝗲𝗿𝘆 𝗔𝗴𝗲𝗻𝘁 - Ask questions about transactions and products. The Query Agent translates them into structured queries across multiple collections to surface fraud patterns. 𝟯. 𝗪𝗲𝗖𝗼𝗺𝗺𝗲𝗿𝗰𝗲 - Browse, search, and discover products powered by keyword, vector, and hybrid search with real-time faceted filtering and recommendations. 𝟰. 𝗪𝗲𝗮𝘃𝗶𝗲𝘄 𝗖𝗵𝗿𝗼𝗻𝗶𝗰𝗹𝗲𝘀 - A newspaper-themed clustering demo. Reports are embedded and clustered using hybrid semantic search, character n-gram similarity, and Leiden community detection. 𝟱. 𝗩𝗲𝗰𝘁𝗼𝗿 𝗦𝗲𝗮𝗿𝗰𝗵 𝘃𝘀 𝗞𝗲𝘆𝘄𝗼𝗿𝗱 𝗦𝗲𝗮𝗿𝗰𝗵 - Learn the differences between vector and keyword search, and how they compare to hybrid search. 𝟲. 𝗚𝗹𝗼𝘄𝗲 - Skincare recommendation app demonstrating how domain knowledge agents, custom embedding strategies, and vector search create intelligent product recommendations. playground.weaviate.io/?utm_source=ch… ision-tree agent that picks which tools to run on the fly to query and reason over your Weaviate d weaviate.io/go/console?utm… https://t.co/m3QiEdbI6w Plus, our new tier means you can starting building FREE forever on Weaviate Cloud. Sign up here: https://t.co/5Hrd8hqkXf Your browser does not support the video tag. 🔗 View on Twitter 💬 0 🔄 3 ❤️ 4 👀 298 📊 2 ⚡