Weaviate 这篇讲为啥项目越大素材越难找：文件夹会过时，标签会乱，关键词搜不到。想搞懂怎么用语义加关键词加元数据混合检索，可以看看。
Weaviate 的《Building Foundry》第 2 期解释项目扩大后创意素材难搜的原因。它指出文件夹结构会变成历史记录而非可用地图，标签在交付压力下维护不一致。关键词搜索会因不同人描述同一素材方式不同而失效。文章建议结合语义相似度、精确关键词匹配和元数据过滤来替代单一命名体系。
Why do creative workflows become harder to search as projects grow? Folders begin with a clear stru...
Why do creative workflows become harder to search as projects grow? Folders begin with a clear structure. Tags work when teams have time to maintain them. Keyword search works when everyone uses the same language. Production rarely stays that tidy. In Episode 2 of Building Foundry, we explore: 1. Why folder structures become historical records rather than useful maps. 2. Why tagging becomes inconsistent under delivery pressure. 3. Why keyword search fails when people describe the same asset differently. These problems compound as teams change, archives expand, and project knowledge becomes dependent on the people who remember where everything lives. The article looks at what retrieval needs to do differently. That means combining semantic similarity, exact keyword matching, and metadata filters instead of relying on one perfect naming system. Read Episode 2: weaviate.io/blog/building-… 💬 0 🔄 0 ❤️ 0 👀 34 ⚡