https://www.jamieede.com/tags/embeddings/ Recent content in Embeddings on Jamie Ede Hugo en-us Fri, 22 May 2026 10:00:00 +0000 https://www.jamieede.com/posts/chunking-embedding-technical-docs-rag/ Fri, 22 May 2026 10:00:00 +0000 https://www.jamieede.com/posts/chunking-embedding-technical-docs-rag/ <p>&ldquo;271 pages&rdquo; is not &ldquo;271 vectors.&rdquo; Split settings and embedding model choice determine whether <a href="https://www.jamieede.com/astra-chat" >Astra Docs Chat</a> retrieves the right paragraph when you ask about PCU groups, hybrid search, or collection APIs.</p> <p>Context: <a href="https://www.jamieede.com/posts/building-astra-docs-chat-rag-over-datastax-on-langflow-and-cloudflare-pages/" >Building Astra Docs Chat</a> · <a href="https://www.jamieede.com/posts/langflow-rag-astra-db-ingest-and-chat-flows/" >Langflow ingest flow</a> · <a href="https://www.jamieede.com/posts/batch-ingest-markdown-langflow-api/" >Batch ingest</a> </p> <p>Try retrieval in production: <a href="https://www.jamieede.com/astra-chat" >Astra Docs Chat</a> </p> <hr> <h2 id="shape-of-the-corpus" class="anchor-link"><a href="#shape-of-the-corpus">Shape of the corpus<span class="pilcrow">&nbsp;¶</span></a></h2> <p>Each file in my local <code>pages/</code> export is trafilatura-extracted markdown from <a href="https://docs.datastax.com/en/astra-db-serverless/" target="_blank" >Astra DB Serverless docs</a> :</p>