https://pythonflow.com/tags/retriever/ Recent content in Retriever on Pythonflow Hugo en-us alicandonmez90@gmail.com (flowfelis) alicandonmez90@gmail.com (flowfelis) Fri, 26 Jun 2026 07:00:00 +0100 https://pythonflow.com/posts/langbot-day-9-rag-pipeline/ Fri, 26 Jun 2026 07:00:00 +0100alicandonmez90@gmail.com (flowfelis) https://pythonflow.com/posts/langbot-day-9-rag-pipeline/ <p><strong>Recap:</strong> On Day 8, LangBot gained a long-term memory — a vector store (Pinecone) filled with document embeddings. You can ask <code>/search home office stipend</code> and get relevant chunks back. But that is half the picture. You still have to type <code>/search</code>, read raw chunks, and synthesize the answer yourself. Today we close the loop: the retriever feeds into the chatbot automatically, so you ask <em>&ldquo;How much is the home office stipend?&rdquo;</em> and LangBot answers from your documents — no slash command, no manual lookup.</p>