RAG Pipeline Logic Ingestion - Script : - Process : 1. Scans . 2. Cleans MDX (removes frontmatter/imports). 3. Chunks text (1000 chars, 100 overlap). 4. Embeds using . 5. Upserts to Qdrant collection . - Run : Vector Search (Qdrant) - Client : - Collection : - Vector Size : 768 (Gecko-004) - Similarity : Cosine Prompt Engineering - File : . - RAG Prompt : Constructs a prompt containing retrieved context chunks. - Personalization : creates system instructions based on and of the user. Agentic Flow We use a custom class ( ) that wraps the LLM calls, allowing for future expansion into multi-agen…