Hybrid RAG System for Edge Deployment A production hybrid Retrieval-Augmented Generation (RAG) pipeline combining vector search (Qdrant) with keyword search (SQLite FTS5), plus a hierarchical ...

The Smart Vending Machine is an integrated system that allows customers to purchase and collect drinks physically at the vending machine or remotely via a web application.

In this tutorial, we build a self-organizing memory system for an agent that goes beyond storing raw conversation history and instead structures interactions into persistent, meaningful knowledge ...