Fun with Large Models

Nov 25, 2025 · Artificial Intelligence

Implementing Image Analysis and Audio Transcription in a Multimodal RAG System with LangChain 1.0

This tutorial extends a LangChain 1.0 multimodal RAG project by adding end‑to‑end image analysis and audio transcription features using Qwen3‑Omni, detailing data structures, utility classes, API changes, and Postman testing procedures.