Claude Opus 4 + RAG: Build an AI App with Embeddings & Knowledge Graphs | MVP Unplugged
Rag Retrieval augmented generation Knowledge graphs Embeddings Claude opus 4 Ai app development Microsoft mvp Anthropic claude Vector similarity Ai writing tools Rag implementation Knowledge graph reasoning
Microsoft MVP Michael Washington demonstrates how to build AI Story Builders—an open-source app using RAG, embeddings, and knowledge graphs to help authors maintain consistency in AI-generated fiction. The video covers breaking stories into structured data (timeline, location, character), implementing cosine similarity over embeddings, and adding a knowledge graph layer for frontier models to interrogate stories via tool calls. Developers building agents, RAG apps, or AI writing tools will learn practical patterns they can adapt for their own projects.