~/talk

Unleash the Power of AI Agents with Java Building Intelligent Application

Talkat Build Stuff 2025 · 2025-12-03..12-05· [ai-assisted-development, java]
slides:none on file

Shows Java code that actually builds RAG pipelines, vector search and agents using LangChain4j and Spring AI, stores embeddings in Oracle AI Database with a native vector data type, and loads 35 Oracle error codes to prove retrieval works. Demos include RAG with PDF + embeddings, agents with memory and moderation (violent message triggers a policy exception), an in‑memory quantized embedding model, and a multi‑tool Quarkus agent that sends mock emails — all runnable and demonstrated live.

AI-written summary · about

  1. 0:00🚀 Build Stuff Conference – Get Your Tickets!
  2. 0:40Introduction: GenAI for Java Developers
  3. 4:10What is Generative AI? Concepts & Evolution
  4. 8:30AI as a Commodity: Cloud + APIs
  5. 12:10Embeddings, Vector Search & Semantic Search Explained
  6. 17:20Oracle AI Database & Vector Data Types
  7. 22:00Retrieval-Augmented Generation (RAG) in Practice
  8. 26:40LangChain4j & Spring AI: Building AI Apps in Java
  9. 31:10AI Agents: Tools, MCP & Autonomous Behavior
  10. 35:00Demo: RAG with PDF + Vector Embeddings
  11. 38:10Demo: Agents with Memory & Moderation
  12. 41:00Demo: Multi-Tool Agent with Quarkus
  13. 42:30Final Thoughts: The Future of AI Development
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