Build RAG with Spring AI: Using Pinecone Vector Index | Screener Query Generator | Part 5

Описание: 🚀 Transform your Python vector experiments into production-ready Spring AI RAG services! Learn how to integrate existing Pinecone indexes created in Python directly into your Java Spring AI applications.

🎯 What You'll Learn:

Connect to existing Pinecone vector indexes from Python
Configure Spring AI with OpenAI embeddings for RAG consistency
Build QuestionAnswerAdvisor powered REST endpoints
Bridge Python prototyping with Java production deployment
Cost-effective RAG development workflow

🛠️ Tech Stack:

Spring Boot & Spring AI
Pinecone Vector Store
OpenAI Embeddings (text-embedding-3-small)
QuestionAnswerAdvisor
Java-Python integration

📝 Key Features Covered:
✅ Reusing Python-created vector indexes in Spring AI
✅ Pinecone configuration and authentication
✅ OpenAI embedding model consistency
✅ RAG endpoint implementation with advisors
✅ Production-ready vector store integration
✅ Cross-language development workflow

🔗 Previous Videos in Series:

Part 1: Spring AI REST API Basics

Part 2: PromptChat vs MessageChat Memory Advisors

Part 3: Understanding ChatMemory Advisor Strategies

Part 4: Dynamic Prompt Templates

🚀 Coming Next (Part 6):

Using local vector store for development work
Persisting chat memory to database
Long-term user context across sessions
Advanced memory management strategies

💡 Perfect for: Java developers, Spring Boot enthusiasts, RAG implementation builders, and anyone looking to create scalable AI services that leverage existing vector indexes.

👍 Ready to build production-ready RAG services? Hit like, subscribe, and ring the bell for more Spring AI tutorials!

#springai #rag #vectorstore #pinecone #java #springboot #openai #machinelearning #aiengineering #softwaredevelopment #python #vectorsearch #llm #chatgpt #gemini #ollama #springplatform

📖 Read the detailed blog post: https://debojit.substack.com/p/leveli...
⭐ GitHub Repository: https://github.com/Debojit-Space/spri...
⭐ Substack: https://debojit.substack.com/p/leveli...