Tagged articles

QuestionAnswerAdvisor

2 articles · Page 1 of 1

Jun 9, 2026 · Artificial Intelligence

RAG in Action: Enabling AI to Answer Using Your Own Documents with Spring AI

This tutorial explains how Retrieval‑Augmented Generation (RAG) eliminates hallucinations and stale knowledge by retrieving relevant document fragments from a vector store, augmenting prompts, and generating factual answers, with step‑by‑step Spring AI code examples and parameter tuning guidance.

QuestionAnswerAdvisorRAGSpring AI

0 likes · 5 min read

RAG in Action: Enabling AI to Answer Using Your Own Documents with Spring AI

The Dominant Programmer

May 28, 2026 · Artificial Intelligence

Spring AI RAG: Concepts, Hands‑On Implementation, and Full Code

This article explains the limitations of large language models, introduces Retrieval‑Augmented Generation (RAG) and its four‑step workflow, details Spring AI's RAG components and vector‑store options, and provides complete, runnable Java code—including Maven, configuration, and service classes—to build a local knowledge‑base Q&A system.

EmbeddingJavaQuestionAnswerAdvisor

0 likes · 18 min read

Spring AI RAG: Concepts, Hands‑On Implementation, and Full Code