Java, AI, platform
Senior Java technologist, full-stack developer and tech entrepreneur. I design modern architectures, integrate LLMs into business applications, and support developers through training and mentoring.
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RAG in Practice : From Retrieval to Business Reasoning
Once the data layer is in place, the real challenge is turning a RAG system that retrieves passages into one that produces structured, useful, and justifiable business answers.
RAG in Practice: Why Everything Starts with Data Engineering
In a real RAG project, answer quality often depends less on the model than on how documents are collected, cleaned, structured, and split. A field perspective based on a project built on a complex business corpus.
Model Context Protocol (MCP) with Spring AI: Exposing and Consuming Remote Tools
The Model Context Protocol (MCP) is an open protocol that standardizes communication between AI applications and external tools. In this article, we build an MCP Server that exposes a RAG tool and an MCP Host that orchestrates it alongside the GitHub MCP server.
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