This article explains how to run AI models locally in containers with RamaLama and integrate the sample Java application with them. RamaLama brings AI inferencing to the container world of…
AI Models in Containers with RamaLama
Piotr's TechBlog
Java, Spring, Kotlin, microservices, Kubernetes, containers
Tag : spring-ai
Spring AI with External MCP Servers
This article explains how to integrate Spring AI with external MCP servers that provide APIs for popular tools such as GitHub and SonarQube. Spring AI provides built-in support for MCP…
OpenShift AI with vLLM and Spring AI
This article will teach you how to use OpenShift AI and vLLM to serve models used by the Spring AI application. To run the model on OpenShift AI, we will…
Spring AI with Azure OpenAI
This article will show you how to use Spring AI features like chat client memory, multimodality, tool calling, or embedding models with the Azure OpenAI service. Azure OpenAI is supported…
Using Model Context Protocol (MCP) with Spring AI
This article will show how to use Spring AI support for MCP (Model Context Protocol) in Spring Boot server-side and client-side applications. You will learn how to serve tools and…
Tool Calling with Spring AI
This article will show you how to use Spring AI support with the most popular AI models for the tool calling feature. Tool calling (or function calling), is a common…
Using Ollama with Spring AI
This article will teach you how to create a Spring Boot application that implements several AI scenarios using Spring AI and the Ollama tool. Ollama is an open-source tool that…
Spring AI with Multimodality and Images
This article will teach you how to create a Spring Boot application that handles images and text using the Spring AI multimodality feature. Multimodality is the ability to understand and…
Using RAG and Vector Store with Spring AI
This article will teach you how to create a Spring Boot application that uses RAG (Retrieval Augmented Generation) and vector store with Spring AI. We will continue experiments with stock…
Getting Started with Spring AI Function Calling
This article will show you how to use Spring AI support for Java function calling with the OpenAI chat model. The Spring AI function calling feature lets us connect the…
New Book Published
My latest book Hands-On Java with Kubernetes is now available on Leanpub!
