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How I restructured my software development workflow with asynchronous AI coding agents to dramatically boost developer productivity in 2025.

Boosting My Developer Productivity with AI in 2025

2025-12-22 in Artificial Intelligence tagged Opinion / AI Agent / LLM / GitHub / Model Context Protocol (MCP) by Marc Nuri

Discover key differences between blackbox and whitebox testing, and why blackbox should be your default for robust, maintainable test suites.

Black Box vs White Box Testing: When to Use Each Approach

2025-10-06 in Quality Engineering tagged Test-Driven Development (TDD) / Testing / Best Practices by Marc Nuri

Agent Client Protocol (ACP) is the LSP for AI coding agents: one open standard so any agent runs in any editor. How ACP works and ACP vs MCP.

Agent Client Protocol (ACP): The LSP for AI Coding Agents Explained

2025-09-10 in Artificial Intelligence tagged LLM / AI Agent / Agent Client Protocol (ACP) / Model Context Protocol (MCP) by Marc Nuri

Fabric8 Kubernetes Client 7.4 is available! Check out the major changes and learn how you can contribute.

Fabric8 Kubernetes Client 7.4 is now available!

2025-09-08 in Cloud Native tagged Client / Cloud / Fabric8 / Java / Kubernetes / Open Source / OpenShift / Releases by Marc Nuri

The Kubernetes MCP Server GitHub repository has moved to the Containers organization.

Kubernetes MCP Server Joins the Containers Organization!

2025-07-24 in Artificial Intelligence / Personal tagged Model Context Protocol (MCP) / Kubernetes / OpenShift / LLM / Open Source by Marc Nuri

MCP tool annotations explained: the read-only, destructive, idempotent and open-world hints, their default values, and how VS Code, Claude and ChatGPT use them.

MCP Tool Annotations: Every Hint and Its Default Value

2025-05-27 in Artificial Intelligence tagged LLM / AI Agent / Model Context Protocol (MCP) / Kubernetes by Marc Nuri

Fabric8 Kubernetes Client 7.2 is available! Check out the major changes and learn how you can contribute.

Fabric8 Kubernetes Client 7.2 is now available!

2025-05-02 in Cloud Native tagged Client / Cloud / Fabric8 / Java / Kubernetes / Open Source / OpenShift / Releases by Marc Nuri

Connect JavaScript to an MCP server with the Vercel AI SDK: createMCPClient over stdio and Streamable HTTP, generateText, and a local Ollama model.

AI SDK MCP Client: Connect JavaScript to an MCP Server

2025-04-11 in Artificial Intelligence / JavaScript tagged JavaScript / LLM / AI Agent / Model Context Protocol (MCP) / AI SDK by Marc Nuri

Connect a LangChain.js agent to MCP servers from JavaScript with @langchain/mcp-adapters 2 (MCPAdapter), createAgent and a local Ollama model.

LangChain.js MCP Adapters: Connect Agents to MCP Servers

2025-04-01 in Artificial Intelligence / JavaScript tagged JavaScript / LLM / AI Agent / Model Context Protocol (MCP) / LangChain.js by Marc Nuri

Learn how AI is transforming software development and the need for developer tools to adapt to AI-augmented and machine-based developers.

The Future of Developer Tools: Adapting to Machine-Based Developers

2025-03-24 in Artificial Intelligence tagged Opinion / Red Hat / LLM / AI Agent / Model Context Protocol (MCP) by Marc Nuri

Build a Java MCP client with LangChain4j: STDIO and Streamable HTTP transports, protocol versions, a local Ollama agent example, and testing MCP servers.

LangChain4j MCP Client: Connect Java to an MCP Server

2025-03-10 in Artificial Intelligence / Backend Development tagged Java / LLM / AI Agent / Model Context Protocol (MCP) / LangChain4j / Testing by Marc Nuri

How Model Context Protocol (MCP) servers give small language models superpowers by abstracting complex tasks, enabling efficient, cost-effective AI automation.

Giving Superpowers to Small Language Models with Model Context Protocol (MCP)

2025-02-26 in Artificial Intelligence tagged LLM / AI Agent / SLM / Model Context Protocol (MCP) / Kubernetes / OpenShift by Marc Nuri

Learn the different methods to patch Kubernetes resources using Fabric8 Kubernetes Client 7 (Strategic Merge Patch, JSON Patch, and JSON Merge Patch)

Patching Kubernetes Resources from Java with Fabric8 Kubernetes Client 7

2025-02-12 in Cloud Native tagged Java / Kubernetes / Client / Fabric8 / Cloud / OpenShift by Marc Nuri

Learn how try DeepSeek-R1 model using Goose the on-machine AI agent using Groq as the LLM provider.

DeepSeek-R1 using Goose AI agent using Groq as a provider

2025-02-03 in Artificial Intelligence tagged LLM / AI Agent / Model Context Protocol (MCP) by Marc Nuri

Fabric8 Kubernetes Client 7.1 is available! Check out the major changes and learn how you can contribute.

Fabric8 Kubernetes Client 7.1 is now available!

2025-01-31 in Cloud Native tagged Client / Cloud / Fabric8 / Java / Kubernetes / Open Source / OpenShift / Releases by Marc Nuri

Install Goose, the free open-source AI agent, on Linux, macOS or Windows, connect it to Gemini or a local Ollama model, and extend it with MCP servers.

Goose AI Agent Tutorial: CLI, MCP, Ollama and Recipes

2025-01-30 in Artificial Intelligence tagged LLM / AI Agent / Model Context Protocol (MCP) / Open Source by Marc Nuri

Learn how to perform a Kubernetes Rolling Update from Java using the Fabric8 Kubernetes Client version 7.

Kubernetes Rolling Updates from Java with Fabric8 Kubernetes Client 7

2025-01-21 in Cloud Native tagged Java / Kubernetes / Client / Fabric8 / Cloud / OpenShift by Marc Nuri

Eclipse JKube 1.18 is available! Check out the major changes and learn how you can contribute.

Eclipse JKube 1.18 is now available!

2025-01-15 in Cloud Native tagged Eclipse / Eclipse JKube / Kubernetes / Open Source / OpenShift / Releases by Marc Nuri

Learn how to configure the Maven Compiler Plugin to compile and run tests only on specific JDK versions.

How to skip tests on specific JDK versions with Maven Compiler Plugin

2025-01-14 in Quality Engineering tagged Java / Maven / Testing / Test-Driven Development (TDD) by Marc Nuri

This post will guide you through the process of initializing docker-credential-pass and setting it up to work with Docker.

Docker: How to initialize docker-credential-pass

2025-01-09 in Cloud Native tagged Docker / Containers / Linux / BASH / Shell by Marc Nuri