Microsoft Agent Framework: Introduction

How Microsoft Agent Framework builds on Microsoft.Extensions.AI, when it supersedes Semantic Kernel for new .NET agent systems, and where MCP, context providers, and workflows fit.

April 14, 2026 · 8 min · Lukas Walter

Stop RAG Hallucinations with the Short-Circuit Pattern

How to reduce RAG hallucinations by short-circuiting generation when retrieval returns weak evidence, with a simple C# threshold check.

March 22, 2026 · 2 min · Lukas Walter

Local LLMs in .NET

A minimal .NET starter for running local LLMs with Ollama + OllamaSharp behind IChatClient. No API keys, streaming chat, system prompts, and capped conversation history.

February 8, 2026 · 3 min · Lukas Walter