Testing Microsoft Agent Framework Applications

How to test Microsoft Agent Framework applications with fake model clients, tool contract tests, structured output tests, routing tests, workflow tests, and eval-style regression checks.

July 15, 2026 · 21 min · Lukas Walter

Use git reflog before assuming a commit is lost

Recover commits after a bad reset, rebase, amend, or branch move by checking where Git refs pointed before.

July 6, 2026 · 2 min · Lukas Walter

Human-in-the-Loop Agents: When the AI Must Ask Before Acting

How to implement human-in-the-loop approval flows in Microsoft Agent Framework for risky tool calls, side effects, workflow state, and resumable review.

June 24, 2026 · 17 min · Lukas Walter

Microsoft Agent Framework Workflows: When to Use Them and When to Stay in C#

When to use Microsoft Agent Framework workflows for explicit, observable, resumable, long-running orchestration, and why normal C# code is often the better choice.

June 3, 2026 · 14 min · Lukas Walter