Stefan Jansen
Free Lesson

Getting better results from coding agents

30 min
Oct 21, 2026 11:00 AM

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What you'll learn

Scope a task the agent can finish

Write the request so the agent knows the goal, the constraints and what done looks like.

Catch a wrong plan before it becomes code

Have the agent read and plan first, and review that plan while changes are still cheap.

Verify what the agent says it shipped

Check the result against tests and evidence instead of the agent's own summary of its work.

Why this topic matters

Coding agents now finish real work, yet results vary widely between people using the same model. The difference is mostly in how the work is set up: what the agent is told, what it reads first, how a plan is checked before code is written, and how the result is verified. This lesson walks through that routine on one task, from request to a reviewed result.

You'll learn from

Stefan Jansen

Stefan Jansen

Builds production ML and agent systems, then teaches the operating method.

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