Practical AI, Fully Documented

AI advice with the work shown.

I test tools and workflows, publish the steps, and document the failures along with the wins. The useful part stays free.

Lars walking outside an industrial building with a phone in his hand
Lars KöhlerDenmark / US Audience
FormatGuides & documented tests
AccessFree to read
StandardSources, limits, result

Start Here

Three guides before another tool.

Better AI work starts before the model answers. These guides help you define the job, judge the value, and build a process you can check.

The Publishing Method

You see what happened.

A polished result hides the decisions that made it work. Each test will keep those decisions visible.

  1. Question

    One real task, stated plainly enough that the result can fail.

  2. Attempt

    The tool, prompt, source material, and steps used to complete the task.

  3. Friction

    The weak output, extra work, wrong assumptions, and corrections the demo leaves out.

  4. Verdict

    What the result was worth, who it may help, and where I would leave it alone.

Free Means Complete

The useful step is part of the article.

If a test includes a prompt, source, template, or failed attempt, it belongs in the write-up. The article contains what you need to understand the result.

Lars holding a tablet beside an industrial control cabinet

About Lars

I came to AI through work, not content.

I’m Lars Köhler, an electrical engineer with more than 20 years in industry. I work with AI agents and automation, and I care about the part between a good demo and a process people can rely on.

BackgroundElectrical engineering
Experience20+ years in industry
Current workAI agents & automation
More About Lars

A Question or a Test Idea?

Send it to me.

If there is an AI claim you want checked or a task you want to see documented, email me. I read every message.

Email Lars