Michael
KerkhoffAPPLIED AI

AI TOOLS & AGENTIC WORKFLOWS

From prompts to systems.

Michael Kerkhoff, black-and-white portrait: smiling, wearing glasses and a dark shirt

I'm Michael. I test AI tools, skills and GitHub repos and show you how to turn them into your own workflows, automate tasks and ship ideas.

Go to my channels
BERLIN, GERMANYSCROLL & EXPLORE
FROM IDEA TO PRACTICETOOLS × CONTEXT × SKILLS

Tools.Ideas.Systems.SINGLE BUILDING BLOCKS. NEW POSSIBILITIES.

THE INTERPLAY MAKES THE DIFFERENCE.

Single tools become your workflow.

Discovering tools is only the start. It gets interesting when you combine them with your own knowledge, skills and agents into workflows of your own.

I show you how that turns into apps and processes that fit the way you work.

Explore my topics
WORKFLOW.MDEXAMPLE
YOU SET THE GOAL. YOU CHECK THE RESULT.
(01 — THE TOPICS)DISCOVER → TRY → APPLY

Discover.
Understand. Build.

What can a tool do? How do you get it running? And where does it help in your day? Those questions sit behind my tests and tutorials.

I cover new developments where they change something in practice: tools, models, or your workflows.

  1. Agentic Workflows

    Connect AI agents, tools and your own checks into processes that take recurring work off your plate.

    AUTOMATE TASKS

  2. Tools, Skills & GitHub Repos

    Try new tools: what can they do, how do you set them up, and what are they worth?

    DISCOVER & TRY

  3. Vibe Coding

    Build your own apps with AI, from the first idea to a usable prototype.

    IDEA → PROTOTYPE

  4. Context & Loop Engineering

    Give agents the right information, check their results and improve the process on purpose.

    CONTEXT & QUALITY

  5. Local AI & Open Weights

    Run models on your own hardware and find out what they are good for in everyday use.

    TEST MODELS LOCALLY
(02 — STAY CONNECTED)VIDEOS, TUTORIALS & CONVERSATION

See you
in the feed.

In-depth tutorials on YouTube, short demos on Instagram and TikTok. Finds and conversation on X.

The next idea?
Starts with curiosity.

(03 — QUESTIONS & ANSWERS)SHORT AND CHECKABLE

Quick questions.
Quick answers.

ABOUT ME

My day job is project management at TotalEnergies, and before that I spent many years in EV charging infrastructure. In my own time I try out AI tools, skills and GitHub repos and turn them into my own workflows: agents, automations, small applications. It's not about hype. It's about what works in everyday use, shown concretely enough that you can rebuild it. This site and my channels show my own view, not my employer's.

Who are you?

I'm Michael Kerkhoff, an AI practitioner from Berlin. I try out AI tools, skills and GitHub repos myself and turn them into my own workflows, automations and applications.

What does “From prompts to systems” mean?

A single prompt is only the start. When knowledge, skills and agents work together, you get a workflow that fits your work. You set the goal, you check the result.

Where can I find you?

On YouTube, Instagram, TikTok and X. I'm building the channels right now, and content will appear there step by step. Handles are in “My channels”. Most content is in German.

Do I need to know how to code?

No. Curiosity is enough to start. Where code is needed, I show what you need and how to have AI write it.

How do you work?

I try a tool myself before I talk about it, and I say what I haven't checked. I only name numbers I measured myself or can link a source for. I approve everything I publish myself. And tests are snapshots: tools change fast.