AI-generated image (Higgsfield)
Lab notebook
Each lab is an experiment with an open outcome. The stamp shows where it stands.
AI-generated image (Higgsfield) 
Flipped-Foresight (PicturesOfTomorrow) ↗ (opens external site)
Scenarios and pictures of the future with AI, as an application in use.
running
What I have learned
Agents need an architecture, not a chat.
Bot-to-bot messaging over chat apps does not work by design. The agents in the cluster are addressed directly, each with a clear role and one orchestrator.
Security starts with separation.
Agents run in their own isolated user accounts and reach vehicles and machines only through a private network. None of it can be reached from the internet.
The AI tells the story, the model does the maths.
Where numbers have to hold, they belong in an open, testable model. Language models explain, research and write, but they do not estimate consequences.
Consulting
The labs have turned into an offer for organisations that are serious about using AI.
AI readiness review
Half a day to a full day with the leadership team. Where the organisation stands, which applications are realistic, what is hype, and what a sensible next step would be.
Agents and architecture
Support in building your own AI agents and infrastructure: models and tools, self-hosting or API, security architecture, orchestrating several agents.
AI in teaching and executive education
Formats for universities and corporate academies in which AI is both the tool and the subject.
Contact
Email is the easiest way. I reply personally.