CLAUS SIEBENEICHER / C-7
Systems architecture. Practical AI.
I’m Claus Siebeneicher. I help you assess a technical problem, review a design or make an AI workflow useful in practice. You get an independent view, clear options and a practical next step.
CURRENT PROJECTS
PolicyMonitor
Sources to useful briefings
ShellAgents
Research and analysis with a working record
Kim
Document assistance by email
Negotiation Agents
AI-supported negotiation simulation
WHEN TO BRING ME IN
A second opinion can help before a decision—or when progress stalls.
The system is unstable.
Failures recur. Responsibilities and logs do not yet add up to a clear explanation.
The architecture is unclear.
Tools and integrations have accumulated. The next change needs a defensible basis.
The AI works only in the demo.
Plausible output is not enough. You need suitable sources, tests and accountable review.
HOW I WORK
Clarify. Explore alternatives. Decide.
01
Understand the situation
Bring together observations, dependencies and open questions. Test explanations against the available evidence.
02
Define the question
Agree the next useful step—with defined scope, limits and recorded decisions.
03
Leave a usable result
Leave a clear assessment, options and recommended next steps.
SELECTED WORK
Technical depth. A wider field of view.
Radar, Air C2 and interoperability
Earlier work on radar and NATO command systems informs how I approach interfaces, responsibility and traceable decisions.
Current AI work and early tracking prototypes
My own R&D, historical prototypes and smaller creative projects show how I work across technical boundaries.
Let’s discuss your question.
Start with a free introductory online conversation, in English or German. I focus on short advisory engagements, with around two days per week available. Tell me briefly what you would like to clarify or where you need a second opinion.