From AI prototypes to production-ready systems
I help teams stabilize rapidly built and AI-generated software before technical debt, security issues and weak architecture start limiting growth.
Laravel · PHP · Vue · APIs · Cloud · Agentic AI · IAM
Typical situations
The prototype works, but nobody wants to operate it like this in production.
AI-generated code is growing faster than the architecture.
Small changes cause unexpected side effects.
Authentication, roles and permissions have evolved without a clear model.
Deployment and operations depend on individual knowledge.
The system needs an architecture check before the next growth stage.
Services
For focused architecture questions, technical decisions or an independent second opinion.
- →review of supplied context
- →2-hour session
- →concrete recommendations and next steps
A structured assessment of the architecture, codebase and technical risks of an existing system.
- →architecture and system boundaries
- →code structure and technical debt
- →data model
- →API design
- →authentication and authorization
- →deployment and operations
- →risks introduced by AI-generated code
- →prioritized improvements
5–8 page review with findings, risks and actionable recommendations.
Request a reviewFor organizations moving AI agents from demos into controlled real-world processes.
- →agent identity
- →mandates and scope
- →authorization
- →human approval
- →evidence
- →audit trails
- →workload identity
- →governance
Current-state assessment, risk model and target architecture / recommendations.
Discuss the assessmentA practical workshop for engineering, architecture or AI teams. Content is adapted to the organization.
Practice, not PowerPoint
15+ years of professional software development and architecture
Lead Software Engineer in an enterprise environment
Production integrations, APIs and complex legacy systems
Experience spanning traditional enterprise IT and Agentic AI
Lead Software Engineer at Deutsche Telekom IT — the consulting offered here is independent of that role.
How it works
We clarify the system, the problem and the goal.
Sparring, review, assessment or workshop.
No generic advice — documented findings and next steps.
Not sure which format fits?
Send me a short description of the situation. We can decide whether sparring, a review or a broader assessment makes sense.