Mentoring and AI MVPs in production

Vibe-coding becomes Engineering – and ships to production

I take over AI MVPs and vibe-coding prototypes, stabilize them with tests, security and CI/CD, and ship. And I embed as a mentor so agentic engineering sticks. For CTOs and Heads of Engineering.

Services

Mentoring and shipping AI MVPs to production

Mentoring (embedded, 2–4 months)

Like agile coaching, but for agentic engineering: embedded in your rituals, with standards and KPIs (throughput, AI utilization, change confidence, change failure rate).

Code Reviews & Architecture

Systematic reviews and architecture decisions that make AI output safe: tests, review gates and maintainable structures.

AI MVP Takeover

I take the burning AI MVP to production: stabilization, tests, security, deployment and a clean handover to your team.

AI across the SDLC

AI reliably across the whole SDLC: requirements, planning, architecture, review, testing and docs – with shared standards.

CI/CD & DevOps

CI/CD pipelines, security gates and deployment strategies so every change ships to production reliably.

Demo & Production

Vibe-coding becomes engineering: traceable, tested, maintainable and deployable – the demo becomes operation.

Ready for the next step?

Let's discuss how your team makes agentic engineering stick – and how we ship your AI MVP to stable production. A practitioner, not a slide consultant.