How to build production-ready software assisted with AI tools
How to properly use AI tools and a framework around it to build production-ready software in a spec-driven way.
We help engineering teams design, automate, and operate production-grade AWS platforms. From landing zones to CI/CD optimization and observability to AI-assisted engineering for Dev + Ops.





From early-stage startups to enterprises with platform teams at scale, engineering leaders bring us in to make their cloud faster, safer, and cheaper to run.
A delivery workflow built for AWS
Turn manual, error-prone deploys into a repeatable, automated pipeline. Every change is tested, reviewed, and shipped the same way, so your team moves quickly without breaking production. All put into metrics such as deployment frequency, lead time, and mean time to recovery so you can measure the impact of your work.

Everything your platform needs
Multi-Account by default
Run close to your users with automated failover and infrastructure replicated across AWS Accounts.


Cost-optimized
Right-sized compute, savings plans, and spend alerts baked into the platform from day one.


Secure by design
Least-privilege IAM, encrypted state, and guardrails enforced automatically in CI.


Automated pipelines
Build, test, and deploy every commit with safe, observable, progressive rollouts.
new Pipeline(stack, "prod")
.stage(build)
.stage(test)
.stage(deploy);

Outcomes that hold up in production
Measured results from real engagements - faster releases, lower bills, and platforms that stay healthy under load.
Teams that trusted us with production
"Manuel set up our AWS Landing Zone very effectively at a fraction of the time needed vs. what other consultants proposed. His in-depth knowhow of the underlying technologies of cloud services and his great communication skills will make every tech transition smooth, in any organization."

"Manuel is without a doubt one of the most exceptional engineers I have ever come across. I am also especially touched by his conscientious way of studying and applying his learnings in what he does, be it in engineering or in his life. He is optimistic and always ready to share his knowledge and offer help. Manuel has an outstanding yearning to identify and automate everything. [...]"

"Manuel is an exceptional individual, working with him was inspirational and truly a pleasure! [...] He is a great business man and communicator, highly skilled in identifying what the customer needs as well as delivering it with the highest customer satisfaction.And on top of all that he is a wonderful teacher, sparring partner and mentor who likes giving guidance and nudges you into the right direction.In conclusion, I would not hestiate to work with him again at any time!"

"I had the privilege of working alongside Manuel Vogel at kreuzwerker for six months, and it was an invaluable experience. Manuel is an exceptional professional whose guidance and mentorship have significantly contributed to my professional growth. [...] He is a true professional, and I highly recommend working with him to benefit from his extensive knowledge and experience."

"I officially started working as a freelance software and cloud engineer on October 1! Until the end of the year, I [...] already got my first project. So I can get off to a relaxed start and get used to the organizational changes (invoicing, taxes, etc.). I'm still working on my own website and further AWS certifications are also in the pipeline. Thank you again for the conversation we had. It gave me a lot of motivation and now I'm taking big steps forward!"

"[...] Manuel is not only a fantastic and precise software developer but also an inspiring person. He is extremely enthusiastic about his work, which is infectious. He is doing the extra mile to get not only a working, but the best fitting solution for the customer. Manuel understands complicated technical issues very quickly and can communicate them to others thanks to his very good communication and didactic skills. [...]"

"Manuel played a major role in my professional development. The trust he placed in me enabled me to thrive in the consulting business and was a key factor in my success. His expertise is always highly precise, and he has a strong passion for learning and diving deep into technical challenges. He is also an excellent teacher and communicator who helps the business take the right steps at the right time. His well-structured approaches impress me every time and enable him to deliver outstanding results. Beyond his professional strengths, he brings a personal side that makes working with him truly enjoyable — and I would gladly work with him again at any time."

Field notes on AWS, DevOps, and running platforms in production.
How to properly use AI tools and a framework around it to build production-ready software in a spec-driven way.
A tour from job grouping to dynamic child pipelines, and a look at the experimental functions feature, every example run on a real GitLab 19 instance.
The 2024 hand-run GitLab-on-OrbStack setup, now codified in OpenTofu: GitLab 19, the modern runner token flow, and one `task up`.
Tell us what you are building. We will map the fastest safe path to production and the platform to keep it there.