Turns regulations into concrete actions for companies, using AI agents.
- Decision
- Designed and specified with arc42: quality goals first, domain core isolated from the AI agents via ports, so models can change without touching business logic.
- Built
- Architecture, backend, AI agents, frontend and cloud infrastructure.
arc42DDDCrewAILangGraphAzureOpenTofuPostgres
Lets developers extend a multi-repo platform from day one, guided by their AI agent.
- Decision
- Architecture rules and patterns shipped as agent skills instead of docs, so every change follows the same design, whoever writes it.
- Decision
- Tool-agnostic: works with Claude Code, OpenCode and Pi alike.
- Built
- Skills, patterns and the harness that delivers them.
Claude CodeOpenCodePiMCPAgent Skills
One embedded codebase, several ECU targets, several teams.
- Decision
- Cut the codebase along layer boundaries into Gradle modules, each with one clear owner.
- Result
- Faster builds, lower cognitive load for the teams, independent delivery per target.
C/C++GradleConanGreenHillsVector DaVinci
From no CI at all to one delivery pipeline shared by all teams.
- Decision
- A shared library instead of per-team scripts: preflight, build, test, encrypt, analyse and deploy as reusable building blocks.
- Result
- Delivery scaled with the teams; took over ownership of the entire CI/CD.
JenkinsGroovyJob DSLDockerAWSGitLabAnsible
Tools that bridge systems in CI and let my teams move faster.
- Decision
- Clean Architecture as a fixed frame: tools stay maintainable and extendable, and juniors grow into senior thinking by working within it.
- Decision
- Generated SDKs instead of hand-written clients: teams build against an evolving backend without waiting.
- Result
- Over 90% test coverage, OAuth-ready clients in a few lines of code.
PythonClean ArchitectureOpenAPIOAuthPoetryGitLab CI
One channel for all project communication in an Agile Release Train.
- Decision
- Communication as code: every message is a merge request, reviewed, versioned and rendered into a consistent email design.
- Result
- Replaced scattered Teams, email and Confluence posts; ART leads can steer and intervene before anything goes out.
Docs as CodeGitLabMJMLNode.jsSphinx