AI and automation
Turn repetitive work into a useful internal tool.
Practical workflows with Claude, MCP, RAG and agents, designed around useful context and a measurable next step.
Selected independent work
I help focused teams ship, stabilise and automate technical projects. The work starts with a clear outcome, then turns into infrastructure that is understandable to run.
Primary service
The goal is not a tool checklist. It is a repeatable path to production, a quieter operating environment and a system someone can take over with confidence.
Discuss a technical projectCI/CD, GitOps and infrastructure-as-code that make releases repeatable instead of ceremonial.
Linux, virtualisation, monitoring, databases and hardening aligned around the real operating risk.
Documentation, handover and a practical next step so the project does not become a black box.
Secondary directions
AI and automation
Practical workflows with Claude, MCP, RAG and agents, designed around useful context and a measurable next step.
Android prototypes currently exploring
A developing direction for Kotlin and Jetpack Compose prototypes connected to dependable APIs and useful workflows.
Selected work
Websites and tools are presented here as proof of work, not as the primary service.