Reflections

Reflections

Digital solution design, AI and software architecture — case studies.

Results (2)

Vibe Coding or Orchestration: What AI Really Changes About Being a Developer

An agent can write most of the code. The real question is who defines the constraints, checks the result and can take back control.

September 24, 20265 min read

AI assistants are no longer chatbots: what MCP tunnels made me realize

A field report from an architect's perspective: discovering the tunnels OpenAI introduced to connect ChatGPT to self-hosted MCP servers, and the shift in thinking it triggered about where AI platforms are headed.

July 6, 20267 min read