Blog
Notes, experiments, and technical detours.
Articles on software development, AI, and digital tools — rooted in practice and leaving room for open questions.
Shadow Code: The AI Output Nobody Reviews
Shadow code appears when teams ship AI-generated output that nobody has fully reviewed, understood, or owned.
Clean Code Was Always for Humans
Every style guide, naming convention, and architectural principle exists for the same reason: humans have to read the code. That assumption is starting to erode.
Your AI Coding Stack Ages Faster Than You Think
When AI coding results disappoint, the problem is often not the idea of AI assistance. It is the stale stack underneath: outdated IDEs, outdated plugins, and outdated model choices.
Where Your AI Model Runs Is a Security Decision
The closer an AI model runs to your data, the more private and the more expensive. That tradeoff is not going away — but it can be managed.
Microservices in the Age of Vibe Coding
The claim that AI-assisted development makes microservices obsolete is gaining traction. It is partially right. It is also missing the point.
The Availability Problem Has Moved From Ops to Dev
When your development workflow depends on cloud-hosted LLMs, provider outages become your outages. The availability problem is no longer just an ops concern.
Consistent Naming in Projects
Naming is architecture. Inconsistent naming quietly compounds complexity across systems, teams, documentation, and automation.
Copilot Configuration Is a Living System, Not a Setup Task
Why treating GitHub Copilot configuration as a one-time setup leads to silent quality decay — and how agents, skills, and hygiene loops keep it alive.
The Future of Software Development in the Age of AI Coding Systems
How AI coding systems are reshaping software roles from implementation to orchestration, verification, and business-aligned system design.
Welcome to the metinet.de Blog
Welcome to the blog! Here I share insights into AI development, software engineering and innovative technologies.
AI-Powered Form Filling: A Look Behind the Scenes of Formageddon
A technical look at the development of the Formageddon Chrome Extension and how AI is revolutionizing form filling.