devlog~
AI Engineer and IT Consultant based in Dresden. I build AI agents that run in production — not just prototypes. From fullstack web apps to automation pipelines, I craft systems that make complex workflows feel effortless.
Building Vega — an autonomous AI assistant, and schliff — a deterministic quality scorer for AI agent instruction files. Exploring how language models can participate in development workflows as genuine collaborators.
Projects
- project-beatTypeScript
Freelance project discovery platform — automated matching of consulting opportunities with AI-powered relevance scoring.
- schliffPython
Deterministic quality scorer for AI agent instruction files — 8-dimension scoring, multi-format, anti-gaming.
- openclaw-skill-shieldclawTypeScript
Prompt injection detection, prevention & awareness for OpenClaw agents.
- vault-syncPython
CLI that syncs GitHub repositories into an Obsidian vault as a searchable knowledge graph.
Writing
- The Most Useful Claude Code Skills You Should Install
A curated guide to the Claude Code skills that actually save time — from automated debugging to spec-driven workflows.
- Claude Code Hooks: Automating Your AI Workflow
How to use hooks in Claude Code to automate repetitive tasks — from pre-commit checks to memory management.
- MCP Servers That Actually Improve Your Dev Workflow
A practical look at Model Context Protocol servers — which ones matter, how to configure them, and what they enable.