devlog~
AI Engineer in Dresden. I turn language models into reliable production systems — agent architectures, multi-model orchestration, and the tooling that holds it together.
Shipping Vega — an autonomous AI assistant that manages its own context. Running hydra reviews on every PR — up to 10 cross-model agents catching what I miss. Matching freelancers to projects with Project Beat.
Projects
- vegaTypeScript
Autonomous AI assistant that manages its own context, plans multi-step tasks, and executes with minimal supervision.
- hydraTypeScript
Multi-headed code review skill — up to 10 cross-model AI agents (Opus + Codex) with adversarial peer review and chairman synthesis.
- project-beatTypeScript
Freelance project discovery — AI-powered matching of consulting opportunities with relevance scoring.
- schliffPython
Deterministic quality scorer for AI agent instruction files — 8-dimension scoring, multi-format, anti-gaming.
- vault-syncPython
CLI that syncs GitHub repositories into an Obsidian vault as a searchable knowledge graph.
Writing
- Scoring My Own MCP ContributionA CLAUDE.md I wrote was merged into modelcontextprotocol/servers. My own scorer returned 59.2/100. Where it was right, where it was structurally unfair, and what the gap to 80 would cost.
- The blindspot, fixedEarlier today I published a self-audit that named a blindspot in schliff. Hours later, the fix is up as a PR. The same CLAUDE.md now scores 61.0 instead of 59.2.
- What the EU AI Act Actually Asks of a Solo BuilderI built an AI matching system, ran it into Annex III, and walked out the other side. A solo builder's walk-through of EU AI Act compliance — what changed, what I filed, what nobody warned me about.