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 — 12 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 — 12 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
- Your CLAUDE.md Is an Agent HarnessYour CLAUDE.md is an agent harness. Skills are tools, hooks are guardrails, memory is persistence. How to stop configuring and start designing.
- Karpathy's LLM Wiki and the Problem Nobody Solved for 80 YearsKarpathy's LLM Wiki solves a problem older than computers: knowledge maintenance. Why every system from Memex to Obsidian failed — and what's different now.
- Project Beat: How We Replaced 12 Browser Tabs With One DashboardAutomated matching for the German freelancer market — scanning 4 platforms, scoring every posting against consultant profiles, and turning 3 hours of daily search into 20 minutes.