IT consultant, Berlin. Production LLM systems since 2023: agents, retrieval-augmented verification, eval-gated model migrations. Advisor to owners and executives.
- claude-code-guardrails — incident-derived hooks and a plan → implement → verify → critical-review loop for Claude Code; 35 bats tests, CI.
