5-phase agent loop (diagnose → plan → implement → verify → deliver) with GitLab issues as durable communication/handoff layer. OpenHands on Kapsule K8s runtime, LiteLLM proxy routing to Claude Opus/Sonnet and Scaleway devstral. Rust dispatcher service. Auto-merge for CI failure fixes. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>