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>