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Answers the maintainer's questions on deployment.md: ax is a Kubernetes application (ax-server Deployment + Redis in ax-system) that schedules every Task as a gVisor actor on Agent Substrate (ate-system, WorkerPool CRD); there is one runner image and concurrency equals warm workers, one actor per worker. Names the three host-bound components (reconciler, receiver, Joern engine) with their planned in-cluster replacements, the production shape of the pre-push hook (local deterministic check in the deadline, delta Run on the plane asynchronously), the estimated per-push cost from the two measured per-candidate rates, what is not built (no `ousast plane scan`, no diff candidates task, population-only Workspace generation, no in-cluster reconciler), and a sizing table from plane/tasks/*.yaml. plane.md gets a two-line pointer to the section. Co-Authored-By: Claude Fable 5.1 <[email protected]> Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo