These contrasts address operating models and durable source of truth, not feature matrices. When the deliverable is a long-lived application and its configuration state, batch-only automation or container-centric orchestration may be structurally misaligned.
Typical pattern: batch execution; weak in-platform desired state and native lifecycle / rollback.
Cenri: persistent agents, task state machines, auditable change—emphasis shifts from script runs to state management.
Typical pattern: container-native; cluster networking, storage, and ops cost are substantial.
Cenri: systemd- and package-friendly; control-plane semantics for bare-metal applications without mandating images for every workload.
Typical pattern: scattered change, inconsistent models, weak audit trails.
Cenri: standard task model, unified events and policy, consolidated control surface.
