The offline pipeline's primary objective is regression testing — identifying failures, drift, and latency before production.
In practice, retrieval is a system with its own failure modes, its own latency budget and its own quality requirements.
OpenClaw shows promise but remains controversial, with errors, security risks, complexity, and unclear use cases.