A batch job is judged at its last item, not its average throughput

Plan an offline job from a pilot: measure output length and the contract pass rate first, size GPUs so the deadline survives losing one, shard so a failure costs minutes, and keep the engine alive across shards so startup is paid once.

22 MIN · PLUS