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Quantization can outlive the frontend request that stages its model. Shared staging state lets another replica fetch the result and clean every remote artifact after a terminal update. Unique output directories prevent concurrent exports and quantization jobs from sharing stale files. Assisted-by: Codex:GPT-5 [apply_patch] [exec_command]