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Replace the job timeout message that hardcoded "background-removal" for every tool with a tool-agnostic one that sets the CPU-vs-GPU expectation, the usual reason heavy AI times out on modest hardware. The client-side SSE stall message gets the same treatment. Both stay under friendlyError's 280-char limit so the guidance reaches the user instead of collapsing to a generic "Processing failed". Refs #591