The dedupe test now drives conversation_loop.run_conversation with a native-parts
user message and a stubbed API whose tool loop calls vision_analyze on the attached
path, asserting the already_in_context text result (replaces the direct-call scope
test; replacing the call site by nullcontext() goes red). vision.md notes that a
same-turn native attachment is not re-embedded and that region still zooms.
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