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A travel app builder created a local LLM-as-judge pipeline to fix wrong photos in a 256,000-place database. A fast live lookup matched names but served celebrity photos instead of places. An offline batch layer using gemma3:12b and qwen2.5vl on a gaming desktop re-judges images, catching errors like a bar showing Margaret Thatcher.
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