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This paper presents Architect-Ant, an editable automatic furnishing framework for architectural floor plans, together with a curated dataset (AntPlan-270) of 270 floor plans with furniture annotations. The method uses a fine-tuned vision-language model and a domain-specific language to generate geometrically valid and functionally plausible furniture layouts that can be rasterized into blueprint-style images.