Use @johndoestyle as the trigger word to apply the style.For captioning I followed the recommendations from Anima <a target="_blank" rel="ugc" href="https://huggingface.co/circlestone-labs/Anima#prompting">prompting</a> guide.For example:<pre><code>masterpiece, 1girl, character name, series name, @johndoestyle, {tags}, {natural language description}</code></pre>The dataset uses compact structured captions with a stable style trigger, shuffled descriptive tags, and short natural-language descriptions made using a local LLM, helping preserve the artist style while keeping details like character, pose, outfit, and composition editable.

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