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+  "description": "<h1 id=\"klein's-anatomy:-male\">🧬 Klein's Anatomy: Male</h1><p>Discord: <a target=\"_blank\" rel=\"ugc\" href=\"https://img.shields.io/discord/1468549541790744702?color=5865F2&amp;label=The%20Weight%20Room&amp;logo=discord&amp;logoColor=white)](https://discord.gg/3zj872NEYZ)\">https://discord.gg/3zj872NEYZ</a></p><p><strong>A highly detailed anatomical LoRA trained on natural language captions.</strong></p><p><strong><u>The current version is an alpha release, purely for testing and feedback.</u></strong></p><p></p><h2 id=\"model-overview\">📖 Model Overview</h2><p>This model is not a standard \"tag-based\" LoRA. It leverages the advanced text encoder capabilities of FLUX to understand semantic context, lighting, and scene composition. The goal is to deliver superior anatomical accuracy - specifically for men.</p><p></p><h3 id=\"technical-specifications\">⚙️ Technical Specifications</h3><p><strong>Base Model</strong>: FLUX.2 Klein 9B-base (Use the <strong>fp8</strong> version for best stability)</p><p><strong>Trigger Phrase</strong>: <code>circumcised penis</code> <u>(!! </u><strong><u>READ MORE BELOW </u></strong><u>!!)</u></p><p><strong>Training Res</strong>: 1024px (Native), samples generated at 1080p.</p><p></p><p><strong>Use LoRA loader with clip connection for best results.</strong></p><p></p><h2 id=\"prompting-strategy:-&quot;natural-language&quot;\">🎨 Prompting Strategy: \"Natural Language\"</h2><p><strong>🛑 STOP TAG SPAM.</strong></p><p><u>Do not use</u> comma-separated lists like: <code>1man, solo, realistic, bedroom</code>.</p><p></p><p><strong>✅ USE DESCRIPTIVE SENTENCES.</strong></p><p>Prompt as if you are describing a photograph to a blind person. Focus on sentence structure, flow, and adjectives.</p><p></p><h3 id=\"the-semantic-anchor\">💡 The Semantic Anchor</h3><p>While there is no \"hard\" trigger word, the phrase <code>circumcised penis</code> appears in almost every training caption.</p><p><strong>How to use it:</strong> Integrate this phrase naturally into your sentence (e.g., <em>\"...showing detailed anatomy including a circumcised penis...\"</em>). This acts as a semantic anchor, signaling the model to prioritize anatomical stability and prevent \"morphing.\"</p><p></p><h3 id=\"sample-prompt\">📝 Sample Prompt</h3><p><em>Copy this style for best results:</em></p><p><em>A photo of a 30-year-old man taking a shower behind clear glass. He is muscular with broad shoulders and defined abs, water running down his chest and glistening on his tan skin. He is washing his hair with one hand raised, while his other arm rests against the tiled wall. He is fully naked, and his flaccid circumcised penis hangs naturally. The lighting is bright and overhead, creating high contrast on his wet skin and muscle definition. He looks down with eyes closed, enjoying the warm water.</em></p><p></p><h3 id=\"development-status:-alphabeta\">🚧 Development Status: Alpha/Beta</h3><p>This LoRA is a <strong>Work In Progress (WIP)</strong>.</p><ul><li><p><strong>Inconsistency:</strong> Some seeds are perfect; others may distort.</p></li><li><p><strong>Lighting:</strong> Complex lighting can sometimes break anatomy. If you get errors, try simplifying to \"natural light\" or \"soft studio lighting.\"</p></li><li><p><strong>Anatomical Bias:</strong> The current version has a strong bias towards generating <strong>exaggerated/very large anatomical size</strong>. This is an unintended artifact (as the training data does not reflect this) and I am working to correct it in future training runs.</p></li><li><p><strong>Updates:</strong> Expect behavior changes between versions as the dataset expands.</p></li></ul><p></p><h3 id=\"help-improve-the-model\">📸 Help Improve the Model</h3><p><strong>We need more data.</strong> The current dataset lacks <strong>selfie angles</strong> and handheld perspectives.</p><p><strong>Requirements:</strong> You must be 18+, and must be the owner of the dataset (not randomly downloaded data).</p><p><strong>How to Join:</strong> Join <strong>The Weight Room</strong> Discord server to contribute secure training data.</p><p></p><h2 id=\"join-the-weight-room-discord\"><a target=\"_blank\" rel=\"ugc\" href=\"https://discord.gg/3zj872NEYZ\">👉 Join The Weight Room Discord</a></h2><p></p><h3 id=\"license-warning:-read-carefully\">⚠️ LICENSE WARNING: READ CAREFULLY</h3><p><strong>🛑 NON-COMMERCIAL USE ONLY</strong></p><p></p><p>This LoRA is built on <strong>FLUX.2 Klein 9B</strong>, which is released under a strict Non-Commercial License.</p><p><em>❌ </em><strong>NO</strong> Paid Generations / Commissions</p><p><em>❌ </em><strong>NO</strong> Patreon / Subscribestar / Monetized Feeds</p><p><em>❌ </em><strong>NO</strong> Stock Photography Sales</p><p></p><p><em>By using this model, you agree to comply with the original FLUX.2 Klein 9B licensing terms.</em></p>",
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