Guilherme34/Firefly-V3.2
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<h1 style="margin:0;color:#ffffff;font-size:62px;line-height:1;font-weight:950;letter-spacing:-2px;"> Firefly-V3.2 </h1>
<p style="margin:20px auto 0;max-width:820px;color:#d8d3e7;font-size:19px;line-height:1.8;"> A heavily refined <strong>roleplay-first language model</strong>, built from a novel method(Sakana AI Text to Lora paper) <strong>additional training</strong>, <strong>EVERYTHING</strong> FROM <strong>Firefly-V3 but Better</strong>. <a href="https://huggingface.co/mradermacher/Firefly-V3.2-GGUF">(btw if you need the GGUF: https://huggingface.co/mradermacher/Firefly-V3.2-GGUF)</a> </p>
<p style="margin:14px auto 0;max-width:780px;color:#f0abfc;font-size:16px;line-height:1.7;font-weight:800;"> My personal strongest roleplay model to date now with improvements on roleplay, coherency and math, a literal BRAIN UPGRADE. </p>
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<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#24162e,#111827);border:1px solid #613574;color:#f0abfc;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);"> <svg width="17" height="17" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M21 15a2 2 0 01-2 2H7l-4 4V5a2 2 0 012-2h14a2 2 0 012 2z"/> <animate attributeName="opacity" values=".65;1;.65" dur="2.6s" repeatCount="indefinite"/> </svg> Roleplay </span>
<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#1f1b32,#111827);border:1px solid #4f46e5;color:#a5b4fc;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);"> <svg width="17" height="17" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M4 19.5A2.5 2.5 0 016.5 17H20"/> <path d="M4 4.5A2.5 2.5 0 016.5 2H20v20H6.5A2.5 2.5 0 014 19.5z"/> <animate attributeName="opacity" values=".6;1;.6" dur="3s" repeatCount="indefinite"/> </svg> Storytelling </span>
<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#182335,#111827);border:1px solid #315d7a;color:#7dd3fc;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);"> <svg width="17" height="17" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M8 21h8"/> <path d="M12 17v4"/> <path d="M7 4h10"/> <path d="M17 4v5a5 5 0 01-10 0V4"/> <animateTransform attributeName="transform" type="translate" values="0 0;0 -1;0 0" dur="2s" repeatCount="indefinite"/> </svg> Character Acting </span>
<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#1c2518,#111827);border:1px solid #315f42;color:#86efac;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);"> <svg width="17" height="17" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M3 12h18"/> <path d="M3 6h18"/> <path d="M3 18h18"/> <animate attributeName="opacity" values=".55;1;.55" dur="2.2s" repeatCount="indefinite"/> </svg> Long Chats </span>
<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#332117,#111827);border:1px solid #7c4a22;color:#fdba74;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);"> <svg width="17" height="17" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M12 20h9"/> <path d="M16.5 3.5a2.1 2.1 0 013 3L7 19l-4 1 1-4 12.5-12.5z"/> <animateTransform attributeName="transform" type="rotate" values="0 12 12;4 12 12;0 12 12;-4 12 12;0 12 12" dur="3s" repeatCount="indefinite"/> </svg> Creative Writing </span>
<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#171a35,#111827);border:1px solid #3f4a8a;color:#a5b4fc;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);"> <svg width="17" height="17" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M12 2v20"/> <path d="M5 8h14"/> <path d="M7 16h10"/> <animate attributeName="opacity" values=".58;1;.58" dur="2s" repeatCount="indefinite"/> </svg> Fine-Tuned + Brain Changing </span>
<span style="display:inline-flex;align-items:center;gap:8px;background:linear-gradient(180deg,#181c28,#111827);border:1px solid #475569;color:#cbd5e1;padding:10px 17px;border-radius:999px;font-weight:800;box-shadow:inset 0 1px 0 rgba(255,255,255,.05);"> <svg width="17" height="17" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M8 3H5a2 2 0 00-2 2v3"/> <path d="M16 3h3a2 2 0 012 2v3"/> <path d="M8 21H5a2 2 0 01-2-2v-3"/> <path d="M16 21h3a2 2 0 002-2v-3"/> <path d="M9 9h6v6H9z"/> <animateTransform attributeName="transform" type="scale" values="1;1.08;1" dur="2.8s" repeatCount="indefinite"/> </svg> Merge Foundation </span>
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<img src="https://cdn-uploads.huggingface.co/production/uploads/638fd4be2ddd69e70b8cd31c/kYgwK1ZAcFUo1R0djk9EQ.png" alt="Firefly-V3 preview" style="max-width:1040px;width:100%;border-radius:26px;border:1px solid #334155;box-shadow:0 18px 70px rgba(2,6,23,.45);">
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<video src="https://cdn-uploads.huggingface.co/production/uploads/638fd4be2ddd69e70b8cd31c/DyYIOCFJUqmld1-uw0bts.mp4" controls muted loop style="max-width:1040px;width:100%;border-radius:26px;border:1px solid #334155;box-shadow:0 18px 70px rgba(2,6,23,.45);"> </video>
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<h2 style="margin:0 0 14px;color:#ffffff;display:flex;align-items:center;gap:12px;"> <svg width="25" height="25" viewBox="0 0 24 24" fill="none" stroke="#7dd3fc" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <circle cx="11" cy="11" r="8"/> <path d="M21 21l-4.35-4.35"/> <path d="M8 11h6"/> <path d="M11 8v6"/> <animate attributeName="opacity" values=".55;1;.55" dur="2.6s" repeatCount="indefinite"/> </svg> J-Lens Observations </h2>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;max-width:860px;margin:0 0 24px;"> Early visual notes and behavior observations from testing Firefly-V3.2 made with J-Lens. </p>
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<div style="background:linear-gradient(180deg,#111827,#0b101b);border:1px solid rgba(125,211,252,.28);border-radius:22px;overflow:hidden;box-shadow:0 12px 42px rgba(2,6,23,.34);"> <img src="https://cdn-uploads.huggingface.co/production/uploads/638fd4be2ddd69e70b8cd31c/PrkkQ9dm0Or4diepaDGsG.png" alt="J-Lens observation image 1" style="width:100%;height:auto;display:block;object-fit:contain;background:#020617;"> <div style="padding:20px;"> <h3 style="margin:0 0 10px;color:#7dd3fc;font-size:18px;">Observation 01 — Getting the Right Thing</h3> <p style="margin:0;color:#cbd5e1;line-height:1.75;font-size:15px;"> The model can think about the entire response while generating the start of it. </p> </div> </div>
<div style="background:linear-gradient(180deg,#141629,#0b101b);border:1px solid rgba(192,132,252,.30);border-radius:22px;overflow:hidden;box-shadow:0 12px 42px rgba(2,6,23,.34);"> <img src="https://cdn-uploads.huggingface.co/production/uploads/638fd4be2ddd69e70b8cd31c/FvVOQvv5SS5Tgp0m0Wx5-.png" alt="J-Lens observation image 2" style="width:100%;height:auto;display:block;object-fit:contain;background:#020617;"> <div style="padding:20px;"> <h3 style="margin:0 0 10px;color:#c084fc;font-size:18px;">Observation 02 — Thinking Silently</h3> <p style="margin:0;color:#cbd5e1;line-height:1.75;font-size:15px;"> The model can focus on things without saying it, for example i asked what is his greatest fear without saying it, and he did. </p> </div> </div>
<div style="background:linear-gradient(180deg,#1b1728,#0b101b);border:1px solid rgba(244,114,182,.30);border-radius:22px;overflow:hidden;box-shadow:0 12px 42px rgba(2,6,23,.34);"> <img src="https://cdn-uploads.huggingface.co/production/uploads/638fd4be2ddd69e70b8cd31c/RboXjNszcvP9s7IbKBcl2.png" alt="J-Lens observation image 3" style="width:100%;height:auto;display:block;object-fit:contain;background:#020617;"> <div style="padding:20px;"> <h3 style="margin:0 0 10px;color:#f472b6;font-size:18px;">Observation 03 — Internal Laugh and Joke</h3> <p style="margin:0;color:#cbd5e1;line-height:1.75;font-size:15px;"> The model made a joke to itself and laughed internally. </p> </div> </div>
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<h2 style="margin:0 0 16px;color:#ffffff;display:flex;align-items:center;gap:12px;"> <svg width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="#c084fc" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M4 19.5A2.5 2.5 0 016.5 17H20"/> <path d="M4 4.5A2.5 2.5 0 016.5 2H20v20H6.5A2.5 2.5 0 014 19.5z"/> <animate attributeName="opacity" values=".65;1;.65" dur="3s" repeatCount="indefinite"/> </svg> About Firefly-V3 </h2>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;"> <strong>Firefly-V3</strong> is a heavily refined roleplay model created from a merge foundation and then improved through additional training, fine-tuning, and roleplay-focused behavioral shaping. </p>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;"> The model was built to deliver stronger character presence, more natural dialogue, better scene flow, and more enjoyable long-form roleplay conversations. The merge is only part of its origin. Firefly-V3's final behavior comes from the extra training and refinement applied after that foundation. </p>
<p style="color:#f0abfc;line-height:1.8;font-size:16px;font-weight:800;margin-bottom:0;"> I personally consider Firefly-V3 the best roleplay model I have made so far. </p>
</svg> <strong>About Firefly-V3.2</strong> </h2>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;"> <strong>Firefly-V3.2</strong> is a model that breaks alot of the concept of making an LLM, its more like finding harmony in Chaos of words. </p>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;"> The model was built to do everything V3 could but better! </p>
<p style="color:#f0abfc;line-height:1.8;font-size:16px;font-weight:800;margin-bottom:0;"> I personally consider Firefly-V3 the best roleplay model I have made so far, but lets see if this is gonna change </p>
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<div style="background:linear-gradient(180deg,#24162e,#0b101b);border:1px solid #613574;border-radius:22px;padding:24px;box-shadow:0 10px 32px rgba(2,6,23,.25);"> <h3 style="margin:0 0 12px;color:#f0abfc;display:flex;align-items:center;gap:10px;"> <svg width="22" height="22" viewBox="0 0 24 24" fill="none" stroke="#f0abfc" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M21 15a2 2 0 01-2 2H7l-4 4V5a2 2 0 012-2h14a2 2 0 012 2z"/> <animate attributeName="opacity" values=".65;1;.65" dur="2.6s" repeatCount="indefinite"/> </svg> Roleplay First </h3> <p style="margin:0;color:#cbd5e1;line-height:1.75;"> Designed around immersive character interaction, emotional pacing, scene continuity, and expressive dialogue. - AWARENESS </p> </div>
<div style="background:linear-gradient(180deg,#1f1b32,#0b101b);border:1px solid #4f46e5;border-radius:22px;padding:24px;box-shadow:0 10px 32px rgba(2,6,23,.25);"> <h3 style="margin:0 0 12px;color:#a5b4fc;display:flex;align-items:center;gap:10px;"> <svg width="22" height="22" viewBox="0 0 24 24" fill="none" stroke="#a5b4fc" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M4 19.5A2.5 2.5 0 016.5 17H20"/> <path d="M4 4.5A2.5 2.5 0 016.5 2H20v20H6.5A2.5 2.5 0 014 19.5z"/> <animate attributeName="opacity" values=".6;1;.6" dur="3s" repeatCount="indefinite"/> </svg> Further Trained </h3> <p style="margin:0;color:#cbd5e1;line-height:1.75;"> Firefly-V3 was not released as a raw merge. It was further trained and refined to shape its final personality and RP behavior. </p> </div>
<div style="background:linear-gradient(180deg,#182335,#0b101b);border:1px solid #315d7a;border-radius:22px;padding:24px;box-shadow:0 10px 32px rgba(2,6,23,.25);"> <h3 style="margin:0 0 12px;color:#7dd3fc;display:flex;align-items:center;gap:10px;"> <svg width="22" height="22" viewBox="0 0 24 24" fill="none" stroke="#7dd3fc" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M8 21h8"/> <path d="M12 17v4"/> <path d="M7 4h10"/> <path d="M17 4v5a5 5 0 01-10 0V4"/> <animateTransform attributeName="transform" type="translate" values="0 0;0 -1;0 0" dur="2s" repeatCount="indefinite"/> </svg> Character Presence </h3> <p style="margin:0;color:#cbd5e1;line-height:1.75;"> Built to make characters feel more distinct, expressive, and consistent across longer chats. </p> </div>
<div style="background:linear-gradient(180deg,#332117,#0b101b);border:1px solid #7c4a22;border-radius:22px;padding:24px;box-shadow:0 10px 32px rgba(2,6,23,.25);"> <h3 style="margin:0 0 12px;color:#fdba74;display:flex;align-items:center;gap:10px;"> <svg width="22" height="22" viewBox="0 0 24 24" fill="none" stroke="#fdba74" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M12 20h9"/> <path d="M16.5 3.5a2.1 2.1 0 013 3L7 19l-4 1 1-4 12.5-12.5z"/> <animateTransform attributeName="transform" type="rotate" values="0 12 12;4 12 12;0 12 12;-4 12 12;0 12 12" dur="3s" repeatCount="indefinite"/> </svg> Creative Writing </h3> <p style="margin:0;color:#cbd5e1;line-height:1.75;"> Strong for prose, atmosphere, dialogue, character descriptions, and interactive fiction. </p> </div>
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<h2 style="margin:0 0 16px;color:#ffffff;display:flex;align-items:center;gap:12px;"> <svg width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="#f0abfc" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M12 20h9"/> <path d="M16.5 3.5a2.1 2.1 0 013 3L7 19l-4 1 1-4 12.5-12.5z"/> <animate attributeName="opacity" values=".58;1;.58" dur="2.4s" repeatCount="indefinite"/> </svg> Best For </h2>
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<div style="background:rgba(15,23,42,.72);border:1px solid rgba(148,163,184,.22);border-radius:18px;padding:16px;"> <div style="color:#ffffff;font-weight:900;">Roleplay chats</div> <div style="color:#94a3b8;line-height:1.6;margin-top:5px;">Character-driven conversations and interactive scenes.</div> </div>
<div style="background:rgba(15,23,42,.72);border:1px solid rgba(148,163,184,.22);border-radius:18px;padding:16px;"> <div style="color:#ffffff;font-weight:900;">Character cards</div> <div style="color:#94a3b8;line-height:1.6;margin-top:5px;">Bots with personality, style, and scene memory.</div> </div>
<div style="background:rgba(15,23,42,.72);border:1px solid rgba(148,163,184,.22);border-radius:18px;padding:16px;"> <div style="color:#ffffff;font-weight:900;">Creative writing</div> <div style="color:#94a3b8;line-height:1.6;margin-top:5px;">Narration, dialogue, atmosphere, and prose.</div> </div>
<div style="background:rgba(15,23,42,.72);border:1px solid rgba(148,163,184,.22);border-radius:18px;padding:16px;"> <div style="color:#ffffff;font-weight:900;">Long scenes</div> <div style="color:#94a3b8;line-height:1.6;margin-top:5px;">Extended interactions that need pacing and continuity.</div> </div>
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<h2 style="margin:0 0 16px;color:#ffffff;display:flex;align-items:center;gap:12px;"> <svg width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="#c084fc" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <path d="M8 3H5a2 2 0 00-2 2v3"/> <path d="M16 3h3a2 2 0 012 2v3"/> <path d="M8 21H5a2 2 0 01-2-2v-3"/> <path d="M16 21h3a2 2 0 002-2v-3"/> <path d="M9 9h6v6H9z"/> <animateTransform attributeName="transform" type="scale" values="1;1.08;1" dur="2.8s" repeatCount="indefinite"/> </svg> Training and Model Lineage </h2>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;"> Firefly-V3 began from <strong>Guilherme34/Firefly-V2.5</strong> and merge components including <strong>SicariusSicariiStuff/ImpishLLAMA3B</strong>, but it did not stop there. </p>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;"> After the merge foundation, the model went through additional training and fine-tuning to improve roleplay behavior, character voice, response style, dialogue quality, and long-form scene handling. </p>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;margin-bottom:0;"> Then a method called Text-to-Lora was used for making it more creative, coherent and <strong>AWARE</strong> making now Firefly-V3.2 </p>
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<h2 style="margin:0 0 16px;color:#ffffff;display:flex;align-items:center;gap:12px;"> <svg width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="#60a5fa" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"> <circle cx="12" cy="8" r="5"/> <path d="M20 21a8 8 0 00-16 0"/> <animate attributeName="opacity" values=".62;1;.62" dur="3s" repeatCount="indefinite"/> </svg> Attribution </h2>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;"> <strong>Model:</strong> Firefly-V3<br> <strong>Author:</strong> Guilherme34 </p>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;"> <strong>Base:</strong> Guilherme34/Firefly-V2.5<br> <strong>Merge Component:</strong> SicariusSicariiStuff/ImpishLLAMA3B </p>
<p style="color:#cbd5e1;line-height:1.8;font-size:16px;margin-bottom:0;"> This model is part of the Firefly family and was further trained and refined for users who want a stronger, more immersive roleplay experience. </p>
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<div style="background: #111118; border-left: 3px solid #ff4500; border-radius: 0 12px 12px 0; padding: 20px 24px; margin-bottom: 24px;"> <strong>⚠️ Disclaimer</strong> <p style="color: #8888a0; font-size: 14px; margin: 8px 0 0 0;">This model is <strong>uncensored</strong> and will generate content without built-in refusals. It is intended for <strong>creative fiction and roleplay between consenting adults.</strong> The creator is not responsible for how the model is used. Do not use it to produce content that is illegal in your jurisdiction.</p> </div>
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<h3 style="color:#ffffff;margin:0;font-size:24px;"> Firefly-V3.2 </h3>
<p style="color:#cbd5e1;line-height:1.8;max-width:720px;margin:14px auto 0;font-size:16px;"> A further-improved Firefly-V3 for people who really enjoyed it! </p>
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