README.md

---
base_model:
- Guilherme34/Firefly-V2.5
tags:
- merge
- mergekit
- Sakana-ai
- Research-Made-Model
- lazymergekit
- finetuned
- further-trained
- roleplay
- creative-writing
- storytelling
- character-ai
- Guilherme34/Firefly
- SicariusSicariiStuff/Impish_LLAMA_3B
library_name: transformers
---

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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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Roleplay
</span>

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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);">
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Character Acting
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Long Chats
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Creative Writing
</span>

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Fine-Tuned + Brain Changing
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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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<h2 style="margin:0 0 14px;color:#ffffff;display:flex;align-items:center;gap:12px;">
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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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<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;">
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<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>
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<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;">
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<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>
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<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;">
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<h3 style="margin:0 0 10px;color:#f472b6;font-size:18px;">Observation 03 — Internal Laugh and Joke</h3>
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The model made a joke to itself and laughed internally.
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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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<h3 style="margin:0 0 12px;color:#f0abfc;display:flex;align-items:center;gap:10px;">
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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>
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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>
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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;">
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Creative Writing
</h3>
<p style="margin:0;color:#cbd5e1;line-height:1.75;">
Strong for prose, atmosphere, dialogue, character descriptions, and interactive fiction.
</p>
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Best For
</h2>

<div style="display:grid;grid-template-columns:repeat(auto-fit,minmax(220px,1fr));gap:12px;">

<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>

</div>

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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/Impish_LLAMA_3B</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>

</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="#60a5fa" stroke-width="2" stroke-linecap="round" stroke-linejoin="round">
<circle cx="12" cy="8" r="5"/>
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<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/Impish_LLAMA_3B
</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>

</div>

<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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<div align="center">

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<svg width="54" height="54" viewBox="0 0 54 54" fill="none" style="margin-bottom:14px;">
<defs>
<linearGradient id="firefly_v3_footer" x1="8" y1="6" x2="46" y2="48" gradientUnits="userSpaceOnUse">
<stop stop-color="#C084FC"/>
<stop offset=".55" stop-color="#60A5FA"/>
<stop offset="1" stop-color="#F472B6"/>
</linearGradient>
</defs>
<circle cx="27" cy="27" r="20" stroke="url(#firefly_v3_footer)" stroke-width="2" opacity=".35">
<animate attributeName="r" values="17;22;17" dur="3s" repeatCount="indefinite"/>
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<path d="M27 8L32 20L45 22L35.5 31L38 44L27 37L16 44L18.5 31L9 22L22 20L27 8Z" stroke="url(#firefly_v3_footer)" stroke-width="2.3" stroke-linejoin="round">
<animate attributeName="opacity" values=".7;1;.7" dur="2.4s" repeatCount="indefinite"/>
</path>
</svg>

<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>

</div>

</div>

</div>