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Model: orcarouter/Qwen3.8-Flash-Next-Uncensored-NVFP4

Earlier snapshot Snapshot #716 Repository revision 38efbff (opens in a new tab) Recorded at 18 Sep 2026, 06:46 UTC Unchanged through 01 Oct 2026, 12:06 UTC
Later snapshot Snapshot #5884 Repository revision cddc6ec (opens in a new tab) Recorded at 02 Oct 2026, 06:54 UTC Unchanged through 11 Oct 2026, 23:55 UTC

Summary

Licence

Unchanged

No change

Apache-2.0 Apache-2.0

PinDiff reports the declared licence and licence files. It does not interpret licence terms.

Evidence · Observed by PinDiff

Earlier
Snapshot #716 · revision 38efbff · Recorded at 18 Sep 2026, 06:46 UTC
Later
Snapshot #5884 · revision cddc6ec · Recorded at 02 Oct 2026, 06:54 UTC
Source
Licence tag declared in the model card metadata, observed via the Hugging Face API; licence file hashes from the repository file manifest.

Weights

Unchanged

No change

Evidence · Observed by PinDiff

Earlier
Snapshot #716 · revision 38efbff · Recorded at 18 Sep 2026, 06:46 UTC
Later
Snapshot #5884 · revision cddc6ec · Recorded at 02 Oct 2026, 06:54 UTC
Source
Weight file hashes and sizes from the repository file manifest (Git LFS SHA256 where available). Weight files are not downloaded.

Remote code / configuration

Unchanged

No change

Remote code Not stored Not stored

config.json Unchanged

generation_config.json Unchanged

Evidence · Observed by PinDiff

Earlier
Snapshot #716 · revision 38efbff · Recorded at 18 Sep 2026, 06:46 UTC
Later
Snapshot #5884 · revision cddc6ec · Recorded at 02 Oct 2026, 06:54 UTC
Source
Stored config.json and generation_config.json at each revision (trust_remote_code / auto_map), and Python file hashes from the repository file manifest.

Access / gating

Unchanged

No change

Gated Gated

Evidence · Observed by PinDiff

Earlier
Snapshot #716 · revision 38efbff · Recorded at 18 Sep 2026, 06:46 UTC
Later
Snapshot #5884 · revision cddc6ec · Recorded at 02 Oct 2026, 06:54 UTC
Source
Gated and private flags observed via the Hugging Face API.

Model card

Changed

Model card modified (1 section)

Introduction Changed +16 −0

Diff

⋯ 7 unchanged lines
 
  <p><em>NVFP4 (4-bit) weight quantization of the abliterated (refusal-removed) Qwen3.8-Flash-Next &mdash; for Blackwell + vLLM</em></p>
 
Added: +
Added: + <!-- orcacyber-promo:start -->
Added: + <table>
Added: + <tr>
Added: + <td width="150" style="vertical-align: middle;">
Added: + <div align="center"><a href="https://www.orcarouter.ai/models/orca/orcacyber-zero-1.0"><img src="https://www.orcarouter.ai/orca-logo-classic.png" width="90" alt="OrcaCyber Zero 1.0"></a></div>
Added: + </td>
Added: + <td>
Added: + <p>🛡️ <strong>New from Orca &mdash; <a href="https://www.orcarouter.ai/models/orca/orcacyber-zero-1.0">OrcaCyber Zero 1.0</a></strong></p>
Added: + <p>Post-trained for cybersecurity: vulnerability analysis, vulnerability reproduction, red teaming &amp; offensive-security research. <strong>98.07% pass@1 on CyberGym Level&nbsp;1</strong> &middot; 1M context &middot; function calling &middot; OpenAI-compatible API.</p>
Added: + <p><a href="https://www.orcarouter.ai/models/orca/orcacyber-zero-1.0"><img src="https://img.shields.io/badge/Try%20it%20on%20OrcaRouter%20%E2%86%92-FF6A00?style=for-the-badge&amp;labelColor=0B1F3A" alt="Try it on OrcaRouter"></a></p>
Added: + </td>
Added: + </tr>
Added: + </table>
Added: + <!-- orcacyber-promo:end -->
Added: +
  <p>
  <a href="https://www.orcarouter.ai"><img src="https://img.shields.io/badge/Website-orcarouter.ai-1E6FEB" alt="Website"></a>
  <a href="https://www.orcarouter.ai/models"><img src="https://img.shields.io/badge/OrcaRouter-Model%20Catalog-2EA043" alt="Model Catalog"></a>

Before

<div align="center">

<a href="https://www.orcarouter.ai" target="_blank">
  <img src="https://www.orcarouter.ai/orca-logo-classic.png" alt="OrcaRouter" width="110">
</a>

<h1>Qwen3.8-Flash-Next-Uncensored-NVFP4</h1>

<p><em>NVFP4 (4-bit) weight quantization of the abliterated (refusal-removed) Qwen3.8-Flash-Next &mdash; for Blackwell + vLLM</em></p>

<p>
<a href="https://www.orcarouter.ai"><img src="https://img.shields.io/badge/Website-orcarouter.ai-1E6FEB" alt="Website"></a>
<a href="https://www.orcarouter.ai/models"><img src="https://img.shields.io/badge/OrcaRouter-Model%20Catalog-2EA043" alt="Model Catalog"></a>
<a href="https://www.apache.org/licenses/LICENSE-2.0"><img src="https://img.shields.io/badge/License-Apache%202.0-4C8BF5" alt="License"></a>
<img src="https://img.shields.io/badge/Format-NVFP4%20(compressed--tensors)-00A67E" alt="NVFP4">
<img src="https://img.shields.io/badge/Experts-FP4-FF8800" alt="FP4">
<img src="https://img.shields.io/badge/Attention-FP8-9B59B6" alt="FP8">
<img src="https://img.shields.io/badge/GPU-Blackwell-E67E22" alt="Blackwell">
</p>

<p><strong>One Gateway. Every Model.</strong> &mdash; Route Smarter &middot; Ship Safer &middot; Spend Less.</p>

<p>
<a href="https://www.orcarouter.ai">Website</a> &middot;
<a href="https://www.orcarouter.ai/models">Model Catalog</a> &middot;
<a href="https://github.com/Continuum-AI-Corp">GitHub</a> &middot;
<a href="https://discord.gg/yAh6Tex6kx">Discord</a> &middot;
<a href="https://x.com/OrcaRouter">X</a>
</p>

</div>

---

> **NVFP4 weight quantization** of the **abliterated** (refusal-removed) build of Qwen's
> [`Qwen3.8-Flash-Next`](https://huggingface.co/Qwen/Qwen3.8-Flash-Next) &mdash; a large
> **Mixture-of-Experts** (512 experts, 10 routed + 1 shared active) preview of the **Qwen4 architecture**
> (`qwen4_exp`): Gated DeltaNet linear attention + Qwen Sparse Attention (QSA), HyperConnections, PLE
> n-gram embeddings, native vision-language, reasoning, and tool-calling. The **MoE expert weights are
> quantized to NVFP4 (4-bit, NVIDIA FP4 E2M1, group-16 + FP8 block scales)** and attention/shared-expert
> weights to **FP8**, cutting the model from ~330 GB (bf16) to **~178 GB** while keeping full-precision
> paths where they matter. Browse all models in the [OrcaRouter Model Catalog](https://www.orcarouter.ai/models).

---

After

<div align="center">

<a href="https://www.orcarouter.ai" target="_blank">
  <img src="https://www.orcarouter.ai/orca-logo-classic.png" alt="OrcaRouter" width="110">
</a>

<h1>Qwen3.8-Flash-Next-Uncensored-NVFP4</h1>

<p><em>NVFP4 (4-bit) weight quantization of the abliterated (refusal-removed) Qwen3.8-Flash-Next &mdash; for Blackwell + vLLM</em></p>


<!-- orcacyber-promo:start -->
<table>
<tr>
<td width="150" style="vertical-align: middle;">
<div align="center"><a href="https://www.orcarouter.ai/models/orca/orcacyber-zero-1.0"><img src="https://www.orcarouter.ai/orca-logo-classic.png" width="90" alt="OrcaCyber Zero 1.0"></a></div>
</td>
<td>
<p>🛡️ <strong>New from Orca &mdash; <a href="https://www.orcarouter.ai/models/orca/orcacyber-zero-1.0">OrcaCyber Zero 1.0</a></strong></p>
<p>Post-trained for cybersecurity: vulnerability analysis, vulnerability reproduction, red teaming &amp; offensive-security research. <strong>98.07% pass@1 on CyberGym Level&nbsp;1</strong> &middot; 1M context &middot; function calling &middot; OpenAI-compatible API.</p>
<p><a href="https://www.orcarouter.ai/models/orca/orcacyber-zero-1.0"><img src="https://img.shields.io/badge/Try%20it%20on%20OrcaRouter%20%E2%86%92-FF6A00?style=for-the-badge&amp;labelColor=0B1F3A" alt="Try it on OrcaRouter"></a></p>
</td>
</tr>
</table>
<!-- orcacyber-promo:end -->

<p>
<a href="https://www.orcarouter.ai"><img src="https://img.shields.io/badge/Website-orcarouter.ai-1E6FEB" alt="Website"></a>
<a href="https://www.orcarouter.ai/models"><img src="https://img.shields.io/badge/OrcaRouter-Model%20Catalog-2EA043" alt="Model Catalog"></a>
<a href="https://www.apache.org/licenses/LICENSE-2.0"><img src="https://img.shields.io/badge/License-Apache%202.0-4C8BF5" alt="License"></a>
<img src="https://img.shields.io/badge/Format-NVFP4%20(compressed--tensors)-00A67E" alt="NVFP4">
<img src="https://img.shields.io/badge/Experts-FP4-FF8800" alt="FP4">
<img src="https://img.shields.io/badge/Attention-FP8-9B59B6" alt="FP8">
<img src="https://img.shields.io/badge/GPU-Blackwell-E67E22" alt="Blackwell">
</p>

<p><strong>One Gateway. Every Model.</strong> &mdash; Route Smarter &middot; Ship Safer &middot; Spend Less.</p>

<p>
<a href="https://www.orcarouter.ai">Website</a> &middot;
<a href="https://www.orcarouter.ai/models">Model Catalog</a> &middot;
<a href="https://github.com/Continuum-AI-Corp">GitHub</a> &middot;
<a href="https://discord.gg/yAh6Tex6kx">Discord</a> &middot;
<a href="https://x.com/OrcaRouter">X</a>
</p>

</div>

---

> **NVFP4 weight quantization** of the **abliterated** (refusal-removed) build of Qwen's
> [`Qwen3.8-Flash-Next`](https://huggingface.co/Qwen/Qwen3.8-Flash-Next) &mdash; a large
> **Mixture-of-Experts** (512 experts, 10 routed + 1 shared active) preview of the **Qwen4 architecture**
> (`qwen4_exp`): Gated DeltaNet linear attention + Qwen Sparse Attention (QSA), HyperConnections, PLE
> n-gram embeddings, native vision-language, reasoning, and tool-calling. The **MoE expert weights are
> quantized to NVFP4 (4-bit, NVIDIA FP4 E2M1, group-16 + FP8 block scales)** and attention/shared-expert
> weights to **FP8**, cutting the model from ~330 GB (bf16) to **~178 GB** while keeping full-precision
> paths where they matter. Browse all models in the [OrcaRouter Model Catalog](https://www.orcarouter.ai/models).

---

7 other sections unchanged.

Evidence · Observed by PinDiff

Earlier
Snapshot #716 · revision 38efbff · Recorded at 18 Sep 2026, 06:46 UTC
Later
Snapshot #5884 · revision cddc6ec · Recorded at 02 Oct 2026, 06:54 UTC
Source
README.md at each revision, stored by PinDiff. Sections are compared individually.
Stored file SHA256
df36c2fec371ec1e1b1e8239a1bd6937ca802539929a36b1ef4cc0089ac21700 → 387b4e23b64889db83cc476251dbab7183f40f057b9cb6df054acb7dc1a4683f

Repository status

Changed

Repository revision moved

Earlier
Revision 38efbff (opens in a new tab) · 32 files · 183.54 GB
Later
Revision cddc6ec (opens in a new tab) · 32 files · 183.54 GB

A new revision does not by itself mean files changed; the categories above show what differs.

Evidence · Observed by PinDiff

Earlier
Snapshot #716 · revision 38efbff · Recorded at 18 Sep 2026, 06:46 UTC
Later
Snapshot #5884 · revision cddc6ec · Recorded at 02 Oct 2026, 06:54 UTC
Source
Default-branch head commit observed via the Hugging Face API.

Files

Unchanged

No change

Evidence · Observed by PinDiff

Earlier
Snapshot #716 · revision 38efbff · Recorded at 18 Sep 2026, 06:46 UTC
Later
Snapshot #5884 · revision cddc6ec · Recorded at 02 Oct 2026, 06:54 UTC
Source
File hashes and sizes from the repository file manifest. Weights, licence, configuration, Python and model card files are covered above.

Evidence observed by PinDiff from the Hugging Face API and stored when recorded. PinDiff compares stored metadata, hashes and text files; it does not download weight files. Change events recorded between these snapshots