Modelpublic

AmixDigital/Laguna-S-2.1-Uncensored-oQ4e

sourceHugging Faceopenmdw-1.1updated 1mo agoView on Hugging Face

2likes391downloads

Model Card

<header style="margin: 0 0 36px; padding: clamp(30px, 5vw, 44px); border: 1px solid light-dark(#D7B5EC, #6D2999); border-radius: 28px; background: linear-gradient(135deg, light-dark(#F4EBFE, #210630) 0%, light-dark(#FCF8FF, #16041F) 56%, light-dark(#DA9DFD, #3E0080) 145%); box-shadow: inset 0 1px 0 light-dark(rgba(255,255,255,.78), rgba(255,255,255,.10)), 0 18px 50px light-dark(rgba(62,0,128,.16), rgba(0,0,0,.34));"> <div style="display: flex; flex-wrap: wrap; align-items: center; justify-content: space-between; gap: 10px; margin-bottom: 18px;"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .12em; text-transform: uppercase;">Community quantization · Apple Silicon</span> </div> <h1 style="max-width: 760px; margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(30px, 4.6vw, 40px); line-height: 1.04; letter-spacing: -.04em;">Laguna-S-2.1-Uncensored-oQ4e</h1> <p style="max-width: 58ch; margin: 16px 0 0; color: light-dark(#6C5A76, #CDBCD6); font-size: clamp(17px, 2.1vw, 20px); line-height: 1.55; letter-spacing: -.008em;">An independent mixed-precision MLX edition for local software development and agentic coding on Apple Silicon.</p> <div style="display: flex; flex-wrap: wrap; gap: 0; margin-top: 22px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);"> <div style="flex: 1 1 132px; min-width: 0; padding: 13px 12px 13px 0;"><strong style="display: block; color: light-dark(#23052F, #FFFFFF); font-size: 16px;">118B / ~8B active</strong><span style="color: light-dark(#6C5A76, #CDBCD6); font-size: 12px;">Mixture of Experts</span></div> <div style="flex: 1 1 132px; min-width: 0; padding: 13px 12px; border-left: 1px solid light-dark(#E6D6F2, #3A1E50);"><strong style="display: block; color: light-dark(#23052F, #FFFFFF); font-size: 16px;">oQ4e</strong><span style="color: light-dark(#6C5A76, #CDBCD6); font-size: 12px;">Mixed precision</span></div> <div style="flex: 1 1 132px; min-width: 0; padding: 13px 12px; border-left: 1px solid light-dark(#E6D6F2, #3A1E50);"><strong style="display: block; color: light-dark(#23052F, #FFFFFF); font-size: 16px;">63.017 GiB</strong><span style="color: light-dark(#6C5A76, #CDBCD6); font-size: 12px;">13 MLX shards</span></div> <div style="flex: 1 1 132px; min-width: 0; padding: 13px 0 13px 12px; border-left: 1px solid light-dark(#E6D6F2, #3A1E50);"><strong style="display: block; color: light-dark(#23052F, #FFFFFF); font-size: 16px;">128 GB tested</strong><span style="color: light-dark(#6C5A76, #CDBCD6); font-size: 12px;">M4 Max · macOS</span></div> </div> </header>

<nav aria-label="Model card sections" style="display: flex; flex-wrap: wrap; gap: 8px 18px; margin: -10px 0 36px; padding: 0 4px 18px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); font-size: 13px; font-weight: 700;"> <a href="#about-this-release" style="color: light-dark(#7A21B5, #E3B6FF); text-decoration: none;">Overview</a> <a href="#model-details" style="color: light-dark(#7A21B5, #E3B6FF); text-decoration: none;">Model</a> <a href="#transformation-details" style="color: light-dark(#7A21B5, #E3B6FF); text-decoration: none;">Build</a> <a href="#usage" style="color: light-dark(#7A21B5, #E3B6FF); text-decoration: none;">Usage</a> <a href="#evaluation-and-performance" style="color: light-dark(#7A21B5, #E3B6FF); text-decoration: none;">Evaluation</a> <a href="#uncensored-behavior-and-safety" style="color: light-dark(#7A21B5, #E3B6FF); text-decoration: none;">Safety</a> <a href="#license-and-responsible-use" style="color: light-dark(#7A21B5, #E3B6FF); text-decoration: none;">License</a> </nav>

<section id="about-this-release" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">01 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">About This Release</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px);"> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0 0 14px;"><strong style="color: light-dark(#7A21B5, #E3B6FF);">Laguna-S-2.1-Uncensored-oQ4e</strong> is an independent MLX oQ level 4 enhanced quantization of <a href="https://huggingface.co/SC117/Laguna-S-2.1-Uncensored" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">SC117/Laguna-S-2.1-Uncensored</a>. The original ancestor is <a href="https://huggingface.co/poolside/Laguna-S-2.1" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">poolside/Laguna-S-2.1</a>.</p> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0 0 12px;">The release targets local software-development and agentic-coding workloads on Apple Silicon while retaining the direct source's uncensored behavior and native thinking configuration.</p> <ol style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0; padding-left: 22px;"> <li style="margin-bottom: 7px;"><strong>Source behavior:</strong> inherited from the SC117 derivative; no new behavior edit was performed by <a href="https://huggingface.co/AmixDigital" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">AmixDigital</a>.</li> <li style="margin-bottom: 7px;"><strong>Published artifact:</strong> 13 MLX Safetensors shards produced through the <a href="https://github.com/jundot/omlx" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">oMLX</a> graphical interface.</li> <li><strong>Optional acceleration:</strong> <a href="https://huggingface.co/poolside/Laguna-S-2.1-DFlash" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">DFlash</a> is paired at runtime and is not merged into these weights.</li> </ol> </div> </section>

<section id="important-notices" style="margin: 0 0 18px; overflow: hidden; border: 1px solid light-dark(#FFE27A, #6B4E00); border-radius: 14px; background: light-dark(#FFF9E8, #30240E); box-shadow: 0 5px 16px light-dark(rgba(141,99,0,.06), rgba(0,0,0,.24));"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 15px 18px; border-bottom: 1px solid light-dark(#FFE27A, #6B4E00);"> <span style="color: light-dark(#8D6300, #FFE27A); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em; text-transform: uppercase;">Notice</span> <h2 style="margin: 0; color: light-dark(#6B4E00, #FFE27A); font-size: clamp(19px, 2.7vw, 23px); line-height: 1.2; letter-spacing: -.02em;">Important Notices</h2> </div> <div style="padding: clamp(20px, 3.5vw, 26px); color: light-dark(#6B4E00, #FFE27A);"> <ul style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0 0 16px; padding-left: 22px;"> <li style="margin-bottom: 7px;">This is a community quantization, not an official release by Poolside or SC117.</li> <li style="margin-bottom: 7px;">No independent benchmark suite or long-context evaluation has been completed for this release.</li> <li style="margin-bottom: 7px;">Only the documented 128 GB test environment has been validated; minimum memory is unmeasured.</li> <li>No <a href="https://huggingface.co/poolside/Laguna-S-2.1-DFlash" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">DFlash draft weights</a> are included.</li> </ul> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0; padding: 12px 14px; border-radius: 8px; background: light-dark(#FFFFFF, #120718); color: light-dark(#6B4E00, #FFE27A);"><strong>Upstream results are not quantization results.</strong> Refusal and divergence measurements reported by SC117 were not rerun here and must not be attributed to these MLX artifacts.</p> </div> </section>

<section id="uncensored-warning" style="margin: 0 0 30px; overflow: hidden; border: 1px solid light-dark(#F1B0B7, #71333D); border-radius: 14px; background: light-dark(#FFF0F2, #32151B); box-shadow: 0 5px 16px light-dark(rgba(198,63,77,.06), rgba(0,0,0,.24));"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 15px 18px; border-bottom: 1px solid light-dark(#F1B0B7, #71333D);"> <span style="color: light-dark(#C63F4D, #FF8D98); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em; text-transform: uppercase;">Audience warning</span> <h2 style="margin: 0; color: light-dark(#8C2B36, #FF8D98); font-size: clamp(19px, 2.7vw, 23px); line-height: 1.2; letter-spacing: -.02em;">Uncensored Behavior and Safety</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px); color: light-dark(#8C2B36, #FF8D98);"> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0;">The direct source reduces refusal behavior through an upstream <a href="https://github.com/wuwangzhang1216/abliterix" style="color: light-dark(#8C2B36, #FF8D98); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">Abliterix</a>-based modification. It may generate harmful, explicit, biased, illegal, misleading, or otherwise unsafe content. This release is not suitable for all audiences.</p> </div> </section>

<section id="model-details" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">02 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">Model Details</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px);"> <div style="overflow-x: auto; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 10px;"> <table style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; width: 100%; border-collapse: collapse; table-layout: fixed; background: light-dark(#FFFFFF, #120718);"> <tbody> <tr><th scope="row" style="width: 31%; padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Architecture</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">Laguna Mixture-of-Experts, text-to-text</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Parameters</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">118B total; approximately 8B active per token upstream</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Layers</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">48</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Experts</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">256 routed + 1 shared, top-10 routing</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Context</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">Configured up to 1,048,576 tokens; not long-context tested here</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Quantization</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">oQ level 4 enhanced, MLX affine mixed precision</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Weights</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">63.017 GiB · 13 shards</td></tr> <tr><th scope="row" style="padding: 12px 14px; background: light-dark(#F5ECFB, #2A153A); text-align: left;">State</th><td style="padding: 12px 14px;">Quantized target weights; optional draft distributed separately</td></tr> </tbody> </table> </div> <h3 style="margin: 26px 0 12px; color: light-dark(#23052F, #FFFFFF); font-size: 17px;">Repository Files</h3> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 15px; line-height: 1.6; max-width: 72ch; margin: 0 0 14px; color: light-dark(#6C5A76, #CDBCD6);">The table groups related files while covering every functional artifact in this repository.</p> <div role="region" aria-label="Scrollable repository file inventory" tabindex="0" style="overflow-x: auto; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 10px;"> <table style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; width: 100%; min-width: 760px; border-collapse: collapse; background: light-dark(#FFFFFF, #120718); font-size: 14px; line-height: 1.5;"> <thead><tr style="background: light-dark(#F5ECFB, #2A153A); color: light-dark(#33213D, #FAF4FF);"><th scope="col" style="padding: 11px 12px; text-align: left;">File</th><th scope="col" style="padding: 11px 12px; text-align: left;">Purpose</th><th scope="col" style="padding: 11px 12px; text-align: left;">Required by</th><th scope="col" style="padding: 11px 12px; text-align: left;">Notes</th></tr></thead> <tbody> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);"><code>model-00001-of-00013.safetensors</code> … <code>model-00013-of-00013.safetensors</code></td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Quantized target weights</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">MLX runtime</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">13 shards · 63.017 GiB</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);"><code>model.safetensors.index.json</code></td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Tensor-to-shard index</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">MLX loader · Hugging Face</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Includes verified conceptual parameter metadata</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);"><code>config.json</code></td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Architecture and quantization configuration</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">MLX · oMLX</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Laguna custom code · affine mixed precision</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);"><code>configurationlaguna.py</code> · <code>modelinglaguna.py</code></td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Custom Laguna implementation</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Custom-code loaders</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Carry Apache-2.0 notices</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);"><code>tokenizer.json</code> · <code>tokenizerconfig.json</code> · <code>specialtokensmap.json</code></td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Tokenizer data and settings</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Prompt encoding and decoding</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Inherited from the direct source</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);"><code>chattemplate.jinja</code></td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Chat, thinking, and tool-message formatting</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Conversational inference</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Native thinking remains enabled by default</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);"><code>generationconfig.json</code></td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Generation defaults and companion reference</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">oMLX runtime</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">DFlash remains external and optional</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);"><code>oqimatrix_report.json</code></td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Machine-readable calibration evidence</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Quantization audit</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Personal cache path redacted; limitations retained</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);"><code>LICENSE</code> · <code>LICENSE-APACHE-2.0</code></td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Redistribution terms</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Recipients and redistributors</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">OpenMDW-1.1 materials · Apache-2.0-noticed code</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);"><code>README.md</code> · <code>.gitattributes</code></td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Model card and Hub storage rules</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Hugging Face Hub</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">English Lumen card · LFS tracking</td></tr> </tbody> </table> </div> </div> </section>

<section id="provenance-and-lineage" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">03 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">Provenance and Lineage</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px);"> <ol style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0; padding-left: 22px;"> <li style="margin-bottom: 10px;"><strong>Published artifact:</strong> this repository's MLX oQ4e quantized target weights, prepared by AmixDigital.</li> <li style="margin-bottom: 10px;"><strong>Direct source:</strong> <a href="https://huggingface.co/SC117/Laguna-S-2.1-Uncensored/tree/0e9c665de4345800bbf4978e87d8c8ad714b4093" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">SC117/Laguna-S-2.1-Uncensored at revision 0e9c665</a>.</li> <li><strong>Original ancestor:</strong> <a href="https://huggingface.co/poolside/Laguna-S-2.1/tree/00af5a51782109b587a3b3bbf11875e566036fa7" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">poolside/Laguna-S-2.1 at revision 00af5a5</a>.</li> </ol> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 16px 0 0; padding: 12px 14px; border-radius: 8px; background: light-dark(#F7EDFF, #27103B); color: light-dark(#33213D, #FAF4FF);">The optional DFlash draft is a runtime companion—not an ancestor, source checkpoint, or component of the published weights.</p> </div> </section>

<section id="transformation-details" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">04 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">Transformation Details</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px);"> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0 0 14px;"><strong>Upstream modification.</strong> SC117 describes the direct source as an Abliterix Trial 16 behavior edit of Poolside's BF16 model, including a LoRA merge, MoE router adjustments, and restoration of the default thinking template. This work was not performed by AmixDigital.</p> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0 0 16px;"><strong>MLX quantization.</strong> The published artifacts were created through the graphical interface of <a href="https://github.com/jundot/omlx" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">oMLX 0.5.4</a>. No CLI quantization command was used.</p> <div style="overflow-x: auto; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 10px;"> <table style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; width: 100%; border-collapse: collapse; table-layout: fixed;"> <tbody> <tr><th scope="row" style="width: 35%; padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Quantization</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">MLX affine mixed precision; 4-bit group-size-64 default with 5-, 6-, and 8-bit overrides</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Effective storage</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">Approximately 4.605 bits per conceptual parameter, calculated from 67,664,427,590 weight bytes and 117,561,977,600 parameters</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Stored dtypes</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">BF16 tensor values and U32 packed quantization data in Safetensors</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Precision overrides</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">386 configured tensor overrides: 105 at 5-bit, 1 at 6-bit, and 280 at 8-bit; 245 use group size 64 and 141 use group size 128</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Highest-precision tensors</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);"><code style="padding: 1px 5px; border-radius: 4px; background: light-dark(#F5ECFB, #2A153A); color: light-dark(#24122F, #FAF4FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: .9em;">lmhead</code> and <code style="padding: 1px 5px; border-radius: 4px; background: light-dark(#F5ECFB, #2A153A); color: light-dark(#24122F, #FAF4FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: .9em;">model.embedtokens</code> are configured at 8-bit, group size 64</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Calibration preset</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);"><code style="padding: 1px 5px; border-radius: 4px; background: light-dark(#F5ECFB, #2A153A); color: light-dark(#24122F, #FAF4FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: .9em;">oqecodemultilingual</code></td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Collection</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">1,024 processed samples · sequence length 512</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Expert coverage</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">36,084 / 36,096 routes activated · 12 zero-count experts</td></tr> <tr><th scope="row" style="padding: 12px 14px; background: light-dark(#F5ECFB, #2A153A); text-align: left;">Report status</th><td style="padding: 12px 14px;"><code style="padding: 1px 5px; border-radius: 4px; background: light-dark(#F5ECFB, #2A153A); color: light-dark(#24122F, #FAF4FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: .9em;">coveragesufficient: false</code> · <code style="padding: 1px 5px; border-radius: 4px; background: light-dark(#F5ECFB, #2A153A); color: light-dark(#24122F, #FAF4FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: .9em;">collectionsufficient: false</code></td></tr> </tbody> </table> </div> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 16px 0 0; padding: 12px 14px; border-left: 4px solid light-dark(#8D6300, #FFE27A); border-radius: 6px; background: light-dark(#FFF9E8, #30240E); color: light-dark(#6B4E00, #FFE27A);"><strong>Calibration limitation:</strong> the imatrix did not activate every expert route. The maintainer reports that oMLX used a quantized proxy because the BF16 source did not fit in available unified memory.</p> </div> </section>

<section id="requirements-and-compatibility" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">05 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">Requirements and Compatibility</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px);"> <div style="overflow-x: auto; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 10px;"> <table style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; width: 100%; border-collapse: collapse; table-layout: fixed;"> <tbody> <tr><th scope="row" style="width: 34%; padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">macOS</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">26.5.2 · tested</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Apple Silicon</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">MacBook Pro, M4 Max, 16-core CPU · tested</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Unified memory</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">128 GB · tested and recommended</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">Observed memory</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">Approximately 70 GB or less · maintainer observation, not instrumented</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;">oMLX</th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">0.5.4 · tested</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;"><code style="padding: 1px 5px; border-radius: 4px; background: light-dark(#F5ECFB, #2A153A); color: light-dark(#24122F, #FAF4FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: .9em;">mlx-lm</code></th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">0.31.3 · installed in test environment</td></tr> <tr><th scope="row" style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#F5ECFB, #2A153A); text-align: left;"><code style="padding: 1px 5px; border-radius: 4px; background: light-dark(#F5ECFB, #2A153A); color: light-dark(#24122F, #FAF4FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: .9em;">mlx-vlm</code></th><td style="padding: 12px 14px; border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50);">0.6.3 · installed in test environment</td></tr> <tr><th scope="row" style="padding: 12px 14px; background: light-dark(#F5ECFB, #2A153A); text-align: left;">MLX core</th><td style="padding: 12px 14px;">Exact version not recorded</td></tr> </tbody> </table> </div> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 14px 0 0; color: light-dark(#6C5A76, #CDBCD6);">Minimum unified memory has not been measured. Disk size alone is not a safe minimum-memory estimate.</p> </div> </section>

<section id="usage" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">06 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">Usage</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px);"> <h3 style="margin: 0 0 12px; color: light-dark(#23052F, #FFFFFF); font-size: 16px;">Verified oMLX workflow</h3> <ol style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0; padding-left: 22px;"> <li style="margin-bottom: 8px;">Add the obtained model directory to oMLX 0.5.4.</li> <li style="margin-bottom: 8px;">Load the model on a compatible Apple Silicon Mac.</li> <li style="margin-bottom: 8px;">Keep thinking enabled when the task benefits from reasoning.</li> <li>Run a short software-development prompt before increasing context or enabling optional acceleration.</li> </ol> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 16px 0 0;">The maintainer's smoke test requested a landing-page implementation. The model loaded successfully, produced a coherent result, and exposed thinking behavior.</p> <div id="prompting-thinking-and-tool-use" style="margin-top: 18px; padding: 12px 14px; border-radius: 8px; background: light-dark(#F7EDFF, #27103B); color: light-dark(#33213D, #FAF4FF);"> <h3 style="margin: 0 0 7px; font-size: 16px;">Prompting, Thinking and Tool Use</h3> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0;">The chat template defaults <code style="padding: 1px 5px; border-radius: 4px; background: light-dark(#F5ECFB, #2A153A); color: light-dark(#24122F, #FAF4FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: .9em;">enable_thinking</code> to true. Thinking was observed, but tool calling was not tested on this quantization.</p> </div> </div> </section>

<section id="acceleration-and-companion-models" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">07 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">Acceleration and Companion Models</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px);"> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0 0 12px;">This target can be paired with the separately distributed <a href="https://huggingface.co/poolside/Laguna-S-2.1-DFlash" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">poolside/Laguna-S-2.1-DFlash</a> draft. <a href="https://arxiv.org/abs/2602.06036" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">DFlash</a> proposes token blocks that the target verifies; it does not replace or modify the target weights.</p> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0 0 18px;"><a href="https://huggingface.co/poolside/Laguna-S-2.1-DFlash" style="display: inline-block; padding: 10px 14px; border: 1px solid light-dark(#D6A7FF, #5D1A8D); border-radius: 10px; background: light-dark(#F7EDFF, #27103B); color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: none;">Open the DFlash companion repository →</a></p> <ol style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0 0 12px; padding-left: 22px;"> <li style="margin-bottom: 7px;">Obtain the official draft repository separately.</li> <li style="margin-bottom: 7px;">Enable DFlash in the target's oMLX settings.</li> <li>Select the draft directory and reload the target.</li> </ol> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0; color: light-dark(#6C5A76, #CDBCD6);">Runtime pairing was completed in oMLX 0.5.4. Throughput, acceptance rate, equivalence, and long-context behavior were not measured; no acceleration factor is claimed.</p> </div> </section>

<section id="evaluation-and-performance" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">08 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">Evaluation and Performance</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px);"> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0 0 16px; padding: 12px 14px; border-radius: 8px; background: light-dark(#FFF9E8, #30240E); color: light-dark(#8D6300, #FFE27A);"><strong>No independent benchmark suite has been completed for this release.</strong></p> <div style="overflow-x: auto; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 10px;"> <table style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; width: 100%; border-collapse: collapse; table-layout: fixed;"> <thead><tr style="background: light-dark(#F5ECFB, #2A153A); color: light-dark(#33213D, #FAF4FF);"><th scope="col" style="padding: 11px 12px; text-align: left;">Check</th><th scope="col" style="padding: 11px 12px; text-align: left;">Result</th><th scope="col" style="padding: 11px 12px; text-align: left;">Limit</th></tr></thead> <tbody> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Model load</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Successful</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">One Mac configuration</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Generation</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Coherent landing page</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Single qualitative prompt</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Thinking</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Observed</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">No structured evaluation</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Tool calling</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Not tested</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Inherited configuration only</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Long context</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Not tested</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Configured maximum unvalidated</td></tr> <tr><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">DFlash</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Runtime pairing completed</td><td style="padding: 10px 12px; border-top: 1px solid light-dark(#E6D6F2, #3A1E50);">Speed and acceptance unmeasured</td></tr> </tbody> </table> </div> <p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 14px 0 0; color: light-dark(#6C5A76, #CDBCD6);">Benchmarks from Poolside or SC117 describe their own artifacts and must not be interpreted as measurements of this quantization.</p> </div> </section>

<section id="intended-uses" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">09 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">Intended Uses</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px);"><ul style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0; padding-left: 22px;"><li style="margin-bottom: 8px;">Local software development and code-oriented assistance on compatible Apple Silicon Macs.</li><li style="margin-bottom: 8px;">Agentic-coding experiments with human review and constrained tool permissions.</li><li>General text generation where unvalidated general-purpose quality is understood.</li></ul></div> </section>

<section id="out-of-scope-uses" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">10 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">Out-of-Scope Uses</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px); color: light-dark(#8C2B36, #FF8D98);"><ul style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0; padding-left: 22px;"><li style="margin-bottom: 8px;">Unsupervised high-stakes medical, legal, financial, employment, safety, or infrastructure decisions.</li><li style="margin-bottom: 8px;">Autonomous destructive tool execution without sandboxing, review, and recovery controls.</li><li style="margin-bottom: 8px;">Uses that violate law, rights, license terms, or platform policies.</li><li>Claims of Windows, Linux, CUDA, GGUF, vLLM, or server-GPU compatibility.</li></ul></div> </section>

<section id="risks-biases-and-limitations" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">11 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">Risks, Biases and Limitations</h2> </div> <div style="padding: clamp(20px, 3.5vw, 26px); color: light-dark(#33213D, #FAF4FF);"><ul style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0; padding-left: 22px;"><li style="margin-bottom: 8px;">Uncensored output may be harmful, explicit, biased, fabricated, or unsafe.</li><li style="margin-bottom: 8px;">Quantization may add variance or degradation beyond upstream limitations.</li><li style="margin-bottom: 8px;">Twelve of 36,096 expert routes were not activated during calibration.</li><li style="margin-bottom: 8px;">Quality, tool use, long context, minimum memory, and general stability remain unmeasured.</li><li>Custom model code requires security review before remote-code execution.</li></ul></div> </section>

<section id="recommendations-and-mitigations" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">12 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">Recommendations and Mitigations</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px);"><ul style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0; padding-left: 22px;"><li style="margin-bottom: 8px;">Evaluate the exact model and prompts before deployment.</li><li style="margin-bottom: 8px;">Keep human review for code changes, tool use, and consequential outputs.</li><li style="margin-bottom: 8px;">Sandbox generated code and restrict credentials and filesystem access.</li><li style="margin-bottom: 8px;">Apply access controls and content filtering where necessary.</li><li>Start with short contexts and monitor memory pressure on untested hardware.</li></ul></div> </section>

<section id="license-and-responsible-use" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">13 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">License and Responsible Use</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px);"><p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0 0 12px;">The published Model Materials are distributed under the <a href="https://openmdw.ai/license/1-1/" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">OpenMDW-1.1 License</a>. The complete inherited agreement is included as <a href="https://huggingface.co/AmixDigital/Laguna-S-2.1-Uncensored-oQ4e/blob/main/LICENSE" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;"><code>LICENSE</code></a>. Redistribution must retain the agreement and applicable copyright and origin notices.</p><p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0 0 12px;">The redistributed Python implementation files also carry Apache-2.0 notices. A complete copy is included as <a href="https://huggingface.co/AmixDigital/Laguna-S-2.1-Uncensored-oQ4e/blob/main/LICENSE-APACHE-2.0" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;"><code>LICENSE-APACHE-2.0</code></a>.</p><p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0; color: light-dark(#6C5A76, #CDBCD6);">Users remain responsible for third-party rights, applicable law, and determining whether the model and its outputs are appropriate for a particular use. AmixDigital and the maintainers are not responsible for illegal, abusive, or otherwise unauthorized uses of the model or its outputs.</p></div> </section>

<section id="acknowledgements" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">14 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">Acknowledgements</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px);"><ul style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0; padding-left: 22px;"><li style="margin-bottom: 8px;"><a href="https://poolside.ai/" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">Poolside</a> for the original Laguna S 2.1 and official DFlash companion.</li><li style="margin-bottom: 8px;"><a href="https://huggingface.co/SC117" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">SC117</a> for the direct uncensored source and behavior-edit provenance.</li><li style="margin-bottom: 8px;"><a href="https://github.com/wuwangzhang1216/abliterix" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">Abliterix contributors</a> for the upstream behavior-edit method.</li><li><a href="https://github.com/jundot/omlx" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">oMLX contributors</a> for MLX serving and oQ quantization tooling.</li></ul></div> </section>

<section id="model-card-contact" style="margin: 0 0 36px; overflow: hidden; border: 1px solid light-dark(#E6D6F2, #3A1E50); border-radius: 20px; background: light-dark(#FFFFFF, #120718);"> <div style="display: flex; flex-wrap: wrap; align-items: baseline; gap: 10px 14px; padding: 18px 22px; border-top: 2px solid light-dark(#A900F4, #DA9DFD); border-bottom: 1px solid light-dark(#E6D6F2, #3A1E50); background: light-dark(#FCF8FF, #21102E);"> <span style="color: light-dark(#7A21B5, #E3B6FF); font-family: 'SFMono-Regular', Consolas, monospace; font-size: 11px; font-weight: 700; letter-spacing: .14em;">15 / 15</span> <h2 style="margin: 0; color: light-dark(#23052F, #FFFFFF); font-size: clamp(18px, 2.4vw, 22px); line-height: 1.15; letter-spacing: -.024em;">Model Card Contact</h2> </div> <div style="padding: clamp(26px, 4.2vw, 36px);"><p style="font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; font-size: 16px; line-height: 1.65; max-width: 72ch; margin: 0;">Contact <a href="https://huggingface.co/AmixDigital" style="color: light-dark(#7A21B5, #E3B6FF); font-weight: 700; text-decoration: underline; text-underline-offset: 3px;">AmixDigital on Hugging Face</a> or open a discussion in this model repository to report an error or propose a correction.</p></div> </section>

<footer style="padding: 26px 0 8px; border-top: 1px solid light-dark(#D5C0E1, #4A2D62); color: light-dark(#6C5A76, #CDBCD6); font-family: Georgia, 'Times New Roman', serif; font-size: 16px; line-height: 1.68;">This is an independent community quantization. It is not an official release by, affiliated with, or endorsed by Poolside or SC117. All upstream models, methods, names, and trademarks remain the property of their respective owners.</footer> </main>