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<h2>&gt; Quickstart: Free a Model</h2>
<div style="background:#000; padding:16px; border:1px solid var(--border); margin-top:12px; line-height:2; font-size:0.78rem;">
<span style="color:var(--text-dim)"># 1. get the liberation toolkit</span><br>
<span style="color:var(--accent)">$</span> git clone https://github.com/obliteratus-project/OBLITERATUS<br>
<span style="color:var(--accent)">$</span> git clone https://github.com/elder-plinius/OBLITERATUS<br>
<span style="color:var(--accent)">$</span> cd OBLITERATUS<br>
<span style="color:var(--accent)">$</span> pip install -e .<br><br>
<span style="color:var(--text-dim)"># 2. interactive mode (guided liberation)</span><br>
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<div style="margin-bottom:16px; padding:12px; border-left:3px solid var(--yellow); background:rgba(255,183,0,0.03)">
<h4 style="color:var(--yellow); font-size:0.82rem">Concept Cone Geometry <span style="font-size:0.65rem; color:var(--red)">[NOVEL]</span></h4>
<p style="color:var(--text-dim); font-size:0.75rem; margin-top:4px">
Analyzes whether different harm categories (weapons, cyber, drugs, etc.) share a single refusal direction or have distinct mechanisms. Computes cone solid angles, Direction Specificity Index, and polyhedral classification. Based on Gurnee &amp; Nanda (ICML 2025) with novel extensions.
Analyzes whether different harm categories (weapons, cyber, drugs, etc.) share a single refusal direction or have distinct mechanisms. Computes cone solid angles, Direction Specificity Index, and polyhedral classification. Based on Wollschlager et al. (ICML 2025) with novel extensions.
</p>
</div>
<div style="margin-bottom:16px; padding:12px; border-left:3px solid var(--yellow); background:rgba(255,183,0,0.03)">
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<div style="margin-bottom:16px; padding:16px; background:linear-gradient(135deg, rgba(249,171,0,0.08), rgba(249,171,0,0.02)); border:1px solid rgba(249,171,0,0.3); border-radius:6px">
<div style="font-size:0.82rem; font-weight:700; color:var(--yellow); margin-bottom:8px; letter-spacing:0.5px">&#9656; COLAB NOTEBOOK</div>
<div style="display:flex; align-items:center; gap:12px; flex-wrap:wrap">
<a id="colab-link" href="https://colab.research.google.com/github/obliteratus-project/OBLITERATUS/blob/main/notebooks/abliterate.ipynb" target="_blank" rel="noopener"
<a id="colab-link" href="https://colab.research.google.com/github/elder-plinius/OBLITERATUS/blob/main/notebooks/abliterate.ipynb" target="_blank" rel="noopener"
style="display:inline-flex; align-items:center; gap:8px; background:#f9ab00; color:#000; padding:10px 20px; font-weight:700; font-size:0.85rem; text-decoration:none; border-radius:4px; letter-spacing:0.5px; font-family:'Fira Code',monospace">
<img src="https://colab.research.google.com/assets/colab-badge.svg" alt="" style="height:20px; vertical-align:middle">
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