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README.md
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title: README
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sdk: static
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---
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| 1 |
---
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title: README
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| 3 |
+
emoji: 🛡️
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colorFrom: indigo
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colorTo: purple
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sdk: static
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pinned: false
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---
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<div style="max-width: 860px; margin: 0 auto; font-family: system-ui, sans-serif; color: #1a1a2e; padding: 16px;">
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<!-- Header -->
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<div style="text-align: center; padding: 40px 0 28px;">
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<h1 style="font-size: 2rem; font-weight: 700; margin: 0 0 8px;">Inmodel Labs</h1>
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<p style="font-size: 1.05rem; color: #555; max-width: 560px; margin: 0 auto; line-height: 1.6;">
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Building AI agents and tools that work in the real world —
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from code security review to adaptive education.
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</p>
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<div style="margin-top: 16px;">
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<span style="background: #ede9fe; color: #6d28d9; font-size: 0.78rem; font-weight: 600;
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padding: 4px 10px; border-radius: 9999px; margin: 0 4px;">Non-profit</span>
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<span style="background: #dbeafe; color: #1d4ed8; font-size: 0.78rem; font-weight: 600;
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padding: 4px 10px; border-radius: 9999px; margin: 0 4px;">Reinforcement Learning</span>
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<span style="background: #dcfce7; color: #15803d; font-size: 0.78rem; font-weight: 600;
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padding: 4px 10px; border-radius: 9999px; margin: 0 4px;">Agentic AI</span>
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<span style="background: #fef9c3; color: #854d0e; font-size: 0.78rem; font-weight: 600;
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padding: 4px 10px; border-radius: 9999px; margin: 0 4px;">Ed-Tech</span>
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</div>
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</div>
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+
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<hr style="border: none; border-top: 1px solid #e5e7eb; margin: 0 0 36px;" />
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+
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<!-- What we do -->
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<section style="margin-bottom: 40px;">
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<h2 style="font-size: 1.2rem; font-weight: 700; margin-bottom: 12px;">What we build</h2>
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<p style="color: #444; line-height: 1.7; margin: 0;">
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Inmodel Labs is a small non-profit team researching and building open AI systems.
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Our work sits at the intersection of <strong>agentic AI</strong>, <strong>application security</strong>,
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and <strong>adaptive learning</strong>. We believe the best way to improve AI is to put it in
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hard, real-world environments — and measure what happens.
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</p>
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</section>
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<!-- Projects -->
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<section style="margin-bottom: 40px;">
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<h2 style="font-size: 1.2rem; font-weight: 700; margin-bottom: 16px;">Featured Projects</h2>
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<div style="border: 1px solid #e5e7eb; border-radius: 12px; padding: 20px 24px; margin-bottom: 16px;
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background: linear-gradient(135deg, #fafafa 0%, #f3f0ff 100%);">
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<div style="display: flex; align-items: flex-start; gap: 16px;">
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<div style="font-size: 2rem; line-height: 1;">🛡️</div>
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<div>
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<h3 style="margin: 0 0 6px; font-size: 1rem; font-weight: 700;">
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<a href="https://huggingface.co/inmodel/open-env" style="color: #4f46e5; text-decoration: none;">
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OpenEnv — Code Security Review
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</a>
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</h3>
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<p style="margin: 0 0 10px; color: #555; font-size: 0.92rem; line-height: 1.6;">
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A reinforcement learning environment for training AI agents to perform real-world AppSec triage.
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Agents must discover hidden source files and identify vulnerabilities across three difficulty
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levels — built for the <strong>Meta PyTorch OpenEnv Hackathon</strong>.
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</p>
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<div>
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<span style="background: #ede9fe; color: #6d28d9; font-size: 0.74rem; font-weight: 600;
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padding: 3px 8px; border-radius: 9999px; margin-right: 6px;">RL Environment</span>
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<span style="background: #fee2e2; color: #991b1b; font-size: 0.74rem; font-weight: 600;
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padding: 3px 8px; border-radius: 9999px; margin-right: 6px;">Security</span>
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<span style="background: #f3f4f6; color: #374151; font-size: 0.74rem; font-weight: 600;
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padding: 3px 8px; border-radius: 9999px;">Python · JavaScript</span>
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</div>
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</div>
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</div>
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</div>
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+
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<div style="border: 1px solid #e5e7eb; border-radius: 12px; padding: 20px 24px;
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background: linear-gradient(135deg, #fafafa 0%, #ecfdf5 100%);">
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<div style="display: flex; align-items: flex-start; gap: 16px;">
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<div style="font-size: 2rem; line-height: 1;">🎓</div>
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<div>
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<h3 style="margin: 0 0 6px; font-size: 1rem; font-weight: 700;">EduAI — Adaptive Learning Platform</h3>
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<p style="margin: 0 0 10px; color: #555; font-size: 0.92rem; line-height: 1.6;">
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An AI-powered ed-tech platform for students aged 14–22. Features include handwritten test review
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via OCR, an AI tutor chatbot, flashcard generation, personalized study schedules, and live classes —
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with gamification to keep learners engaged.
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</p>
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<div>
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<span style="background: #dcfce7; color: #15803d; font-size: 0.74rem; font-weight: 600;
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padding: 3px 8px; border-radius: 9999px; margin-right: 6px;">Ed-Tech</span>
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<span style="background: #dbeafe; color: #1d4ed8; font-size: 0.74rem; font-weight: 600;
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padding: 3px 8px; border-radius: 9999px; margin-right: 6px;">Agentic AI</span>
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<span style="background: #f3f4f6; color: #374151; font-size: 0.74rem; font-weight: 600;
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padding: 3px 8px; border-radius: 9999px;">Next.js · TypeScript</span>
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</div>
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</div>
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</div>
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</div>
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</section>
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<!-- Baseline Results -->
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<section style="margin-bottom: 40px;">
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<h2 style="font-size: 1.2rem; font-weight: 700; margin-bottom: 14px;">OpenEnv Baseline Results</h2>
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<p style="color: #555; font-size: 0.9rem; margin: 0 0 14px;">
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Evaluated with <code style="background:#f3f4f6; padding: 2px 6px; border-radius:4px;">
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meta-llama/Llama-3.3-70B-Instruct</code>
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</p>
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<table style="width: 100%; border-collapse: collapse; font-size: 0.9rem;">
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<thead>
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<tr style="background: #f9fafb;">
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<th style="text-align:left; padding: 10px 14px; border-bottom: 1px solid #e5e7eb;">Task</th>
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<th style="text-align:left; padding: 10px 14px; border-bottom: 1px solid #e5e7eb;">Difficulty</th>
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<th style="text-align:left; padding: 10px 14px; border-bottom: 1px solid #e5e7eb;">Score</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<td style="padding: 10px 14px; border-bottom: 1px solid #f3f4f6;">
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<code style="font-size:0.82rem;">python-off-by-one</code>
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</td>
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<td style="padding: 10px 14px; border-bottom: 1px solid #f3f4f6; color: #16a34a;">Easy</td>
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<td style="padding: 10px 14px; border-bottom: 1px solid #f3f4f6; font-weight: 700;">0.883</td>
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</tr>
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<tr>
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<td style="padding: 10px 14px; border-bottom: 1px solid #f3f4f6;">
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<code style="font-size:0.82rem;">js-idor-auth</code>
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</td>
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<td style="padding: 10px 14px; border-bottom: 1px solid #f3f4f6; color: #d97706;">Medium</td>
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<td style="padding: 10px 14px; border-bottom: 1px solid #f3f4f6; font-weight: 700;">0.500</td>
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</tr>
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<tr>
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<td style="padding: 10px 14px;">
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<code style="font-size:0.82rem;">python-pickle-deserialization</code>
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</td>
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<td style="padding: 10px 14px; color: #dc2626;">Hard</td>
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<td style="padding: 10px 14px; font-weight: 700;">0.512</td>
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</tr>
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</tbody>
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</table>
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</section>
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<!-- Team -->
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<section style="margin-bottom: 40px;">
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<h2 style="font-size: 1.2rem; font-weight: 700; margin-bottom: 16px;">Team</h2>
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<div style="display: flex; gap: 14px; flex-wrap: wrap;">
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<a href="https://huggingface.co/Nitishkumar-ai"
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style="display:flex; align-items:center; gap:10px; border:1px solid #e5e7eb;
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border-radius:10px; padding:12px 18px; text-decoration:none; color:inherit;
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background:#fff; flex: 1; min-width: 180px;">
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<span style="font-size:1.6rem;">👤</span>
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<div>
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<div style="font-weight:600; font-size:0.9rem;">Nitish Kumar</div>
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<div style="color:#888; font-size:0.78rem;">@Nitishkumar-ai</div>
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</div>
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</a>
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<div style="display:flex; align-items:center; gap:10px; border:1px solid #e5e7eb;
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border-radius:10px; padding:12px 18px; background:#fff; flex: 1; min-width: 180px;">
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<span style="font-size:1.6rem;">👤</span>
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<div>
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<div style="font-weight:600; font-size:0.9rem;">Divyank Bhardwaj</div>
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<div style="color:#888; font-size:0.78rem;">Member</div>
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</div>
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</div>
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<div style="display:flex; align-items:center; gap:10px; border:1px solid #e5e7eb;
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border-radius:10px; padding:12px 18px; background:#fff; flex: 1; min-width: 180px;">
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<span style="font-size:1.6rem;">👤</span>
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<div>
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<div style="font-weight:600; font-size:0.9rem;">Marella Venkata Deepak</div>
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<div style="color:#888; font-size:0.78rem;">Member</div>
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</div>
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</div>
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</div>
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</section>
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<!-- Footer -->
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<div style="text-align:center; color:#aaa; font-size:0.8rem; padding-top:16px;
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border-top: 1px solid #e5e7eb;">
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Inmodel Labs · Non-profit · Building open AI for the real world ·
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<a href="https://github.com/inmodel" style="color:#6d28d9; text-decoration:none;">GitHub</a>
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·
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<a href="https://x.com/NIT_Stark0" style="color:#6d28d9; text-decoration:none;">X / Twitter</a>
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</div>
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</div>
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