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<!DOCTYPE html>
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    <meta name="description" content="LLMNetOps - Strengthening Network Operations Knowledge-Base through Locally-Hosted Generative AI. An ISIF Asia 2025 project by Universitas Brawijaya.">
    <meta name="keywords" content="LLM, network operations, AI, privacy, IDREN, Indonesia, locally-hosted AI, generative AI, network management">
    <meta name="author" content="Universitas Brawijaya">
    <meta property="og:title" content="LLMNetOps - Privacy-First AI for Network Operations">
    <meta property="og:description" content="Building foundational AI knowledge through locally-hosted open-source LLMs for IDREN member institutions.">
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    <meta property="og:url" content="https://llmnetops.github.io">
    <title>LLMNetOps - Privacy-First AI for Network Operations</title>
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                <li><a href="about.html">About</a></li>
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            <h1>Strengthening Network Operations with Privacy-First AI</h1>
            <p>Building foundational AI knowledge through locally-hosted open-source LLMs, fostering peer collaboration, and empowering IDREN member institutions with privacy-aware solutions for network operations.</p>
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                <a href="about.html" class="btn btn-primary">Learn More</a>
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    <!-- About Preview Section -->
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        <h2 class="section-title">About LLMNetOps</h2>
        <p class="section-subtitle">Bridging the AI Literacy Gap in Network Operations</p>
        <div class="about-content">
            <p>Many IDREN member institutions struggle to adopt AI-supported network management due to limited staff, uneven expertise, and reliance on undocumented knowledge. Generative AI offers potential for improving documentation and troubleshooting, but most administrators lack training, confidence, and tools that respect data privacy—creating an AI-literacy gap.</p>
            <br>
            <p>LLMNetOps aims to address this gap by building foundational AI knowledge, fostering peer collaboration, and promoting locally-hosted open-source LLM models as privacy-aware solutions tailored to institutional needs in network operations.</p>
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            <a href="about.html" class="btn btn-outline">Read More About Our Mission</a>
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            <h3 class="sdg-title">Aligned with UN Sustainable Development Goals</h3>
            <p class="sdg-subtitle">Our project supports global sustainable development initiatives</p>
            <div class="sdg-grid">
                <div class="sdg-item">
                    <img src="images/E_SDG_PRINT-04.jpg" alt="SDG 4: Quality Education">
                    <h4>Quality Education</h4>
                    <p>We provide comprehensive training and capacity building programs to empower network operations professionals with essential AI literacy and technical skills, ensuring equitable access to quality education in emerging technologies.</p>
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                <div class="sdg-item">
                    <img src="images/E_SDG_PRINT-09.jpg" alt="SDG 9: Industry, Innovation and Infrastructure">
                    <h4>Industry, Innovation & Infrastructure</h4>
                    <p>By promoting locally-hosted open-source LLM solutions, we foster technological innovation and build resilient infrastructure that supports sustainable digital transformation in the Asia-Pacific region.</p>
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                <div class="sdg-item">
                    <img src="images/E_SDG_PRINT-10.jpg" alt="SDG 10: Reduced Inequalities">
                    <h4>Reduced Inequalities</h4>
                    <p>Our project bridges the digital divide by empowering underserved institutions with privacy-first AI tools and knowledge, promoting equal opportunities for access to advanced technologies across diverse communities.</p>
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                <div class="stat-item">
                    <span class="stat-number" data-target="20">20</span>
                    <span class="stat-label">Target Participants</span>
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                <div class="stat-item">
                    <span class="stat-number" data-target="2">2</span>
                    <span class="stat-label">Workshop Sessions</span>
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                <div class="stat-item">
                    <span class="stat-number" data-target="5">5</span>
                    <span class="stat-label">Training Modules</span>
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                <div class="stat-item">
                    <span class="stat-number" data-target="8">8</span>
                    <span class="stat-label">IDREN Institutions</span>
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        <h2 class="section-title">Project Goals</h2>
        <p class="section-subtitle">Empowering institutions with privacy-first AI solutions</p>
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            <div class="card">
                <h3>Privacy-First AI Adoption</h3>
                <p>Promote locally-hosted open-source LLM models as a practical solution for institutions concerned about data privacy and institutional autonomy.</p>
            </div>
            <div class="card">
                <h3>Contextual AI for Infrastructure</h3>
                <p>Introduce the use of generative AI specifically to support technical teams in managing, understanding, and documenting their own infrastructure.</p>
            </div>
            <div class="card">
                <h3>Bridging the AI Literacy Gap</h3>
                <p>Empower network and IT staff with the knowledge and confidence to use AI in their daily tasks.</p>
            </div>
            <div class="card">
                <h3>Knowledge-Sharing Community</h3>
                <p>Build a culture of learning and shared problem-solving through workshops and peer collaboration.</p>
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            <div class="card">
                <h3>Secure LLM Integration</h3>
                <p>Investigate how locally-hosted LLMs can be safely integrated into network operations while ensuring data security.</p>
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            <div class="card">
                <h3>Tailored Solutions</h3>
                <p>Empower IDREN members to confidently assess and adopt AI solutions that align with their specific requirements.</p>
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                <h4>LLMNetOps</h4>
                <p>Strengthening Network Operations Knowledge-Base through Locally-Hosted Generative AI</p>
                <p><a href="https://apnic.foundation/projects/llmnetops/" target="_blank">View Project on APNIC Foundation</a></p>
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                <h4>Funded By</h4>
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                <h4>Implemented By</h4>
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                    <img src="images/Logo_Universitas_Brawijaya.png" alt="Universitas Brawijaya">
                    <img src="images/logo-idren.png" alt="IDREN">
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            <p>&copy; <span class="current-year">2024</span> LLMNetOps. All rights reserved.</p>
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