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  Jan-edge was developed through a two-phase post-training process. The first phase, **Supervised Fine-Tuning (SFT)**, transferred core capabilities from the `Jan-v1` teacher model to the smaller student. The second phase, **Reinforcement Learning with Verifiable Rewards (RLVR)** —the same method used in `Jan-v1` and `Lucy`—further optimized reasoning efficiency, tool use, and correctness. This staged approach delivers reliable results on complex, interactive workloads.
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  ## Performance
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- **Question Answering(SimpleQA)**
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- **Chat & Instruction Following**
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  ## Quick Start
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  Jan-edge was developed through a two-phase post-training process. The first phase, **Supervised Fine-Tuning (SFT)**, transferred core capabilities from the `Jan-v1` teacher model to the smaller student. The second phase, **Reinforcement Learning with Verifiable Rewards (RLVR)** —the same method used in `Jan-v1` and `Lucy`—further optimized reasoning efficiency, tool use, and correctness. This staged approach delivers reliable results on complex, interactive workloads.
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  ## Performance
 
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+ ### Question Answering(SimpleQA)
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+ **Jan-edge** achieves **84.2% accuracy without a system prompt**, and **84.8% with a system prompt**. The small 0.6% gap highlights the model’s stability and reliability across prompting conditions — a critical property for real-world deployments where system prompts may vary.
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+ ### Chat & Instruction Following
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+ <!DOCTYPE html>
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+ <html lang="en">
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+ <head>
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+ <meta charset="UTF-8" />
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+ <meta name="viewport" content="width=device-width, initial-scale=1.0"/>
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+ <title>SimpleQA Benchmark Results</title>
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+ <link rel="preconnect" href="https://fonts.googleapis.com"/>
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+ <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin/>
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+ <link href="https://jan.ai/assets/images/general/logo-mark.svg" rel="stylesheet"/>
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+ <link href="styles.css" rel="stylesheet"/>
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+ <style>
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+ :root{
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+ --bg:#f8f9fa;
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+ --fg:#111827;
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+ --muted:#6b7280;
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+ --card:#ffffff;
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+ --rule:#e5e7eb;
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+ --brand:#14b8a6; /* Jan-v1 */
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+ --edgeA:#0ea5e9; /* Jan-edge no prompt */
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+ --edgeB:#0284c7; /* Jan-edge with system */
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+ --lucy:#a78bfa; /* Lucy */
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+ --alt:#3b82f6; /* Perplexity */
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+ --oss:#86efac; /* gpt-oss */
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+ --gray:#d1d5db; /* others */
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+ --star:#fbbf24;
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+ }
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+ body{
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+ font-family:'Inter',sans-serif;
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+ background:var(--bg);
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+ color:#333;
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+ display:flex;
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+ justify-content:center;
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+ align-items:center;
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+ padding:2rem;
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+ }
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+ .chart-container{
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+ width:100%;
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+ max-width:1100px;
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+ background:var(--card);
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+ border-radius:16px;
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+ padding:2rem;
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+ box-shadow:0 4px 12px rgba(0,0,0,.05);
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+ }
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+ .chart-header{
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+ display:flex;
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+ flex-direction:column;
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+ align-items:center;
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+ gap:.75rem;
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+ margin-bottom:2rem;
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+ }
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+ .brand-logo{
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+ width:40px;
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+ height:40px;
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+ object-fit:contain;
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+ }
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+ .titleblock{
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+ display:flex;
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+ flex-direction:column;
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+ text-align:center;
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+ }
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+ .chart-title{margin:0;font-size:1.6rem;font-weight:700;color:var(--fg)}
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+ .chart-subtitle{margin:.15rem 0 0;font-size:.95rem;color:var(--muted)}
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+ .chart-area{
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+ display:flex;justify-content:space-between;align-items:flex-end;
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+ height:420px;padding:0 1rem;border-bottom:2px solid var(--rule);
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+ position:relative;margin-bottom:120px;
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+ }
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+ .bar{
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+ flex:1;margin:0 .4%;position:relative;display:flex;justify-content:center;align-items:flex-end;
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+ border-radius:8px 8px 0 0;min-width:52px;
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+ }
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+ .bar .value{position:absolute;top:-26px;font-weight:600;font-size:.86rem;color:var(--fg)}
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+ .bar .value.highlight{font-weight:700;display:flex;flex-direction:column;align-items:center;top:-36px}
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+ .bar .value .star{font-size:.9rem;margin-bottom:2px;color:var(--star)}
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+ .bar .label{
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+ position:absolute;bottom:-54px;left:50%;transform:translateX(-50%) rotate(-45deg);
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+ white-space:nowrap;font-size:.76rem;color:#4b5563;font-weight:500;
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+ }
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+ .bar .label.emph{font-weight:700}
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+ .note{font-size:.85rem;color:var(--muted);margin-top:.5rem;font-style:italic;text-align:center}
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+ </style>
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+ </head>
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+ <body>
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+ <div class="chart-container">
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+ <div class="chart-header">
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+ <img src="./logo.png" alt="Jan Logo" class="brand-logo"/>
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+ <div class="titleblock">
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+ <h2 class="chart-title">SimpleQA Benchmark Results</h2>
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+ <p class="chart-subtitle">Comprehensive accuracy on question answering • Serper MCP evaluation</p>
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+ </div>
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+ </div>
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+
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+ <div class="chart-area">
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+ <!-- Jan-v1 -->
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+ <div class="bar" style="height:91.1%; background:var(--brand);">
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+ <span class="value highlight" style="top: -44px;"><span class="star">★</span>91.1%</span>
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+ <span class="label emph" style="color:var(--brand)">Jan-v1</span>
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+ </div>
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+
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+ <!-- Perplexity Pro -->
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+ <div class="bar" style="height:90.6%; background:var(--alt);">
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+ <span class="value" style="top: -23px;">90.6%</span>
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+ <span class="label">Perplexity Pro</span>
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+ </div>
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+
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+ <!-- Qwen3-4B-2507 -->
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+ <div class="bar" style="height:86.5%; background:var(--gray);">
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+ <span class="value">86.5%</span>
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+ <span class="label">Qwen3-4B-2507</span>
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+ </div>
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+
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+ <!-- gpt-oss-20B -->
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+ <div class="bar" style="height:86.3%; background:var(--oss);">
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+ <span class="value">86.3%</span>
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+ <span class="label">gpt-oss-20B</span>
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+ </div>
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+
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+ <!-- Jan-edge (system prompt) -->
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+ <div class="bar" style="height:84.8%; background:var(--edgeB);">
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+ <span class="value">84.8%</span>
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+ <span class="label emph" style="color:var(--edgeB)">Jan-edge (system)</span>
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+ </div>
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+
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+ <!-- Jan-edge (no prompt) -->
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+ <div class="bar" style="height:84.2%; background:var(--edgeA);">
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+ <span class="value">84.2%</span>
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+ <span class="label emph" style="color:var(--edgeA)">Jan-edge (no prompt)</span>
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+ </div>
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+
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+ <!-- Jan-nano-128k -->
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+ <div class="bar" style="height:83.2%; background:var(--gray);">
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+ <span class="value">83.2%</span>
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+ <span class="label">Jan-nano-128k</span>
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+ </div>
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+
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+ <!-- Jan-nano -->
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+ <div class="bar" style="height:80.7%; background:var(--gray);">
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+ <span class="value">80.7%</span>
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+ <span class="label">Jan-nano</span>
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+ </div>
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+
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+ <!-- Jan-nano (YaRN) -->
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+ <div class="bar" style="height:79.7%; background:var(--gray);">
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+ <span class="value">79.7%</span>
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+ <span class="label">Jan-nano (YaRN)</span>
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+ </div>
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+
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+ <!-- Lucy (no prompt) -->
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+ <div class="bar" style="height:78.3%; background:var(--lucy);">
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+ <span class="value">78.3%</span>
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+ <span class="label emph" style="color:var(--lucy)">Lucy</span>
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+ </div>
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+
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+ <!-- DeepSeek-V3 -->
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+ <div class="bar" style="height:78.2%; background:var(--gray);">
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+ <span class="value">78.2%</span>
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+ <span class="label">DeepSeek-V3</span>
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+ </div>
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+ </div>
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+
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+ <p class="note">
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+ *Jan-edge benchmarked at 84.2% (no system prompt) and 84.8% (with system prompt), indicating stable performance with minimal reliance on prompt engineering.*
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+ </p>
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+ </div>
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+ </body>
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+ </html>
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  ## Quick Start
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