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README
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<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>ThingsAI - Smart & Efficient SLMs</title>
    <link rel="preconnect" href="https://fonts.googleapis.com">
    <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
    <link href="https://fonts.googleapis.com/css2?family=Plus+Jakarta+Sans:wght@300;400;500;600;700;800&display=swap" rel="stylesheet">
    <style>
        :root {
            --bg: #030014;
            --surface: rgba(10, 10, 20, 0.7);
            --surface-card: rgba(18, 18, 35, 0.45);
            --surface-light: rgba(30, 30, 60, 0.35);
            --text: #f4f4f7;
            --text-secondary: #94a3b8;
            --accent: #6366f1;
            --accent-gradient: linear-gradient(135deg, #818cf8 0%, #4f46e5 100%);
            --glow-green: rgba(52, 211, 153, 0.15);
            --border: rgba(255, 255, 255, 0.05);
            --border-hover: rgba(99, 102, 241, 0.3);
            --radius-lg: 24px;
            --radius-md: 16px;
            --radius-sm: 12px;
            --font: 'Plus Jakarta Sans', system-ui, sans-serif;
        }

        * {
            margin: 0;
            padding: 0;
            box-sizing: border-box;
        }

        body {
            font-family: var(--font);
            background-color: var(--bg);
            color: var(--text);
            line-height: 1.6;
            -webkit-font-smoothing: antialiased;
            overflow-x: hidden;
            position: relative;
        }

        body::before {
            content: "";
            position: fixed;
            top: -20%;
            left: 50%;
            transform: translateX(-50%);
            width: 100vw;
            height: 100vh;
            background: radial-gradient(circle at 50% 0%, rgba(99, 102, 241, 0.15) 0%, rgba(168, 85, 247, 0.05) 30%, transparent 70%);
            z-index: -1;
            pointer-events: none;
        }

        body::after {
            content: "";
            position: fixed;
            bottom: -20%;
            right: -10%;
            width: 50vw;
            height: 50vh;
            background: radial-gradient(circle at 100% 100%, rgba(79, 70, 229, 0.08) 0%, transparent 60%);
            z-index: -1;
            pointer-events: none;
        }

        .container {
            width: 100%;
            max-width: 1250px;
            margin: 0 auto;
            padding: 0 32px;
        }

        /* ===== NAVBAR ===== */
        .navbar {
            position: sticky;
            top: 0;
            z-index: 100;
            background: rgba(3, 0, 20, 0.6);
            backdrop-filter: blur(20px);
            -webkit-backdrop-filter: blur(20px);
            border-bottom: 1px solid var(--border);
            padding: 16px 0;
        }

        .nav-container {
            display: flex;
            justify-content: space-between;
            align-items: center;
        }

        .logo {
            font-size: 1.35rem;
            font-weight: 800;
            letter-spacing: -0.03em;
            background: linear-gradient(135deg, #ffffff 40%, #a5b4fc 100%);
            -webkit-background-clip: text;
            -webkit-text-fill-color: transparent;
            display: flex;
            align-items: center;
            gap: 8px;
        }

        .logo::before {
            content: "";
            width: 10px;
            height: 10px;
            background: var(--accent);
            border-radius: 50%;
            box-shadow: 0 0 12px var(--accent);
        }

        /* ===== HERO SECTION ===== */
        .hero {
            padding: 120px 0 80px;
            text-align: center;
            position: relative;
        }

        .badge {
            display: inline-flex;
            align-items: center;
            gap: 8px;
            background: rgba(99, 102, 241, 0.05);
            border: 1px solid rgba(99, 102, 241, 0.15);
            padding: 6px 16px;
            border-radius: 100px;
            font-size: 0.8rem;
            font-weight: 600;
            color: #a5b4fc;
            margin-bottom: 32px;
            letter-spacing: 0.02em;
        }

        .hero h1 {
            font-size: clamp(2.8rem, 7vw, 5rem);
            font-weight: 800;
            line-height: 1.05;
            margin-bottom: 24px;
            letter-spacing: -0.04em;
            color: #ffffff;
        }

        .hero h1 span {
            background: linear-gradient(135deg, #ffffff 30%, #818cf8 70%, #c084fc 100%);
            -webkit-background-clip: text;
            -webkit-text-fill-color: transparent;
        }

        .subtitle {
            font-size: 1.3rem;
            color: var(--text-secondary);
            max-width: 700px;
            margin: 0 auto 48px;
            font-weight: 400;
            line-height: 1.6;
        }

        .chat-pipe {
            display: flex;
            max-width: 650px;
            margin: 0 auto;
            border-radius: 100px;
            background: var(--surface-light);
            border: 1px solid var(--border);
            padding: 8px;
            transition: all 0.4s cubic-bezier(0.16, 1, 0.3, 1);
            backdrop-filter: blur(12px);
            -webkit-backdrop-filter: blur(12px);
            box-shadow: 0 30px 60px rgba(0, 0, 0, 0.4), inset 0 1px 0 rgba(255,255,255,0.05);
        }

        .chat-pipe:focus-within {
            border-color: var(--border-hover);
            box-shadow: 0 0 0 5px rgba(99, 102, 241, 0.15), 0 30px 60px rgba(0, 0, 0, 0.5);
            transform: translateY(-2px);
        }

        .chat-pipe input {
            flex: 1;
            background: transparent;
            border: none;
            padding: 0 24px;
            font-size: 1rem;
            color: var(--text);
            outline: none;
            font-family: inherit;
        }

        .chat-pipe input::placeholder {
            color: #4b5563;
        }

        .chat-pipe button {
            display: flex;
            align-items: center;
            gap: 10px;
            padding: 14px 32px;
            background: var(--accent-gradient);
            color: #ffffff;
            border: none;
            border-radius: 100px;
            font-weight: 600;
            font-size: 0.95rem;
            cursor: pointer;
            font-family: inherit;
            transition: all 0.3s var(--transition);
            box-shadow: 0 8px 20px rgba(79, 70, 229, 0.25);
        }

        .chat-pipe button:hover {
            filter: brightness(1.15);
            box-shadow: 0 8px 25px rgba(79, 70, 229, 0.4);
            transform: translateY(-1px);
        }

        .chat-pipe button svg {
            transition: transform 0.3s cubic-bezier(0.16, 1, 0.3, 1);
        }

        .chat-pipe button:hover svg {
            transform: translateX(5px);
        }

        /* ===== SECTIONS ARCHITECTURE ===== */
        .section {
            margin: 140px 0;
        }

        .section-header {
            display: flex;
            flex-direction: column;
            align-items: flex-start;
            gap: 12px;
            margin-bottom: 56px;
        }

        .section-header h2 {
            font-size: 2.2rem;
            font-weight: 800;
            letter-spacing: -0.03em;
            background: linear-gradient(135deg, #ffffff 60%, #94a3b8 100%);
            -webkit-background-clip: text;
            -webkit-text-fill-color: transparent;
        }

        .section-header .line {
            width: 60px;
            height: 3px;
            background: var(--accent-gradient);
            border-radius: 10px;
        }

        /* ===== CARDS GRID SYSTEM ===== */
        .cards-grid {
            display: grid;
            grid-template-columns: repeat(auto-fit, minmax(360px, 1fr));
            gap: 32px;
        }

        .card {
            background: var(--surface-card);
            border: 1px solid var(--border);
            border-radius: var(--radius-lg);
            padding: 36px;
            transition: all 0.4s cubic-bezier(0.16, 1, 0.3, 1);
            position: relative;
            backdrop-filter: blur(10px);
            -webkit-backdrop-filter: blur(10px);
            box-shadow: 0 20px 40px rgba(0, 0, 0, 0.15);
        }

        .card:hover {
            transform: translateY(-8px);
            border-color: var(--border-hover);
            background: rgba(22, 22, 45, 0.6);
            box-shadow: 0 30px 60px -10px rgba(0, 0, 0, 0.5), 0 0 0 1px rgba(99, 102, 241, 0.1);
        }

        .card.highlight {
            background: linear-gradient(180deg, rgba(25, 25, 50, 0.5) 0%, rgba(12, 12, 28, 0.6) 100%);
            border-color: rgba(99, 102, 241, 0.25);
        }
        .card.highlight::before {
            content: "";
            position: absolute;
            top: 0; right: 10%; width: 30%; height: 1px;
            background: linear-gradient(90deg, transparent, rgba(168, 85, 247, 0.4), transparent);
        }

        .card-tag {
            display: inline-flex;
            font-size: 0.7rem;
            font-weight: 700;
            text-transform: uppercase;
            letter-spacing: 0.06em;
            padding: 5px 12px;
            border-radius: 6px;
            background: rgba(255, 255, 255, 0.03);
            border: 1px solid var(--border);
            color: var(--text-secondary);
            margin-bottom: 24px;
        }

        .card-tag.status { background: rgba(52, 211, 153, 0.06); color: #34d399; border-color: rgba(52, 211, 153, 0.15); }
        .card-tag.special { background: rgba(192, 132, 252, 0.06); color: #c084fc; border-color: rgba(192, 132, 252, 0.15); }
        .card-tag.safety { background: rgba(248, 113, 113, 0.06); color: #f87171; border-color: rgba(248, 113, 113, 0.15); }
        .card-tag.old { background: rgba(251, 191, 36, 0.06); color: #fbbf24; border-color: rgba(251, 191, 36, 0.15); }
        .card-tag.instruct { background: rgba(59, 130, 246, 0.06); color: #60a5fa; border-color: rgba(59, 130, 246, 0.2); }

        .card h3 {
            font-size: 1.65rem;
            font-weight: 700;
            margin-bottom: 14px;
            letter-spacing: -0.02em;
            color: #ffffff;
            display: flex;
            align-items: center;
            justify-content: space-between;
            gap: 12px;
        }

        .param-badge {
            font-size: 0.75rem;
            font-weight: 600;
            background: rgba(255, 255, 255, 0.04);
            padding: 4px 10px;
            border-radius: 8px;
            color: #a5b4fc;
            border: 1px solid var(--border);
        }

        .card-desc {
            color: var(--text-secondary);
            font-size: 1rem;
            margin-bottom: 20px;
            line-height: 1.6;
        }

        .card-tech {
            font-size: 0.88rem;
            color: rgba(148, 163, 184, 0.7);
            margin-bottom: 28px;
            padding-top: 16px;
            border-top: 1px solid rgba(255, 255, 255, 0.04);
        }

        .card-link {
            display: inline-flex;
            align-items: center;
            gap: 6px;
            color: #ffffff;
            text-decoration: none;
            font-weight: 600;
            font-size: 0.95rem;
            transition: all 0.25s;
        }

        .card-link:hover {
            color: #818cf8;
            transform: translateX(3px);
        }

        .card-status-btn {
            display: inline-block;
            padding: 6px 16px;
            border-radius: 100px;
            font-size: 0.8rem;
            font-weight: 600;
            border: 1px solid rgba(251, 191, 36, 0.2);
        }

        /* ===== DETAILS ENGINE ===== */
        .card summary {
            list-style: none;
            cursor: pointer;
            outline: none;
        }
        .card summary::-webkit-details-marker { display: none; }

        .card summary::after {
            content: "+";
            position: absolute;
            right: 36px;
            top: 36px;
            font-size: 1.5rem;
            font-weight: 300;
            color: var(--text-secondary);
            transition: transform 0.3s ease;
        }

        .card[open] summary::after {
            transform: rotate(45deg);
            color: #ffffff;
        }

        .card-details {
            padding-top: 24px;
            border-top: 1px solid rgba(255, 255, 255, 0.05);
            animation: fadeIn 0.4s ease-out forwards;
        }

        @keyframes fadeIn {
            from { opacity: 0; transform: translateY(4px); }
            to { opacity: 1; transform: translateY(0); }
        }

        .split-variants {
            display: flex;
            gap: 12px;
        }

        .variant {
            flex: 1;
            display: flex;
            align-items: center;
            justify-content: center;
            gap: 8px;
            padding: 14px;
            border-radius: var(--radius-sm);
            font-weight: 600;
            font-size: 0.9rem;
            text-decoration: none;
            color: white;
            transition: all 0.25s;
            border: 1px solid rgba(255,255,255,0.05);
            position: relative;
            overflow: hidden;
        }

        .variant::after {
            content: "↗";
            font-size: 0.8em;
            opacity: 0;
            transform: translateX(-5px);
            transition: all 0.2s;
        }

        .variant:hover::after {
            opacity: 1;
            transform: translateX(0);
        }

        .variant:hover {
            transform: translateY(-2px);
            box-shadow: 0 10px 20px rgba(0,0,0,0.2);
            filter: brightness(1.1);
        }

        .variant.base { background: rgba(37, 99, 235, 0.15); border-color: rgba(37, 99, 235, 0.3); color: #3b82f6; }
        .variant.base:hover { background: rgba(37, 99, 235, 0.25); }
        
        .variant.bilingual { background: rgba(5, 150, 105, 0.15); border-color: rgba(5, 150, 105, 0.3); color: #10b981; }
        .variant.bilingual:hover { background: rgba(5, 150, 105, 0.25); }
        
        .variant.instruct { background: rgba(124, 58, 237, 0.15); border-color: rgba(124, 58, 237, 0.3); color: #8b5cf6; }
        .variant.instruct:hover { background: rgba(124, 58, 237, 0.25); }
        
        .variant.base-270 { background: rgba(217, 119, 6, 0.15); border-color: rgba(217, 119, 6, 0.3); color: #f59e0b; }
        .variant.base-270:hover { background: rgba(217, 119, 6, 0.25); }

        /* ===== FEATURES SECTOR ===== */
        .features-grid {
            display: grid;
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                <div class="logo">ThingsAI</div>
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                <span class="badge">✨ Quark v0.1 released</span>
                
                <h1>Next-gen intelligence, <span>scaled down.</span></h1>

                <p class="subtitle">
                    Building highly efficient, logic-driven Small Language Models that run natively on edge hardware and consumer devices.
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                    <h2>Available Models</h2>
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                    <details class="card">
                        <summary>
                            <div class="card-tag">Bilingual</div>
                            <h3>Quark-135M <span class="param-badge">135M</span></h3>
                            <p class="card-desc">A lightweight bilingual language model optimized for speed and localized logic. Click to expand variants.</p>
                            <p class="card-tech">Features GQA, SwiGLU, RMSNorm, and RoPE. Trained on 50B+ tokens of ultra-curated data.</p>
                        </summary>
                        <div class="card-details">
                            <div class="split-variants">
                                <a href="https://huggingface.co/ThingAI/Quark-135m" target="_blank" class="variant base">🧠 Base</a>
                                <a href="https://huggingface.co/ThingAI/Quark-135m-Bilingual" target="_blank" class="variant bilingual">🌐 Bilingual</a>
                            </div>
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                    </details>

                    <details class="card highlight">
                        <summary>
                            <div class="card-tag status">Featured Model</div>
                            <h3>Quark-270M <span class="param-badge">270M</span></h3>
                            <p class="card-desc">Our scaled small model featuring 32 layers and 768 hidden dimensions for advanced reasoning capabilities.</p>
                            <p class="card-tech">Equipped with a dense 65K vocabulary. Specially designed for multi-turn instruct fine-tuning.</p>
                        </summary>
                        <div class="card-details">
                            <div class="split-variants">
                                <a href="https://huggingface.co/ThingAI/Quark-270m-Instruct" target="_blank" class="variant instruct">🚀 Instruct</a>
                                <a href="https://huggingface.co/ThingAI/Quark-270m-Base" target="_blank" class="variant base-270">⚙️ Base</a>
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                    </details>

                    <article class="card">
                        <div class="card-tag old">Legacy</div>
                        <h3>Quark-50M <span class="param-badge">50M</span></h3>
                        <p class="card-desc">Our compact 50M parameter model — engineered for extremely hyper-low resource systems.</p>
                        <p class="card-tech">Lightweight and highly volatile, ideal for basic sequence prediction and embedded units.</p>
                        <a href="https://huggingface.co/ThingAI/Quark-50m" target="_blank" class="card-link">Explore Weights →</a>
                    </article>

                    <!-- Updated Quark-72M card with accurate details from README -->
                    <article class="card">
                        <div class="card-tag instruct">Instruct</div>
                        <h3>Quark-72M <span class="param-badge">~72M</span></h3>
                        <p class="card-desc">Instruction-tuned math & code model. Fine-tuned via SFT on a base checkpoint pre-trained on 5B tokens of math, code, and reasoning data.</p>
                        <p class="card-tech">14 layers, 512 hidden size, GQA (8Q/2KV), SwiGLU, RoPE. Pre-trained on 5B tokens, then SFT‑aligned. License: Apache‑2.0.</p>
                        <a href="https://huggingface.co/ThingAI/Quark-72M" target="_blank" class="card-link">Explore Weights →</a>
                    </article>

                    <article class="card">
                        <div class="card-tag safety">Safety Matrix</div>
                        <h3>Quark-Mod <span class="param-badge">Classifier</span></h3>
                        <p class="card-desc">A high-throughput multi-label moderation engine covering 9 toxicity and cyber-safety categories.</p>
                        <p class="card-tech">Detects: toxic, severe_toxic, obscene, threat, insult, identity_hate, and advanced content exploits.</p>
                        <a href="https://huggingface.co/ThingAI/Quark-Mod" target="_blank" class="card-link">View Classifier →</a>
                    </article>
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                <div class="section-header">
                    <h2>Core Focus Areas</h2>
                    <span class="line"></span>
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                <div class="features-grid">
                    <div class="feature-card">
                        <div class="icon">⚡</div>
                        <h4>Hyper-Efficient</h4>
                        <p>Mastering sub-1B parameters using Grouped-Query Attention (GQA) architectures.</p>
                    </div>

                    <div class="feature-card">
                        <div class="icon">🧠</div>
                        <h4>Embedded CoT</h4>
                        <p>Integrating step-by-step reasoning logic directly into the pre-training tokens.</p>
                    </div>

                    <div class="feature-card">
                        <div class="icon">🌍</div>
                        <h4>Bilingual Focus</h4>
                        <p>High-density blending of localized Italian, English, and technical STEM pipelines.</p>
                    </div>

                    <div class="feature-card">
                        <div class="icon">💻</div>
                        <h4>True Open Source</h4>
                        <p>All weights, configurations, and baseline streaming datasets are entirely open to the world.</p>
                    </div>
                </div>
            </section>

            <section class="section">
                <div class="section-header">
                    <h2>Open Ecosystem Index</h2>
                    <span class="line"></span>
                </div>

                <div class="table-container">
                    <table class="custom-table">
                        <thead>
                            <tr>
                                <th>Repository Object</th>
                                <th>Distribution Target</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td><a href="https://huggingface.co/ThingAI/Quark-135m" target="_blank" class="table-link">📚 Quark-135M Base</a></td>
                                <td>Foundational localized small baseline language matrix.</td>
                            </tr>
                            <tr>
                                <td><a href="https://huggingface.co/ThingAI/Quark-135m-Bilingual" target="_blank" class="table-link">🌐 Quark-135M Bilingual</a></td>
                                <td>Bilingual (IT + EN) checkpoint trained on balanced multi-source pools.</td>
                            </tr>
                            <tr>
                                <td><a href="https://huggingface.co/ThingAI/Quark-270m-Instruct" target="_blank" class="table-link">🚀 Quark-270M Instruct</a></td>
                                <td>Multi-turn conversation alignment model with strict formatting safety.</td>
                            </tr>
                            <tr>
                                <td><a href="https://huggingface.co/ThingAI/Quark-270m-Base" target="_blank" class="table-link">⚙️ Quark-270M Base</a></td>
                                <td>Base engine ready for specialized downstream task tokenization.</td>
                            </tr>
                            <tr>
                                <td><a href="https://huggingface.co/ThingAI/Quark-50m" target="_blank" class="table-link">📦 Quark-50M</a></td>
                                <td>Legacy foundational checkpoint for exploratory sequence architectures.</td>
                            </tr>
                            <tr>
                                <td><a href="https://huggingface.co/ThingAI/Quark-Mod" target="_blank" class="table-link">🛡️ Quark-Mod</a></td>
                                <td>Production safety guardrail classifier for modern pipeline filtering.</td>
                            </tr>
                            <tr>
                                <td><a href="https://huggingface.co/collections/ThingAI/quark-v01" target="_blank" class="table-link">⚡️ Complete Collection (v0.1)</a></td>
                                <td>Unified access hub to all current generation architectural releases.</td>
                            </tr>
                            <tr>
                                <td><a href="https://github.com/overcastlab" target="_blank" class="table-link">💻 GitHub Organization</a></td>
                                <td>Training codebases, data streaming pipelines, and infrastructure layers.</td>
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