Simplify Lernex organization card layout
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- style.css +3 -26
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<title>Lernex</title>
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</main>
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</body>
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</html>
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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" />
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<meta name="color-scheme" content="light dark" />
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<title>Lernex</title>
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<style>
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* { box-sizing: border-box; }
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body {
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margin: 0;
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background: transparent;
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color: #d7dde8;
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font-family: ui-sans-serif, system-ui, -apple-system, BlinkMacSystemFont, "Segoe UI", sans-serif;
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letter-spacing: 0;
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.org-card {
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width: 100%;
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max-width: 100%;
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margin: 0;
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padding: 0 0 8px;
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width: 100%;
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p {
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margin: 0 0 18px;
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color: #c6cedb;
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font-size: clamp(18px, 2.1vw, 22px);
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a {
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text-decoration: underline;
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font-weight: 800;
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@media (prefers-color-scheme: light) {
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body { color: #202733; }
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p, ul { color: #475467; }
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.intro, h2, strong { color: #111827; }
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.hero { margin-bottom: 28px; }
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h2 { margin-top: 36px; }
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ul { padding-left: 22px; }
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}
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</style>
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</head>
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<body>
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<main class="org-card">
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<img
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class="hero"
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src="https://huggingface.co/spaces/Lernex/README/resolve/main/assets/lernex-org-banner.jpg"
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alt="Lernex turns learning material into adaptive study paths and compact AI systems"
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/>
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<p class="intro">Welcome to the official Lernex organization on Hugging Face.</p>
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<p>
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<a href="https://www.lernex.net/" target="_blank" rel="noreferrer">Lernex</a>
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is an AI-personalized learning platform built around a simple idea:
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studying should adapt to the learner, the material, and the moment.
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Lernex turns notes, PDFs, slides, classroom material, questions, and
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learner goals into lessons, quizzes, flashcards, explanations, study
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paths, feedback, and memory-aware tutoring.
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</p>
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<p>
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This organization is where Lernex publishes the Metis model line and
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related open research artifacts. Metis models are compact, efficient
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language models built for the specific jobs inside a learning product:
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tutoring, explanations, writing support, practice generation, concise
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reasoning, and fast product loops that cannot depend on oversized
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systems for every interaction.
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</p>
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<h2>What Lernex Is Building</h2>
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<ul>
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<li><strong>A continuous learning companion</strong>: Lernex is designed so a learner does not restart from zero every time they open a different class, generated lesson, quiz, flashcard set, or study path.</li>
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<li><strong>Adaptive study material</strong>: source material can become structured lessons, checks for understanding, retrieval-friendly notes, and targeted practice.</li>
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<li><strong>Personalized learning paths</strong>: Lernex uses learner goals, progress, confusion signals, and prior activity to shape what should come next.</li>
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<li><strong>Fast learning workflows</strong>: learning tools should feel responsive enough for everyday studying, not like heavyweight one-off AI demos.</li>
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</ul>
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<h2>Why We Build Models</h2>
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<p>
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Education products need a different model shape than general chat
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products. Some proprietary models are powerful but expensive or slow
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for high-frequency learning loops. Some open models are affordable but
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miss the tutoring, instruction-following, reasoning, or product-specific
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behavior Lernex needs.
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</p>
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<p>
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Metis is our answer to that mismatch: build compact models that are
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useful where learning quality matters, efficient enough to run often,
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and honest about the tradeoffs between size, reasoning, latency, and
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cost.
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</p>
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<h2>Featured Models</h2>
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<ul>
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<li><strong><a href="https://huggingface.co/Lernex/Metis-1.4-base" target="_blank" rel="noreferrer">Metis-1.4 Base</a></strong> - current base release for the Metis-1.4 line.</li>
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<li><strong><a href="https://huggingface.co/Lernex/Metis-1.4-chat" target="_blank" rel="noreferrer">Metis-1.4 Chat</a></strong> - conversational variant for tutoring, writing, explanations, and learning support.</li>
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| 150 |
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<li><strong><a href="https://huggingface.co/Lernex/Metis-1.4-think" target="_blank" rel="noreferrer">Metis-1.4 Think</a></strong> - reasoning-oriented variant for compact step-by-step problem solving.</li>
|
| 151 |
+
<li><strong><a href="https://huggingface.co/Lernex/Metis-1.3-base" target="_blank" rel="noreferrer">Metis-1.3 Base</a></strong>, <strong><a href="https://huggingface.co/Lernex/Metis-1.3-chat" target="_blank" rel="noreferrer">Chat</a></strong>, and <strong><a href="https://huggingface.co/Lernex/Metis-1.3-think" target="_blank" rel="noreferrer">Think</a></strong> - earlier hybrid Mamba-attention research releases.</li>
|
| 152 |
+
</ul>
|
| 153 |
+
|
| 154 |
+
<h2>Research Direction</h2>
|
| 155 |
+
<ul>
|
| 156 |
+
<li><strong>Compact tutoring models</strong>: smaller models that can still explain clearly, generate useful practice, and behave consistently in learning contexts.</li>
|
| 157 |
+
<li><strong>Efficient reasoning</strong>: model variants that spend compute where step-by-step problem solving matters instead of making every request expensive.</li>
|
| 158 |
+
<li><strong>Product-shaped evaluation</strong>: evaluating models on whether they help learners understand, practice, revise, and move forward, not only on broad benchmark prestige.</li>
|
| 159 |
+
<li><strong>Deployment practicality</strong>: keeping model size, serving cost, latency, and memory footprint in view from the start.</li>
|
| 160 |
+
</ul>
|
| 161 |
+
|
| 162 |
+
<h2>How This Connects to Lernex</h2>
|
| 163 |
+
<p>
|
| 164 |
+
Lernex uses AI to help learners bring messy material into a system that
|
| 165 |
+
can teach from it. The long-term goal is not just a better chatbot; it
|
| 166 |
+
is one learning relationship that carries context across generated
|
| 167 |
+
lessons, study paths, practice, feedback, and review.
|
| 168 |
+
</p>
|
| 169 |
+
<p>
|
| 170 |
+
The Metis line supports that goal by giving Lernex a model family it can
|
| 171 |
+
tune around real learning workflows instead of treating every AI job as
|
| 172 |
+
the same generic chat problem.
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| 173 |
+
</p>
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| 174 |
+
|
| 175 |
+
<h2>Resources</h2>
|
| 176 |
+
<ul class="resources">
|
| 177 |
+
<li>Website: <a href="https://www.lernex.net/" target="_blank" rel="noreferrer">lernex.net</a></li>
|
| 178 |
+
<li>Company page: <a href="https://www.lernex.net/company" target="_blank" rel="noreferrer">lernex.net/company</a></li>
|
| 179 |
+
<li>Product feedback: <a href="mailto:feedback@lernex.net">feedback@lernex.net</a></li>
|
| 180 |
+
<li>Business contact: <a href="mailto:business@lernex.net">business@lernex.net</a></li>
|
| 181 |
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</ul>
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| 182 |
</main>
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</body>
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</html>
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