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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>AMEFORGE — Independent AI Research Studio</title>
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    /* About */
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      font-size: 0.95rem;
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      max-width: 680px;
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    /* Research grid */
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    .research-card {
      background: var(--white);
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      font-size: 0.92rem;
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    }

    /* Contact */
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      color: white;
      border-radius: 6px;
      padding: 1.5rem;
      display: flex;
      align-items: center;
      justify-content: space-between;
      flex-wrap: wrap;
      gap: 1rem;
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      font-weight: 400;
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      font-weight: 500;
      color: white;
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      padding: 0.6rem 1.2rem;
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      transition: background 0.2s;
    }

    .contact-email:hover {
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    /* Footer */
    .footer {
      text-align: center;
      padding: 1.5rem;
      font-size: 0.75rem;
      color: var(--text-muted);
      border-top: 1px solid var(--border);
      margin-top: 1rem;
    }

    @media (max-width: 600px) {
      .org-name { font-size: 2rem; }
      .research-grid { grid-template-columns: 1fr; }
      .stats-row { gap: 1.5rem; }
    }
  </style>
</head>
<body>

  <!-- Header -->
  <div class="header">
    <div class="header-inner">
      <div class="org-label">AI Research Studio</div>
      <h1 class="org-name">AMEFORGE</h1>
      <p class="org-tagline">We design novel neural architectures, publish peer-reviewed research, and deploy production-ready models — with software that brings these innovations directly to users.</p>
      <div class="header-links">
        <a href="https://ameforge.tech" target="_blank">🌐 ameforge.tech</a>
        <a href="https://arxiv.org/abs/2603.14651" target="_blank">📄 arXiv</a>
        <a href="https://github.com/Volgat" target="_blank">⌥ GitHub</a>
        <a href="mailto:contact@ameforge.tech">✉ contact@ameforge.tech</a>
      </div>
    </div>
  </div>

  <!-- Main -->
  <div class="main">

    <!-- About -->
    <div class="section">
      <div class="section-title">About</div>
      <p class="about-text">
        Ameforge is an independent AI research studio focused on advancing the state of the art in neural architecture design, efficient inference, and continual learning. Our research spans time-series forecasting, natural language processing, and sparse neural networks. We publish openly on arXiv and release models and tools for the research community.
      </p>
    </div>

    <!-- Research -->
    <div class="section">
      <div class="section-title">Research Projects</div>
      <div class="research-grid">

        <div class="research-card">
          <div class="research-card-header">
            <span class="research-name">EARCP</span>
            <span class="badge badge-published">Published</span>
          </div>
          <p class="research-desc">Ensemble Adaptive Recurrent Cascade Predictor. Multi-expert architecture combining CNN, BiLSTM, and Transformer for adaptive time-series prediction. Validated on Kaggle Hull Tactical (Rank 708 / 18,000+, Top 24%).</p>
          <div class="research-links">
            <a href="https://arxiv.org/abs/2603.14651" target="_blank" class="research-link">arXiv Paper</a>
            <a href="https://pypi.org/project/earcp/" target="_blank" class="research-link">pip install earcp</a>
            <a href="https://www.kaggle.com/competitions/hull-tactical-market-prediction/leaderboard" target="_blank" class="research-link">Kaggle</a>
          </div>
        </div>

        <div class="research-card">
          <div class="research-card-header">
            <span class="research-name">SCLM</span>
            <span class="badge badge-active">Active</span>
          </div>
          <p class="research-desc">Sparse Cascade Language Model. High-efficiency language modeling architecture built on EARCP principles. Dual-license model: open research use and commercial licensing available.</p>
          <div class="research-links">
            <a href="https://ameforge.tech/research/sclm" target="_blank" class="research-link">Documentation</a>
            <a href="mailto:contact@ameforge.tech" class="research-link">Commercial License</a>
          </div>
        </div>

        <div class="research-card">
          <div class="research-card-header">
            <span class="research-name">SparseMind</span>
            <span class="badge badge-research">Research</span>
          </div>
          <p class="research-desc">Sparse neural architecture research achieving 87.5% weight sparsity with competitive perplexity. Designed for efficient inference on resource-constrained environments.</p>
          <div class="research-links">
            <a href="https://ameforge.tech/research/sparse" target="_blank" class="research-link">Learn more</a>
          </div>
        </div>

        <div class="research-card">
          <div class="research-card-header">
            <span class="research-name">NexusBPE</span>
            <span class="badge badge-active">Active</span>
          </div>
          <p class="research-desc">Custom Byte-Pair Encoding tokenizer trained on a curated multilingual corpus (code, natural language, technical documents). Designed to complement Ameforge's internal language model research.</p>
          <div class="research-links">
            <a href="https://huggingface.co/AMFORGE/gearcut_tok" target="_blank" class="research-link">HuggingFace</a>
            <a href="https://ameforge.tech/research/nexusbpe" target="_blank" class="research-link">Documentation</a>
          </div>
        </div>

        <div class="research-card">
          <div class="research-card-header">
            <span class="research-name">MemoryBank</span>
            <span class="badge badge-research">Research</span>
          </div>
          <p class="research-desc">Long-term memory mechanism for neural networks addressing catastrophic forgetting in continual learning scenarios. LPOLMemory architecture for persistent knowledge retention.</p>
          <div class="research-links">
            <a href="https://ameforge.tech/research/memorybank" target="_blank" class="research-link">Learn more</a>
          </div>
        </div>

      </div>
    </div>

    <!-- Models -->
    <div class="section">
      <div class="section-title">Published Models</div>
      <div style="background: var(--white); border: 1px solid var(--border); border-radius: 6px; overflow: hidden;">
        <table class="models-table">
          <thead>
            <tr>
              <th>Model</th>
              <th>Task</th>
              <th>License</th>
              <th>Status</th>
            </tr>
          </thead>
          <tbody>
            <tr>
              <td><a href="https://huggingface.co/AMFORGE/gc_editor1" target="_blank">AMFORGE/gc_editor1</a></td>
              <td>Text Generation</td>
              <td>CKL</td>
              <td><span class="badge badge-active">Active</span></td>
            </tr>
            <tr>
              <td><a href="https://huggingface.co/AMFORGE/gc_editor" target="_blank">AMFORGE/gc_editor</a></td>
              <td>Text Generation</td>
              <td>CKL</td>
              <td><span class="badge badge-active">Active</span></td>
            </tr>
            <tr>
              <td><a href="https://huggingface.co/AMFORGE/gearcut_tok" target="_blank">AMFORGE/gearcut_tok</a></td>
              <td>Tokenizer (NexusBPE)</td>
              <td>CKL</td>
              <td><span class="badge badge-active">Active</span></td>
            </tr>
            <tr>
              <td><a href="https://huggingface.co/AMFORGE/gc_editorablationtest" target="_blank">AMFORGE/gc_editorablationtest</a></td>
              <td>Ablation Study</td>
              <td>CKL</td>
              <td><span class="badge badge-research">Research</span></td>
            </tr>
          </tbody>
        </table>
      </div>
      <p style="font-size: 0.75rem; color: var(--text-muted); margin-top: 0.75rem;">All models are released under the CKL (Custom Knowledge License). Commercial licensing available upon request.</p>
    </div>

    <!-- Contact -->
    <div class="section">
      <div class="section-title">Contact</div>
      <div class="contact-block">
        <div class="contact-text">
          <h3>Research collaboration &amp; licensing</h3>
          <p>Interested in our research, commercial licensing, or partnership opportunities?</p>
        </div>
        <a href="mailto:contact@ameforge.tech" class="contact-email">✉ contact@ameforge.tech</a>
      </div>
    </div>

  </div>

  <div class="footer">
    © 2025 Ameforge. All rights reserved. &nbsp;·&nbsp; <a href="https://ameforge.tech" style="color: inherit;">ameforge.tech</a>
  </div>

</body>
</html>