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  <body>
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- <h1>👋 Arif Ahmed Adito · @Adiuk</h1>
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- <p class="subtitle">Independent AI Researcher · Founder, Adioris Tech · Head of Business @ Tapmad</p>
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- <p class="location">📍 Dhaka, Bangladesh 🇧🇩</p>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- <h2>🧠 Research</h2>
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  <h3>Eyla: Identity-Anchored LLM Architecture</h3>
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- <p><em>What if your AI actually knew who it was — and couldn't be manipulated into forgetting?</em></p>
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  <div class="paper-box">
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- <strong>📄 arXiv:2604.00009</strong><br/>
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- "Eyla: Toward an Identity-Anchored LLM Architecture with Integrated Biological Priors — Vision, Implementation Attempt, and Lessons from AI-Assisted Development"<br/><br/>
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  <a class="badge" href="https://arxiv.org/abs/2604.00009" target="_blank">Read on arXiv</a>
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- <a class="badge" href="https://github.com/Adiuk24/eyla-aios" target="_blank">GitHub Repo</a>
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  </div>
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- <p>Core contributions:</p>
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  <ul>
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- <li>🧬 Identity-anchored fine-tuning (Soul Pass)</li>
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- <li>🧠 HiPPO-initialized SSMs for biologically-inspired memory</li>
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- <li>📊 Identity Consistency Score (ICS) — novel benchmark</li>
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- <li>📋 Five failure modes of AI-assisted development</li>
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  </ul>
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- <h2>🚀 Active Projects</h2>
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- <h3>🤖 Eyla AIOS</h3>
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- <p>Local-first agentic AI OS for Bangladeshi students — Qwen3-8B, Ollama, Tauri v2, SQLite memory, no cloud, no subscription. Sovereign AI for underserved markets.</p>
 
 
 
 
 
 
 
 
 
 
 
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- <h3>🇧🇩 Bengali LLM (Planned)</h3>
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- <p>Bangladeshi-dialect-first Bengali language model — distinct from Indian Bengali-skewed models. ~10K hours / 100GB of Bengali voice data ready.</p>
 
 
 
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- <h2>🛠 Stack</h2>
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- <p class="stack">Qwen3-8B · Ollama · Mamba-2 SSM · LanceDB · Unsloth · YaRN · SQLite · Tauri v2</p>
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- <h2>📫 Connect</h2>
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  <div class="links">
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- <a class="badge" href="https://arifadito.com" target="_blank">🌐 Website</a>
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- <a class="badge" href="https://github.com/Adiuk24" target="_blank">🐙 GitHub</a>
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- <a class="badge" href="https://linkedin.com/in/arifadito" target="_blank">💼 LinkedIn</a>
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- <a class="badge" href="https://arxiv.org/abs/2604.00009" target="_blank">📄 arXiv Paper</a>
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  </div>
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- <p class="footer">Built in Dhaka, Bangladesh 🇧🇩 — for the world.</p>
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  </body>
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  </html>
 
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  box-shadow: 0 2px 8px rgba(0,0,0,0.06);
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  }
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+ .model-card {
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+ background: white;
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+ border: 1px solid #e0e0f0;
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+ padding: 16px 20px;
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+ border-radius: 8px;
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+ margin: 12px 0;
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+ box-shadow: 0 2px 8px rgba(0,0,0,0.04);
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+ }
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+ .model-card h4 { margin: 0 0 8px 0; color: #1a1a2e; }
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+ .model-card .specs { color: #666; font-size: 0.9rem; }
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  .stack { color: #555; font-size: 0.95rem; }
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  .links { margin-top: 40px; }
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  .footer { margin-top: 60px; text-align: center; color: #aaa; font-size: 0.9rem; }
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+ .highlight { color: #3a3a7a; font-weight: 600; }
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  </style>
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  </head>
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  <body>
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+ <h1>Arif Ahmed Adito - @Adiuk</h1>
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+ <p class="subtitle">Independent AI Researcher | Founder, Adioris Tech Ltd | Head of Business @ Tapmad</p>
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+ <p class="location">Dhaka, Bangladesh</p>
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+
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+ <h2>Research</h2>
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+
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+ <h3>Noor: Custom Sparse MoE Language Model</h3>
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+ <p><em>Nothing traditional. No Python. No PyTorch. No Adam. Built from scratch in Rust.</em></p>
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+
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+ <div class="model-card">
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+ <h4>Noor Model Family</h4>
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+ <div class="specs">
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+ <strong>Noor-Edge</strong> (2.8B) — Phone, RPi, browser. PLE architecture, 64K Borno tokenizer.<br/>
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+ <strong>Noor-Pro</strong> (12B, 3B active) — Laptop. Parallel Dense+MoE, Sigmoid+SMEBU routing, Sandwich RMSNorm.<br/>
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+ <strong>Noor-Max</strong> (28B, 4B active) — Workstation. Full architecture with Block AttnRes.
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+ </div>
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+ </div>
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+
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+ <p>Key innovations:</p>
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+ <ul>
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+ <li><span class="highlight">MuonClip optimizer</span> — Muon + QK-Clip. 67% less memory than Adam.</li>
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+ <li><span class="highlight">SMEBU routing</span> — Sigmoid routing with momentum bias balancing. No auxiliary losses.</li>
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+ <li><span class="highlight">Parallel Dense+MoE</span> — Every token gets both dense FFN and expert specialization.</li>
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+ <li><span class="highlight">Borno tokenizer</span> — Custom 64K BPE for English + Bangla + code.</li>
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+ <li><span class="highlight">Zero Python stack</span> — Rust + Burn framework. GGUF checkpoints = deployment.</li>
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+ </ul>
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  <h3>Eyla: Identity-Anchored LLM Architecture</h3>
 
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  <div class="paper-box">
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+ <strong>arXiv:2604.00009</strong><br/>
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+ "Eyla: Toward an Identity-Anchored LLM Architecture with Integrated Biological Priors"<br/><br/>
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  <a class="badge" href="https://arxiv.org/abs/2604.00009" target="_blank">Read on arXiv</a>
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+ <a class="badge" href="https://github.com/Adiuk24/eyla-aios" target="_blank">GitHub</a>
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  </div>
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  <ul>
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+ <li>Identity-anchored fine-tuning (Soul Pass)</li>
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+ <li>HiPPO-initialized SSMs for biologically-inspired memory</li>
100
+ <li>Identity Consistency Score (ICS) — novel benchmark</li>
 
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  </ul>
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+ <h2>Active Projects</h2>
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+
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+ <div class="model-card">
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+ <h4>Noor LLM</h4>
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+ <p class="specs">Custom sparse MoE language model. Rust + Burn. Training on consumer hardware (Kaggle T4 + RunPod). First bilingual English+Bangla model at this scale built without PyTorch.</p>
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+ <a class="badge" href="https://huggingface.co/Adiuk/noor-edge-checkpoints" target="_blank">Checkpoints</a>
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+ <a class="badge" href="https://huggingface.co/datasets/Adiuk/noor-training-data" target="_blank">Training Data</a>
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+ </div>
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+
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+ <div class="model-card">
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+ <h4>Eyla AIOS</h4>
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+ <p class="specs">Local-first agentic AI OS. Noor as the core model, ADE verification pipeline (P1-P6), multi-device deployment. For Bangladeshi students and underserved markets.</p>
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+ <a class="badge" href="https://github.com/Adiuk24/eyla-aios" target="_blank">GitHub</a>
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+ </div>
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+ <div class="model-card">
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+ <h4>AdiTurbo</h4>
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+ <p class="specs">Ternary quantization (TQ3) for edge deployment. ARM NEON kernels. 4.5x compression with minimal quality loss.</p>
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+ <a class="badge" href="https://huggingface.co/Adiuk/AdiTurbo-TQ-Models" target="_blank">Models</a>
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+ </div>
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+ <h2>Stack</h2>
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+ <p class="stack">Rust | Burn | Zig (NEON kernels) | GGUF | Borno 64K BPE | Metal + CUDA | RunPod | Kaggle</p>
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+ <h2>Connect</h2>
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  <div class="links">
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+ <a class="badge" href="https://arifadito.com" target="_blank">Website</a>
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+ <a class="badge" href="https://github.com/Adiuk24" target="_blank">GitHub</a>
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+ <a class="badge" href="https://linkedin.com/in/arifadito" target="_blank">LinkedIn</a>
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+ <a class="badge" href="https://arxiv.org/abs/2604.00009" target="_blank">arXiv Paper</a>
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  </div>
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+ <p class="footer">Built in Dhaka, Bangladesh — for the world.</p>
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  </body>
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  </html>