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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>Arif Ahmed Adito β€” AI Researcher</title>
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  <style>
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  body {
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  font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', sans-serif;
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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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65
- <h2>Research</h2>
 
 
66
 
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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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  <div class="model-card">
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  <h4>Noor Model Family</h4>
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  </div>
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  </div>
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- <p>Key innovations:</p>
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  <ul>
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  <li><span class="highlight">MuonClip optimizer</span> β€” Muon + QK-Clip. 67% less memory than Adam.</li>
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- <li><span class="highlight">SMEBU routing</span> β€” Sigmoid routing with momentum bias balancing. No auxiliary losses.</li>
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- <li><span class="highlight">Parallel Dense+MoE</span> β€” Every token gets both dense FFN and expert specialization.</li>
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  <li><span class="highlight">Borno tokenizer</span> β€” Custom 64K BPE for English + Bangla + code.</li>
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- <li><span class="highlight">Zero Python stack</span> β€” 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">
91
  <strong>arXiv:2604.00009</strong><br/>
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- "Eyla: Toward an Identity-Anchored LLM Architecture with Integrated Biological Priors"<br/><br/>
93
  <a class="badge" href="https://arxiv.org/abs/2604.00009" target="_blank">Read on arXiv</a>
94
  <a class="badge" href="https://github.com/Adiuk24/eyla-aios" target="_blank">GitHub</a>
95
  </div>
@@ -100,19 +113,11 @@
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  <li>Identity Consistency Score (ICS) β€” novel benchmark</li>
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  </ul>
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- <h2>Active Projects</h2>
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-
105
- <div class="model-card">
106
- <h4>Noor LLM</h4>
107
- <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>
108
- <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>
110
- </div>
111
 
112
  <div class="model-card">
113
  <h4>Eyla AIOS</h4>
114
- <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>
115
- <a class="badge" href="https://github.com/Adiuk24/eyla-aios" target="_blank">GitHub</a>
116
  </div>
117
 
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  <div class="model-card">
@@ -121,14 +126,38 @@
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  <a class="badge" href="https://huggingface.co/Adiuk/AdiTurbo-TQ-Models" target="_blank">Models</a>
122
  </div>
123
 
124
- <h2>Stack</h2>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
125
  <p class="stack">Rust | Burn | Zig (NEON kernels) | GGUF | Borno 64K BPE | Metal + CUDA | RunPod | Kaggle</p>
126
 
127
  <h2>Connect</h2>
128
  <div class="links">
129
  <a class="badge" href="https://arifadito.com" target="_blank">Website</a>
130
  <a class="badge" href="https://github.com/Adiuk24" target="_blank">GitHub</a>
131
- <a class="badge" href="https://linkedin.com/in/arifadito" target="_blank">LinkedIn</a>
132
  <a class="badge" href="https://arxiv.org/abs/2604.00009" target="_blank">arXiv Paper</a>
133
  </div>
134
 
 
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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>Arif Adito β€” AI Researcher & Business Growth Leader</title>
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  <style>
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  body {
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  font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', sans-serif;
 
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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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+ .certs { display: flex; flex-wrap: wrap; gap: 8px; margin-top: 8px; }
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+ .cert {
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+ background: #eef0ff;
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+ color: #3a3a7a;
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+ padding: 4px 12px;
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+ border-radius: 12px;
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+ font-size: 0.8rem;
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+ }
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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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+ .role { color: #555; font-size: 0.9rem; margin-top: 2px; }
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  </style>
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  </head>
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  <body>
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+ <h1>Arif Adito - @Adiuk</h1>
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+ <p class="subtitle">AI Researcher | Founder, Adioris Tech Ltd | Head of Business @ Tapmad Bangladesh</p>
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  <p class="location">Dhaka, Bangladesh</p>
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+ <p>Strategic leader with 15+ years scaling ventures across SaaS, OTT, and Fintech. Now building sovereign AI infrastructure for underserved markets β€” custom models, no dependencies, consumer hardware.</p>
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+
76
+ <h2>Research & Models</h2>
77
 
78
  <h3>Noor: Custom Sparse MoE Language Model</h3>
79
+ <p><em>No Python. No PyTorch. No Adam. Built from scratch in Rust.</em></p>
80
 
81
  <div class="model-card">
82
  <h4>Noor Model Family</h4>
 
87
  </div>
88
  </div>
89
 
 
90
  <ul>
91
  <li><span class="highlight">MuonClip optimizer</span> β€” Muon + QK-Clip. 67% less memory than Adam.</li>
92
+ <li><span class="highlight">SMEBU routing</span> β€” Sigmoid routing with momentum bias balancing.</li>
93
+ <li><span class="highlight">Parallel Dense+MoE</span> β€” Dense FFN + expert specialization per token.</li>
94
  <li><span class="highlight">Borno tokenizer</span> β€” Custom 64K BPE for English + Bangla + code.</li>
95
+ <li><span class="highlight">First bilingual English+Bangla model</span> at this scale built without PyTorch.</li>
96
  </ul>
97
 
98
+ <a class="badge" href="https://huggingface.co/Adiuk/noor-edge-checkpoints" target="_blank">Checkpoints</a>
99
+ <a class="badge" href="https://huggingface.co/datasets/Adiuk/noor-training-data" target="_blank">Training Data</a>
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+
101
  <h3>Eyla: Identity-Anchored LLM Architecture</h3>
102
 
103
  <div class="paper-box">
104
  <strong>arXiv:2604.00009</strong><br/>
105
+ "Eyla: Toward an Identity-Anchored LLM Architecture with Integrated Biological Priors β€” Vision, Implementation Attempt, and Lessons from AI-Assisted Development"<br/><br/>
106
  <a class="badge" href="https://arxiv.org/abs/2604.00009" target="_blank">Read on arXiv</a>
107
  <a class="badge" href="https://github.com/Adiuk24/eyla-aios" target="_blank">GitHub</a>
108
  </div>
 
113
  <li>Identity Consistency Score (ICS) β€” novel benchmark</li>
114
  </ul>
115
 
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+ <h2>Projects</h2>
 
 
 
 
 
 
 
117
 
118
  <div class="model-card">
119
  <h4>Eyla AIOS</h4>
120
+ <p class="specs">Local-first agentic AI OS. Noor as the core model, ADE verification pipeline (P1-P6), multi-device deployment. Targeting 130M+ users via Grameenphone and Robi Axiata partnerships.</p>
 
121
  </div>
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  <div class="model-card">
 
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  <a class="badge" href="https://huggingface.co/Adiuk/AdiTurbo-TQ-Models" target="_blank">Models</a>
127
  </div>
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+ <div class="model-card">
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+ <h4>Adioris Tech Ltd</h4>
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+ <p class="specs">AI solutions, digital transformation, and strategic consulting. Building sovereign AI infrastructure for Bangladesh and emerging markets.</p>
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+ </div>
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+
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+ <h2>Experience</h2>
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+ <p><strong>Head of Business, Bangladesh</strong> β€” Tapmad</p>
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+ <p class="role">Led market entry strategy (0 to 1). GTM, telecom partnerships (Grameenphone, Robi Axiata), revenue growth.</p>
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+
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+ <p><strong>Founder & CEO</strong> β€” Adioris Tech Ltd</p>
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+ <p class="role">AI research, custom model development, strategic consulting.</p>
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+
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+ <p><strong>CEO & Director of Photography</strong> β€” Studio By Adi (London)</p>
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+ <p class="role">Commercial photography and cinematic production.</p>
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+
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+ <h2>Certifications</h2>
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+ <div class="certs">
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+ <span class="cert">Strategic Leadership β€” Harvard Business School</span>
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+ <span class="cert">Advanced Growth Strategy β€” Reforge</span>
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+ <span class="cert">Digital Marketing Analytics β€” MIT Sloan</span>
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+ <span class="cert">AI for Business Strategy β€” Wharton</span>
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+ <span class="cert">Google Data Analytics Professional</span>
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+ </div>
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+
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+ <h2>Tech Stack</h2>
154
  <p class="stack">Rust | Burn | Zig (NEON kernels) | GGUF | Borno 64K BPE | Metal + CUDA | RunPod | Kaggle</p>
155
 
156
  <h2>Connect</h2>
157
  <div class="links">
158
  <a class="badge" href="https://arifadito.com" target="_blank">Website</a>
159
  <a class="badge" href="https://github.com/Adiuk24" target="_blank">GitHub</a>
160
+ <a class="badge" href="https://linkedin.com/in/arif-adito-025088b4" target="_blank">LinkedIn</a>
161
  <a class="badge" href="https://arxiv.org/abs/2604.00009" target="_blank">arXiv Paper</a>
162
  </div>
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