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Overview | نظرة عامة

Mibyan 4.1 is a state-of-the-art, Arabic-first large language model developed and trained by Nuqta for Technology (نقطة للتكنولوجيا), an Omani AI pioneer. Designed specifically for professional business writing, complex reasoning, structured outputs, and agentic workflows, Mibyan 4.1 is built on top of Kimi K2.6 by Moonshot AI. By combining Nuqta’s specialized training with Kimi K2.6’s industry-leading foundation, Mibyan 4.1 offers unparalleled performance for Arabic-speaking enterprises, developers, and creators.

Arabic-First Intelligence

Deeply optimized for formal business Arabic (Fusha), regional dialects, and the specific cultural and legal context of Oman and the GCC.

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Technical Specifications | المواصفات الفنية

Mibyan 4.1 inherits and enhances the cutting-edge architecture of Kimi K2.6:
  • Architecture: Sparse Mixture-of-Experts (MoE) with Multi-Head Latent Attention (MLA) and Swish-Gated Linear Unit (SwiGLU) activation.
  • Parameters: 1.04 Trillion total parameters, with 32 Billion active parameters per token forward pass, ensuring high intelligence with rapid inference.
  • Context Window: 256,000 tokens (262,144) via YaRN, enabling the processing of entire books, financial sheets, or complex legal documents in a single prompt.
  • Multimodality: Native support for high-resolution images and video processing powered by a 400M-parameter MoonViT-3D vision encoder.
  • Reasoning Modes: Supports both high-speed Instant mode and deep-reasoning Thinking mode for complex multi-step tasks.

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Key Capabilities | القدرات الأساسية

Advanced Reasoning

Excels at complex logical reasoning, strategic planning, and multi-step problem solving.

Arabic Business Writing

Generates highly polished, culturally accurate, and grammatically perfect Arabic feasibility studies, reports, and proposals.

Agentic Swarms

Powers Mibyan’s coordinated agent workflows (Claw Groups), allowing multiple specialist agents to collaborate in parallel.

Structured Outputs

Provides highly reliable JSON generation and function calling for seamless API and database integration.

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Training & Fine-Tuning | التدريب والتطوير

Mibyan 4.1 was developed by Nuqta through a multi-stage training process:
  1. Base Foundation: Built on the open-weights Kimi K2.6 model, inheriting state-of-the-art coding and reasoning capabilities.
  2. Arabic Alignment: Fine-tuned on a massive, high-quality dataset of Arabic text, with a focus on business, legal, financial, and administrative domains.
  3. GCC & Omani Context: Aligned with local regulations, business practices, terminology, and cultural nuances of Oman and the wider Arabian Gulf.
  4. RLHF & Safety: Aligned using Reinforcement Learning from Human Feedback (RLHF) to ensure helpful, safe, and professional responses.

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API Integration | التكامل البرمجي

You can integrate Mibyan 4.1 into your applications using our OpenAI-compatible API.

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Model Identifier

Use the following model ID in your API requests: 
mibyan-4.1

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Code Examples

from openai import OpenAI

client = OpenAI(
    base_url="https://mibyanai.com/api/public/v1",
    api_key="mb-..." # Your Mibyan API Key
)

response = client.chat.completions.create(
    model="mibyan-4.1",
    messages=[
        {
            "role": "user",
            "content": "اكتب خطة عمل مختصرة لشركة توصيل طرود في مسقط."
        }
    ]
)

print(response.choices[0].message.content)