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| title: Darmm AI Ecosystem |
| emoji: π |
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| colorTo: pink |
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| # π Darmm AI Ecosystem |
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| **Engineering the future of Sovereign AI & Agentic Systems for Central Asia.** |
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| Darmm is a high-performance AI ecosystem founded by [R3iwan](https://github.com/R3iwan). We specialize in state-of-the-art NLP, ASR, and TTS solutions tailored for the Kazakh and Russian languages. Our philosophy is rooted in **"Hard Pass"** engineering excellence and infrastructure-level optimization. |
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| ## π Our Hubs |
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| * **[darmm.kz](https://darmm.kz)**: Main B2B gateway and Strategic AI Consulting. |
| * **[labs.darmm.kz](https://labs.darmm.kz)**: Our R&D powerhouse. Focus: CUDA kernels, vLLM throughput optimization, and custom Voice AI. |
| * **[academy.darmm.kz](https://academy.darmm.kz)**: High-stakes AI/ML LMS. Only 90%+ scores/code-review pass rates allowed. |
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| ## π Tech Stack & Expertise |
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| We don't just consume APIs; we build the backbone: |
| - **Inference & Optimization:** vLLM, TensorRT-LLM, FlashAttention-2, Quantization (FP8, AWQ, GGUF). |
| - **Voice Intelligence:** Real-time TTS (sub-100ms latency) and regional-specific ASR. |
| - **Training:** SFT, DPO/PPO, LoRA/QLoRA on massive localized datasets. |
| - **Retrieval:** Advanced GraphRAG and Agentic workflows for enterprise-grade precision. |
| - **Compute:** Deep knowledge of CUDA, Triton, and efficient GPU resource orchestration. |
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| ## π°πΏ The Kazakh Language Mission |
| Our core mission is to solve the "low-resource language" problem. We curate proprietary datasets and fine-tune models that capture the cultural nuance, legal specificity, and phonetic richness of the Kazakh language. |
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| *Building at the intersection of performance and cultural identity. Join us in shaping the Central Asian AI landscape.* |