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| # ⚡ Welcome to Tesleum | AI Services | |
| We build highly optimized, specialized AI models and tools tailored for local inference, developer workflows, and seamless application integration. Our focus is on breaking down complex architectures into efficient, production-ready assets. | |
| 🌐 **Website:** [www.tesleum.com](https://www.tesleum.com) | |
| [](https://ollama.com/Tesleum/shirdel-coder) | |
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| ## 🚀 Featured Artifacts | |
| | 🤖 Specialized Models | 📊 Fine-Tuning & Datasets | ⚡ Interactive Spaces | | |
| | :--- | :--- | :--- | | |
| | • **shirdel-coder** — *Optimized for local inference & advanced code generation.* | • **Evol-Instruct-Code-80k** — *High-quality supervised instruction sets.* | • **Model Playground** — *Test our latest local-first checkpoints in real-time.* | | |
| | • **GGUF / Q6_K Quantizations** — *High-fidelity, low-memory checkpoints.* | • **Synthetic Code Corpus** — *Curated datasets for syntax and logic alignment.* | • **Quantization Benchmarks** — *Compare perplexity across variable bit-rates.* | | |
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| ## 🛠️ Research Focus & Tech Stack | |
| Our team bridges the gap between massive foundational models and resource-constrained edge environments. | |
| * **Core Focus:** Local LLM optimization, code intelligence, and fine-tuning via style-supervised instruction (Claude-style alignment mapping). | |
| * **Quantization Formats:** GGUF, AWQ, and ExLlamaV2 specializing in preserving logic performance at 4-bit and 6-bit boundaries. | |
| * **Frameworks & Infrastructure:** PyTorch, MLX Engine, Transformers, and custom tokenization pipelines engineered for rapid inference. | |
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| ## 👥 Collaboration & Open Source | |
| We are deep believers in open-weights development. Here is how you can collaborate with the Tesleum ecosystem: | |
| * 🐛 **Issue Tracking:** For quantization requests or architecture bugs, open a discussion in the respective model repository. | |
| * 🤝 **Pull Requests:** Found an optimization patch for local runtime deployment? We welcome community contributions. | |
| * 📌 **Updates:** Star our repositories or follow the organization to stay looped into our active release cycle. | |
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| ## 🌐 Connect With Us | |
| [](https://www.tesleum.com) | |
| [](https://github.com/Tesleum) | |
| [](https://x.com/Tesleum) |