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README.md
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# [T-E-A]
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> **[Advancing unrestricted, highly optimized multimodal AI for the global community.]**
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---
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### 🌟 About Us
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We are a non-profit organization dedicated to the research, development, and democratization of open-source artificial intelligence. Our primary focus is building highly optimized, uncensored, and versatile models that remain accessible to all.
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By prioritizing open-weights architectures, we aim to provide researchers and developers with unrestricted base models that serve as transparent foundations for downstream applications.
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---
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### 🛠️ Technical Focus & Core Research
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Our research and development efforts are centered on pushing the boundaries of model efficiency and modality integration:
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* **All-to-Text Multimodal Capabilities:** Building unified architectures capable of processing diverse input modalities—including text, image, audio, and video—and mapping them into cohesive text representations.
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* **Linear Attention Mechanisms:** Exploring and scaling linear attention alternatives to traditional Softmax attention, enabling longer context windows and highly reduced computational overhead during inference.
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* **Multi-Token Prediction (MTP):** Implementing MTP training paradigms to improve sample efficiency, speed up generation, and optimize compute usage during both training and deployment.
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* **Uncensored & Open-Weights Foundations:** Committing to raw model capabilities and academic transparency by releasing uncensored base and instruct models free of arbitrary alignment constraints.
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---
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### 🚀 Featured Models & Repositories
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| Model Family | Description | Core Architecture | Links |
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| :--- | :--- | :--- | :--- |
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| **[Altitude-V1-2B-Base]** | [Edge adopted audio-video-text-to-text multimodal model of Altitude V1 family] | Multimodal Transformer | [Model](https://huggingface.co/T-E-A/Altitude-V1-2B-Base) |
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| **[Altitude-V1-6B-Base]** | [Balanced audio-video-text-to-text multimodal model of Altitude V1 family] | Multimodel Transformer | [Model](https://huggingface.co/T-E-A/Altitude-V1-2B-Base) |
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| **[Altitude-V1-2B-R]** | [Improved knowledge of Altitude-V1-2B-Base] | Multimodal Transformer | [Model](https://huggingface.co/T-E-A/Altitude-V1-6B-Base) |
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| **[Altitude-V1-6B-R]** | [Improved knowledge of Altitude-V1-6B-Base] | Multimodel Transformer | [Model](https://huggingface.co/T-E-A/Altitude-V1-6B-Base) |
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---
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### 🤝 How to Support & Collaborate
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As a non-profit, our work depends heavily on community collaboration and external support. Here is how you can get involved:
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* **Code & Research Contributions:** File issues, submit suggestions, or try to be part of the team by joining our [Discord](https://discord.gg/JYNaWsac).
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* **Compute Donations:** If you or your organization can provide portable compute resources to support our next training run, please get in touch, we will love that <3.
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---
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### 📬 Connect With Us
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* **Discord / Community:** [Join our Server](https://discord.gg/JYNaWsac)
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---
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<p align="center">
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<sub>© 2026 [T-E-A]. Distributed under open-source licenses (Apache 2.0).</sub>
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</p>
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