DeepNarra Sovereign AI Ecosystem
Copyright 2026 DeepNarra AI Organization (https://huggingface.co/DeepNarra)

This product includes software, model weights, and architectural designs developed by
the DeepNarra AI Organization under the Apache License, Version 2.0.

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UPSTREAM DATASET ATTRIBUTIONS & LICENSING DISCLOSURES
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In accordance with open-data governance and Hugging Face Hub compliance, the
following streaming datasets and open-source corpora are attributed:

1. FineWeb-Edu (HuggingFaceFW/fineweb-edu)
   - License: Open Data Commons Attribution License (ODC-By) v1.0
   - Attribution: Lozhkov et al., Hugging Face FineWeb-Edu Dataset. Used for
     foundational educational prose pre-training.

2. Aya Multilingual Collection (CohereForAI/aya_collection)
   - License: Apache License, Version 2.0
   - Attribution: Singh et al., Cohere For AI. Used for multilingual tokenizer
     and cross-lingual representation alignment.

3. CodeFeedback Filtered Instruction (m-a-p/CodeFeedback-Filtered-Instruction)
   - License: Apache License, Version 2.0
   - Attribution: Multimodal Art Projection (M-A-P). Used for algorithmic code
     synthesis and verification training.

4. No-Robots (HuggingFaceH4/no_robots)
   - License: CC-BY-NC-4.0 (Attributed for research & instruction alignment evaluation)
   - Attribution: Rajani et al., Hugging Face H4.

5. Procedural Symbolic Mathematics (SymPy CAS Infinite Generator)
   - Generated synthetically on-the-fly using SymPy Computer Algebra System
     (BSD-3-Clause License) with deterministic formal proof verification.

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ARCHITECTURAL & ALGORITHMIC CITATIONS
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- Mamba-2 State Space Duality (SSD): Dao & Gu (2024), Apache-2.0.
- Gated Linear Attention (GLA): Yang et al. (2024), MIT License.
- BitNet b1.58 Ternary Quantization: Ma et al. (2024), MIT License.
- Coconut Continuous Latent Space: Hao et al. (2024), MIT License.
- DeepSeek-R1 Group Relative Policy Optimization (GRPO): DeepSeek-AI (2025), MIT License.