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+ ---
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+ license: apache-2.0
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+ tags:
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+ - pytorch
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+ - causal-lm
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+ - mixture-of-experts
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+ - from-scratch
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+ - intelligence-os
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+ pipeline_tag: text-generation
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+ ---
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+
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+ # Intelligence_OS (1.5 Billion Parameter Sparse Architecture)
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+
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+ Intelligence_OS is a decoder-only sparse mixture-of-experts language model designed from scratch for maximum quality per joule and compute-efficient training.
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+
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+ ## Model Details
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+ - **Architecture**: Decoder-only Sparse MoE
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+ - **Parameters**: 1,518,659,584 (theoretical 1.519B class)
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+ - **Layers**: 26
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+ - **Hidden Dimension**: 2,048
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+ - **Attention**: Grouped-Query Attention (16 Q heads / 4 KV heads)
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+ - **Position Encoding**: Rotary Position Embedding (RoPE)
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+ - **Feed-Forward**: 4 SwiGLU Experts per layer with Top-2 and Adaptive Routing
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+ - **Embeddings**: Tied input/output token embeddings
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+
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+ ## Training Innovations
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+ - **Low-Memory Optimization (LOMO)**: Layer-wise in-place updates keeping peak VRAM under 1.5 GB.
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+ - **Zero-GPU Non-Neural AI Engine**: Holographic Associative Memory capable of 85k tokens/s.