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@@ -175,4 +175,4 @@ Apache 2.0 — for OICIO code (following Bonsai and Needle2). Model weights foll
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  **Built in limited environment 1.9GB RAM + 14GB swap, consumer hardware only, no data center, no H100, no excuses, training from scratch HERE, Rust CPU-only, MatMul-free.**
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- **OICIO = Outside-In Contextual Intelligence Orchestration, MatMul-Free CPU-Only, Intelligence Density > Parameter Count.**
 
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  **Built in limited environment 1.9GB RAM + 14GB swap, consumer hardware only, no data center, no H100, no excuses, training from scratch HERE, Rust CPU-only, MatMul-free.**
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+ **OICIO = Optimized Infinite Context Intelligence Orchestration, MatMul-Free CPU-Only, Intelligence Density > Parameter Count.**