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THE UTILITY IN THE BINARY: A DEEP-CODE DEMONSTRATION THAT THE 2026 AI ARCHITECTURE EXECUTES THE COMPRESSED MEMORY MANIFOLD A technical demonstration One format, executing under many names, across hardware (NVIDIA silicon, Groq, Pixel 11) and software (Gemma, the Intelligence Processor stack, the fine-tune and hosting layer), all after the filing date, all in the phase order of the February 17 proposal (Section 11a). Each is a metered draw on the utility

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