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TENSOR - Temporal Engine for Neurual Search and Optimization runtime
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TENSOR explores whether transformer-native computational paradigms can evolve into generalized computational substrates capable of compressing fragmented forecasting, search, optimization, and temporal reasoning systems into unified tensor-native runtimes.
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Core Thesis
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TENSOR investigates whether transformer-native computation can absorb or compress forecasting, optimization, search, planning, routing, and temporal reasoning systems into unified tensor-native runtimes.
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Primary Hypotheses
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• Attention mechanisms may function as generalized latent computational operators.
• Transformer-native runtimes may reduce orchestration overhead and memory movement.
• Unified tensor runtimes may eventually outperform fragmented software stacks.
• Transformer-native architectures may align naturally with future hardware fabrics.
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