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# Hardware Efficient SWE: Hardware-Aware Speculative Task-to-Model Routing
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**Heterogenous Hardware, Context and Model Architecture for Maximized Token per Second per Cost Efficiency**
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19. Contextia: Deterministic context assembly
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20. DasRoot: Spark prefill throughput benchmarking
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*Full bibliography available in the paper PDF.*
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license: cc-by-nc-sa-4.0
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# Hardware Efficient SWE: Hardware-Aware Speculative Task-to-Model Routing
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**Heterogenous Hardware, Context and Model Architecture for Maximized Token per Second per Cost Efficiency**
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19. Contextia: Deterministic context assembly
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20. DasRoot: Spark prefill throughput benchmarking
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*Full bibliography available in the paper PDF.*
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