On-device inference represents another LLM domain experiencing immediate impact. With 6x KV cache compression for extended contexts, mid-range phones and edge devices accommodate substantially more context. Local models with practical context lengths become more feasible. Edge inference economics shift, creating different winners and losers than data center narratives.
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