Strata
Consumer Laptop LLM Speed Doubles Again — But How Far From Replacing the Cloud?
Strata inference engine pushes Qwen3-8B on consumer laptops from 23 t/s to 51 t/s — over 2x llama.cpp. Is local AI hitting its productivity tipping po
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consumer GPU
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Qwen
100B-Parameter LLM Runs on 16GB GPU — Cloud Compute Pricing Is Up for Rethink
An open-source team packed a 177B-parameter LLM into a 16GB consumer GPU + SSD at 9-10 tok/s—signaling the hardware floor for LLMs is quietly sinking.