ai-tools
Strata Review 2026: Running 125B Models on Consumer GPUs — Real-World Performance, Cold Starts & Critical Tradeoffs
In-depth review of Strata, the open-source inference engine running Alibaba 125B Qwen3.8-Flash-Next on consumer GPUs at 50-94 tokens/s. Explore 3-tier offloading, cold start delays, non-English conversation trade-offs in Coder models, and real-world developer pitfalls.
4.6/Best Pick
#strata#qwen#local-llm#moe#open-source