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Strata tool dramatically boosts LLM inference speed for Qwen model

By PulseAugur Editorial · [1 sources] ·

A user on Reddit's r/LocalLLaMA subreddit shared their experience with Strata, a tool that significantly boosted their LLM inference speed. They reported a jump from 70-80 tokens/second to 150 tokens/second when using Strata with the Qwen 3.8 flash next model on llama.cpp. The user also noted that DeepSeek v4.1 flash 2.25bit achieved 70 tokens/second, and mentioned using Unsloth for 6-bit quantization with a 160k context window on a Pro setup with multiple GPUs. AI

IMPACT This tool could significantly improve the efficiency and speed of running local LLMs, making them more accessible and practical for users.

RANK_REASON User-shared experience with an optimization tool for LLMs.

Read on r/LocalLLaMA →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

Strata tool dramatically boosts LLM inference speed for Qwen model

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1 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
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Tool
User-shared experience with an optimization tool for LLMs.
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COVERAGE [1]

  1. r/LocalLLaMA TIER_1 English(EN) · /u/lblblllb ·

    Strata is the shit

    <!-- SC_OFF --><div class="md"><p>Have been using qwen 3.8 flash next with llamaserver. Was getting 70-80tk/s decode and was happy. Then read about strata and decided to give it a try. Decode shot up to 150 tk/s. Not sure what magic it's using? You should give it a try if you are…

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