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A user jokes about feeling like a 'local King' running two Strata engines at 70 tps and 12M tokens daily, contrasting it with Poteto, a former Cursor employee now at xAI, who reportedly uses 34M tokens per minute and ships 2,500 PRs a month to Cursor and GrokBot.
作者分享在Strata上从IQ2_XS迁移到Unsloth UD-IQ4_XS时的经验：0.1.45之前缺少sampling配置会默认贪心解码导致模型循环，以及默认STRATA_ROUTE_TAIL_SKIP=7会牺牲4-bit量化质量，并给出配置与校准建议。
一位用户质疑 Strata 的高性能宣传：虽然 tokens per second 和针尖测试数据亮眼，但其剪枝专家（pruned experts）与量化是否牺牲实际输出质量尚未经过验证，建议用 llama.cpp 上的相同 GGUF 来对照测试。
用户在 RTX 5090 单卡上使用 strata-nvfp4 引擎（Strata 的 NVFP4 分支）运行 Qwen3.8-Flash-Next 125B-A6B 混合 MoE 模型，分享了「小马挑战」（生成 Three.js 低多边形奔跑小马的 HTML）的性能数据：87 步、12.4 万输出 token、平均 103 t/s 解码速度、99% 缓存命中率。
The author shares a complete guide for deploying Qwen3.8-Flash-Next (125B-A6B) on 12GB VRAM (RTX 5070) with Strata, achieving nearly 100 tok/s, and lets Ant Group's newly released Ling-3.1-flash Agent handle the entire workflow from scratch — machine check, download, installation, troubleshooting, and benchmarking.
A detailed 12-hour hands-on review comparing the Strata inference host against llama.cpp for running Qwen3.8-Flash-Next in a continuous coding harness, documenting hallucinated tool outputs, memory confusion after compaction, and repeated malformed file writes that led the author to abandon Strata for enterprise-grade development.
A Hugging Face release packages the Qwen3.8-Flash-Next abliterated GSQ-RCO quantizations with a 480KB control vector for Strata, enabling runtime refusal removal on local GPUs without altering model weights.
The author believes that after the Strata revolution, prices for memory above 32G and mid-range graphics cards above 16G are very likely to rise, and suggests that a configuration of 64G RAM + 16G VRAM can run Strata for just over a thousand yuan. The quoted post shows that DDR5 prices (especially 16G and 32G) have already deteriorated significantly.
A GPU-poor developer asks whether Qwen Flash Next IQ3 quantizations are good enough for agentic coding tasks, comparing them to Q4/Q5 variants before buying more RAM to run them locally with the Strata inference engine.
The article analyzes why GNOME clipboard managers cause stuttering due to GJS's single-threaded compositor, and introduces Strata, a new clipboard manager that moves intensive work off the compositor thread to eliminate hitching.