censorship has begun on HuggingFace
Example: https://huggingface. co/audnai/penclaw-GLM-5.
Now that the dust has settled a bit - here's a write-up on running Qwen3. 8-Flash-Next (125B-A6B MoE + 51B n-gram table) on relatively middle-tier hardware (RTX 4070 12GB + 64GB DDR5-5600 + Gen4...
New model releases reshape what developers can build. As capabilities advance, existing applications can be upgraded and entirely new use cases become feasible — making it critical for engineers to evaluate these releases early.
Example: https://huggingface. co/audnai/penclaw-GLM-5.
One thing I love about both Qwen 3. 8 27B and Flash Next is the effort it puts in to make a good product.
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