Fresh stories
Qwen 3.8 Max 2.4T open weights ship as text-only, users say
LocalLLaMA users said Qwen 3.8 Max 2.4T open weights are text-only while the API keeps vision support. A linked Qwen3.8-27B ModelScope page reportedly returned 404 before release.


Composio and Ante benchmark coding agent harnesses with 47%–67% success range
Composio and Ante tests reported that the same models behaved very differently by harness. DeepSeek V4 Flash ranged from 47% to 67% task success and $0.019 to $0.104 per task across harnesses.
OpenRouter updates Auto Router with 30 task types and 7-day spend-based routing
OpenRouter upgraded Auto Router to classify prompts into about 30 task types, then route by anonymized 7-day spend share and cost tier. OpenRouter says the max tier beat the old router across five benchmark domains.


Speculative decoding tests report acceptance drop from 0.71 to 0.18 after ~32K context
A practitioner report found speculative-decoding acceptance fell from 0.71 to 0.18 beyond about 32K context. Separate DSpark and mlx-dspark tests reported speedups on RTX and Apple Silicon setups.

Qwen 3.8 Max 2.4T open weights ship as text-only, users say
LocalLLaMA users said Qwen 3.8 Max 2.4T open weights are text-only while the API keeps vision support. A linked Qwen3.8-27B ModelScope page reportedly returned 404 before release.

Qwen 122B runs on older laptop with llama.cpp in user test
A LocalLLaMA post ran a 122B Qwen model on an older laptop with llama.cpp. The run had very long load and generation times, while another report put Qwen 3.6 35B at 21 tok/s on a Radeon 7600 after ROCm tuning.

Meta releases Muse Glimmer 30B as an Apache 2.0 open-weight local agent model
Meta released Muse Glimmer, a 30B Apache 2.0 dense model for local agent workflows. Reports cite 4-bit builds under 20GB, vision input, function calling, 131K context, and day-0 support in Hugging Face, vLLM, SGLang, Ollama, and MLX.



