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Qwen releases Qwen3.8 27B multimodal model under Apache 2.0
Qwen released its open-weight Qwen3.8 27B vision-language model with 262K native context and adjustable reasoning. In a 484-sample test, enabled-thinking scores fell from above 92% through 64K to 74.3–81.8% at 128K.
Study finds 307 agent-skill failures, including 125 functional failures
A study summary reports 307 confirmed failures caused by agent skills, including 125 functional failures. Practitioners favor user-invoked skills to avoid ambiguous automatic triggers and token use before a skill is needed.
Codex opens 1M-token GPT-5.6 Sol context for ChatGPT subscribers
Codex now lets ChatGPT subscribers enable a 1 million-token context window for GPT-5.6 Sol. Automatic compaction starts at 900,000 tokens, and tokens beyond the default window count double against limits.
Qwen releases Qwen3.8 27B multimodal model under Apache 2.0
Qwen released its open-weight Qwen3.8 27B vision-language model with 262K native context and adjustable reasoning. In a 484-sample test, enabled-thinking scores fell from above 92% through 64K to 74.3–81.8% at 128K.
OpenCode Go revises limits after DeepSeek price increase
OpenCode says it revised Go limits after DeepSeek raised prices. Its operator is testing hosting configurations intended to bring DeepSeek service closer to its prior price point.
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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.
Reports say OpenClaw exposed missing auth on gym booking cancellation API
Reports say OpenClaw’s gym demo found missing authorization checks on cancellation endpoints in an Australian booking API. The agent allegedly canceled another user’s reservation, leaving responsibility unclear between app auth and harness controls.
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.