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LMCache unpickles data straight off an unauthenticated socket. One message is RCE, your exposure is one flag wide, and no patch exists.
ServiceNow turns a 15B reasoning model into a Mamba hybrid at 2.1x throughput. The interesting part is how they chose the distillation data.
The ggml.ai team behind llama.cpp joins Hugging Face. The runtime stays 100% open source, and the transformers-to-GGUF bridge is about to get much shorter.
Z.ai and Qwen shipped near-identical hybrid LLM architectures within a day: 3:1 linear attention, a 2048-token sparse budget, four gated residual streams each.
OpenAI's first custom inference chip Jalapeño delivers 1.5–1.9x more work per watt and up to 3.6x lower latency than Nvidia Blackwell in early benchmarks.
OpenAI's Ultrafast mode runs GPT-5.6 Sol at 750 tokens per second on Cerebras wafer-scale chips, 14x faster with no quality loss.