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CNET Opens October Survey on Trusted Security and Privacy Software

CNET is running a reader survey throughout October asking which security and privacy software people rely on to protect their devices. The two-minute survey covers threat protection, ease of use, performance impact, value and overall satisfaction, and applies to both free and paid tools. Results will be compiled into a roundup of top-rated products published the following month.

CNET Launches October Survey on Trusted Security and Privacy Software

CNET has opened a reader survey through October asking which security software people rely on most, covering threat protection, ease of use, performance impact, value and overall satisfaction. The company says it will compile responses into a roundup highlighting top-rated privacy and security tools.

OpenArch open-sources readable PyTorch rewrites of major LLM architectures

A new open-source repository called OpenArch offers hand-written PyTorch implementations of prominent LLM architectures, including GPT-2 XL, Llama 2, Llama 3, OLMo 2, DeepSeek R1 and Gemma 3. Each model is coded from scratch based on original papers, technical reports and config files, with one clear, self-contained file per architecture rather than production-optimized code.

vLLM 0.28.0 ships major performance upgrades for Kimi-K3 and DeepSeek V4

The vLLM project released version 0.28.0, combining 584 commits from 270 contributors. The update centers on deep performance work for Kimi-K3, including new decode context parallelism, fused kernels, memory-saving expert sharding, and ROCm support, alongside DeepSeek V4 improvements such as end-to-end sparse MLA and AMD Quark NVFP4 support.