OpenAI pipeline patches 948 Linux kernel privilege-escalation bugs

RustingStrata is a pure-Rust inference engine for Qwen GGUF models with no ggml dependency, compiling CUDA kernels at startup via NVRTC and running the same kernels on Vulkan. It supports Qwen3.5/3.6 from 2B up, and the author says it runs Qwen3.8-Flash-Next faster than the original Strata.

VentureBeat analysis argues AI infrastructure costs are spreading beyond GPUs into memory and per-seat software like Microsoft 365. The piece traces how the spending pressure reaches enterprise budgets across the stack.

Alphabet's DeepMind-spun-out drug discovery unit is negotiating roughly $5 billion in new funds, per Bloomberg sources. The round would value Isomorphic at about $50 billion, up from the at-least-$40 billion valuation reported in early October talks. Financing hasn't closed and terms could change.

Two industry PACs, American Mission and Building the Future, spent $4.8M backing South Carolina Senate candidate Darline Graham, who lost. Anthropic-backed Public First had more success with Democrats, while Guardrails Alliance spent over $1M each opposing two losing candidates.

DevRev uses GPT-6.1 Sol to power its Computer and Operator products, balancing reasoning, speed, and cost for enterprise service.

Tenspresso, founded by former Google AI chip engineers, is negotiating a financing round that would value it at $500 million, per people familiar with the matter. The company is roughly three months old.

JC2 Ventures founder and ex-Cisco CEO John Chambers said AI's growth pace and capital formation didn't surprise him, noting he backed AI startups nine years ago. He spoke on Bloomberg The Close.