Vendors selling AI-powered security operations platforms have built their pitches around a consistent set of promises: autonomous threat investigation, dramatic reductions in analyst workload, and an accelerating path toward humanless operations. Pract…
Prompt engineering has become a standard part of how large language models are deployed in production, and it introduces an attack surface most organizations have not yet addressed. Researchers have developed and tested a prompt-based backdoor attack m…
Large language models carry a persistent scaling problem. As context windows grow, the memory required to store key-value (KV) caches expands proportionally, consuming GPU memory and slowing inference. A team at Google Research has developed three comp…
From MHA and GQA to MLA, sparse attention, and hybrid architectures
Remember when it was fun to play around with LLMs?
Open-source models are now one of the main engines of progress in AI. When strong models like Nemotron, Llama 3.1, and Qwen3-Next are released openly, the community can reproduce results, improve training recipes, and build new products on top…