Retrieval-augmented generation (RAG) gave AI a memory. Agents give it a job description. This captures where enterprise AI is today—the first wave focused on helping models say the right thing, but the next wave is about helping systems do the right thing.Generative AI (gen AI) has moved quickly from experimentation with large language models (LLMs) to a race to operationalize AI at enterprise scale. For many organizations, RAG was the first practical step, grounding model outputs in enterprise data and making gen AI usable in real business contexts. But enterprises don't run on answers, the
Timur Kristóf of Valve's Linux graphics driver team is the one that worked on improving the old AMD Radeon GCN 1.0/1.1 graphics card support by making AMDGPU driver improvements so it could become the default for these Southern Islands and Sea Islands GPUs rather than the legacy Radeon kernel driver. That meant better performance, RADV Vulkan support out-of-the-box, and other benefits. More recently he finished AMDGPU improvements for Kaveri and other GCN 1.1 era APUs. Now Timur's out with some more fixes for helping select GCN 1.0 hardware...