TTT-Discover optimizes GPU kernels 2x faster than human experts — by training during inference

A new technique from Stanford, Nvidia, and Together AI lets models learn during inference rather than relying on static ...
Linux Journal

Linux Kernel Runtime Guard Reaches 1.0: A Major Milestone for Runtime Kernel Security

LKRG is a loadable kernel module designed to protect the Linux kernel at runtime. Instead of relying solely on compile-time ...
OSTechNix

Linux Gaming Kernel

OSTechNix (Open Source, Technology, Nix*) regularly publishes the latest news, how-to articles, tutorials and tips & tricks about free and opensource software and technology.
GitHub

Mirage Persistent Kernel: Compiling LLMs into a MegaKernel

[2025/06] We released Mirage Persistent Kernel (MPK), a compiler and runtime that automatically transforms multi-GPU LLM inference into a high-performance megakernel. Mirage Persistent Kernel (MPK) is ...
Scientific Research Publishing

G. R. G. Lanckriet, N. Cristianini, P. Bartlett, L. E. Ghaoui, and M. I. Jordan, “Learning the kernel matrix with semidefinite programming,” Journal of Machine Learning ...

ABSTRACT: The objective of modelling from data is not that the model simply fits the training data well. Rather, the goodness of a model is characterized by its generalization capability, ...