CalyxOS: The Linux Administrator’s Take on a Privacy-First Mobile OS

Linux sysadmin tests CalyxOS: real use cases, verified boot, microG tradeoffs, and Pixel hardware demands.

Linux 7.0 USB and Thunderbolt Overhaul: Tensor Support, Rust Bindings, and Next-Gen Hardware Enablement

 

Explore the critical USB and Thunderbolt updates being merged during the Linux 7.0 merge window. This deep technical analysis covers the new Google Tensor SoC glue driver, Microchip LAN969x support, and Rust programming language bindings for kernel development. 

NVIDIA's Strategic Move: CUDA Tile IR Goes Open-Source Under Apache 2.0

 

 NVIDIA open-sources CUDA Tile IR, an MLIR-based compiler infrastructure for GPU kernel optimization. Explore the technical implications for AMD, Intel, & AI accelerators, its impact on cross-vendor portability like ZLUDA, and why this 2026 roadmap shift matters for developers. Full analysis inside.

Critical PyTorch RCE Vulnerability (CVE-2025-32434): Analysis, Impact, and Immediate Mitigation

 

Critical RCE vulnerability CVE-2025-32434 in PyTorch (CVSS 9.8): Exploits torch.load with weights_only=True. Patched in PyTorch 2.6.0 & Debian 11 version 1.7.1-7+deb11u1. Immediate upgrade required to prevent remote code execution on AI/ML systems. Complete mitigation guide inside

A NVIDIA continua envolvida em tornar o Vulkan mais apropriado para o aprendizado de máquina

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O MLIR é um novo IR para aprendizado de máquina que pode se tornar parte do LLVM

Confira !!