[$] Beyond the &

Rust has a number of kinds of smart pointers, both in the standard
library and defined by users. Still, some operations that are possible with
built-in references are not possible to perform with user-defined smart
pointers. Tyler Mandry, lead of the Rust project’s

language team
, spoke at

RustConf 2026
about the lengthy effort to change that, and make smart pointers
just as flexible as built-in references.

AMD Ryzen AI Developer Platform OS Updated With ROCm 10.0, Linux 7.2

With the AMD Ryzen AI Halo mini PC that launched this summer that focused on local AI, one of the biggest surprises for me when reviewing the unit was finding that the Linux preload wasn’t just a stock Ubuntu/Debian OS but rather a customized AMD Linux distribution known as AMD Ryzen AI Developer Platform. Yesterday the newest version of AMD Ryzen AI Developer Platform was released with some nice software updates…

Speech Synthesis on Linux: Adding a Voice to Scripts and Systems

Linux users have long had a pragmatic relationship with text-to-speech. The classic open-source engines have been available for years, wired into accessibility tools and the occasional script, dependable but unmistakably robotic. They do the job where the job is simply to convert text to some kind of speech, but the mechanical output has kept them out of anything where the voice actually matters. The arrival of high-quality speech synthesis delivered over an API changes what is possible, letting Linux users add genuinely natural voices to scripts, services, and applications without hosting a heavyweight model themselves.

Security updates for Friday

Security updates have been issued by AlmaLinux (dogtag-pki, expat, freerdp, gawk, gdb, ghostscript, gvfs, kernel, kernel-rt, libpcap, openssh, pki-core, rsync, thunderbird, and webkit2gtk3), Debian (chromium, firefox-esr, libio-compress-perl, libpng1.6, nodejs, open-iscsi, redis, thunderbird, and webkit2gtk), Fedora (sos), Mageia (libgcrypt, python-tornado, python-urwid, python-wcwidth, and wireshark), Oracle (corosync, dogtag-pki, expat, firefox, freerdp, gawk, glib2, ipa, kernel, libXfont2, nodejs:24, openssh, osbuild-composer, perl-DBI, pki-core, postgresql:12, python-cryptography, resteasy, ruby, ruby4.0, ruby:3.3, ruby:4.0, thunderbird, and xmlrpc-c), Red Hat (skopeo), SUSE (chromium, emacs, glib2, glibc, gnome-shell, helm3, ImageMagick, imagemagick, kernel-devel, libtcnative-1-0, libtcnative-1-0, libtcnative-2-0, tomcat, tomcat10,, libtcnative-2-0, libX11, libX11-6, libXi-devel, libXpm-devel, libXtst-devel, mistral-vibe, openssl-3, perl-DBI, perl-Protocol-HTTP2, php-composer2, php8, python, rpcbind, sccache, and valkey), and Ubuntu (kf6-kcoreaddons, libxpm, linux, linux-aws, linux-fips, linux-kvm, linux-lts-xenial, linux-fips, linux-gke, linux-raspi-5.4, and openssl).

Apex Compute Developing Open-Source Mesa Vulkan Driver For Their Hardware

Apex Compute is the company started in California in 2024 that aims to produce high-efficiency AI accelerators for real-time edge AI inferencing. So far they have an FPGA prototype for licensing and deployment and carries the bold claim of being “20x faster than the NVIDIA Jetson” and at under 10W and one fifth the cost. Making Apex Compute much more interesting to us now is that they are developing an open-source, Mesa-based Vulkan driver for their hardware…