Ubuntu 22.10 delivers toolchain updates to Ruby, Go, GCC and Rust. OpenSSH in Ubuntu 22.10 is configured by default to use systemd socket activation, meaning that sshd will not be started until an incoming connection request is received. This reduces the memory footprint of Ubuntu Server on smaller devices, VMs or LXD containers. Ubuntu 22.10 also comes with a new debuginfod service to help developers and admins debug programs shipped with Ubuntu. Debugging tools like gdb will automatically download the required debug symbols over HTTPS. Ubuntu 22.10 now supports MicroPython on a variety of microcontrollers, including the Raspberry Pi Pico W. rshell, thonny and mpremote are all available in the Ubuntu repositories. The Ubuntu graphics stack transition to kms means developers can run Pi-based graphical applications using frameworks like Qt outside of a desktop session and without Pi specific drivers.