The study blog from marearts.com
MareArts MSYS is a free system monitor that shows the whole computer in one console: CPU per core, memory, GPUs, temperatures, fans, disks, network, containers and the busiest processes. Your AI agent can read the same numbers through MSYS's own tools, so you can simply ask it what is slowing the machine down.
PyPI →VS Code Marketplace →Open VSX (Cursor) →
float("nan") and 0/0 both print as nan, but they are not always the same bits. A sort that never compares the floats, and instead ranks an integer key made from those bits, can give those NaNs a rank against each other. That breaks a stable rule: equal values keep the earlier column. Fold every NaN to one bit pattern before the key is built.
marearts-tinydeform is our first open-source CUDA kernel. It runs the value projection and multi-scale deformable attention of a DETR-style decoder (RT-DETR, D-FINE, DINO, Deformable-DETR) as one call, gives the same result as the usual PyTorch code, and is up to 4.7× faster than the original Deformable-DETR CUDA op when there are few queries. Apache-2.0, free for any use.
A mock is a stand-in you put where a real function or object used to be, for as long as a test
runs. It answers the way you tell it to, it remembers every call it got, and when the test ends the
original comes back. This guide covers both halves — controlling and recording — and then the
part most tutorials skip: wraps=, a spy that lets the real code run.