Install path
Use the installer attached to the latest GitHub Release. Do not download builds from random mirrors.
The first public beta is a Windows desktop app for local Counter-Strike demo review. It accepts .dem files, ranks players inside the match, and keeps the workflow on your PC.
Install the Windows release asset, open NullCS, and load a Counter-Strike .dem file. The app parses the match locally, builds behavioral features, runs the model pipeline, and presents a ranked review surface.
Use the installer attached to the latest GitHub Release. Do not download builds from random mirrors.
On an i5-13400F, RTX 3060 Ti, and 32 GB DDR5 system, a 143.3 MiB demo completed in about 25.2 seconds. Larger demos and slower systems can take longer.
A review tier is a triage signal. Strong play, edge cases, and single-demo uncertainty still need human inspection and supporting context.