Laguna S 2.1 （118B param） looks so great for intelligence per token.

It matched the 753B GLM-5.2 on game coding with 6x fewer parameters.

Both models faced the same job， alongside a third contender named Hy3.

Test was done on atomic【.】chat， a desktop app that runs LLMs locally.

Each had to build 3 arcade games as self-contained HTML files.

The targets were Geometry Dash， Doodle Jump， and Air Hockey. Every game also had to play itself through a built-in bot. So no human touches the controls once the file opens.

The smaller Laguna S 2.1 produced its solutions using just 10.3K tokens total. GLM-5.2 needed 26.4K tokens to reach roughly the same result.