Caveman token compression earns an independent JetBrains benchmark: the free Claude Code skill saves 8.5% of output tokens on real agentic tasks — not the advertised 65%, which was measured on chat.

Bytes vs bites

You use an NVIDIA GeForce RTX GPU and an Apple Mac Mini with unified memory for running open-source LLMs locally. You realise ...