Contribute = Human ideas, testing, review etc. The monkey part of writing code by hand = obsolete. Do you still write code without and IDE? you remember all the programming language words? everything? you use stackoverflow? it's called evolution, btw: AI full disclosure This software is developed with strong assistance from Cursor, Grok 4.5, GPT 5.6, and Claude Fable 5, with humans leading the ideas, testing, and debugging. We say this openly because it shaped how the project was built. If you are not happy with AI-developed code, this software is not for you. The acknowledgement below is equally important: this would not exist without llama.cpp and GGML, largely written by hand.