# CyberTiel runs a 35B coding model on a 24GB graphics card

AlphaSignal, 2026-10-26. [Read the original](https://alphasignal.ai/news/cybertiel-brings-uncensored-security-coding-to-24gb-gpus).

A community release that packs a 35B mixture-of-experts coder into a 22GB quantized file for
llama.cpp. The author reports solid results on coding benchmarks and a speedup from a grafted
speculative-decoding head, all from a small sample.

Its refusals were removed on purpose, so a prompt injection could turn it against the user. It needs
to run isolated from the rest of the machine.

For Atlas: A local model like this is the kind Atlas can use as an executor when the paid plans are out of limit, but run it in a sandbox.