Ai

An open coding model on one GPU against a closed frontier API, on six real PRs graded blind by three engineers. GPT-4 caught more on security; Qwen3-Coder was quieter and hallucinated less.

How to run Llama 3.1 8B on a single 8 GB VPS without a GPU, with the full set of commands and the throughput to expect.

Five models we deploy, the trade-offs of each for chat, code, agents and vision, and the minimum hardware each one needs.