The author revisits their earlier 9‑B parameter model, noting that its size made thorough validation difficult despite needing the depth. They argue that larger models from well‑funded labs lack real usefulness and propose a 2‑B parameter model as a more viable chatbot alternative. Additionally, they highlight ongoing concerns with the Llama license underlying the model.