CodeLlama 34b Instruct is the workhorse of the CodeLlama family — a code-focused model that follows natural language instructions to write, explain, and debug code across popular languages like Python, JavaScript, and C++. It handles longer code contexts reasonably well and tends to produce structured, readable outputs. As an open-weight model, it runs locally but demands significant hardware to do so comfortably at this size.