Find bugs in YOUR code using OpenCode, Llama.cpp and Qwen3.6

Background For quite some time I had been submitting tasks to LLMs via llama-cli (natively) or llama-server (API), both from the excellent llama.cpp project . On CPU-only llama-cli starts fast and can restart from a checkpoint which has already parsed all instructions, making it reasonably fast for repetitive tasks such as classifying patches to be backported. However, with my AMD MI50 GPUs , the…