The section on system prompts and context window management is spot on; most people don't realize how much the default quantization in popular runners degrades logic compared to full FP16. I'd be curious to see if the author has benchmarked the impact of KV cache compression on longer context reasoning, as that usually seems to be where my local Llama 3 setup starts to fall apart.