The author reports that despite running local models like Qwen 3.8 flash on high‑end hardware, they found local LLMs inadequate for serious work compared to proprietary models. After configuring GPT‑5.6 Luna, the model finally matched or exceeded their expectations for practical tasks. This highlights the current gap between local and commercial LLMs for real‑world applications.