Computer scientists point out that local models still struggle with complex tasks. While a giant cloud model easily writes files and runs commands, smaller local models often get confused. They might pretend they wrote a file when they actually did nothing. To make local coding work, you need high-quality models like Qwen 3.5 and smart translation tools to guide the AI step-by-step.