Can a non-developer use vibe coding to build and deploy a full-stack app? And can that app actually do anything useful?

What’s more, many of these devices, from fridges to fans, now come equipped with AI accelerators tucked into their chipsets.

Developers can define custom tools and let Qwen3-Coder dynamically invoke them during conversation or code generation tasks.