02
Engineering
Why AI coding needs isolated sandboxes, not just a chat box
When AI can run commands, install dependencies and modify projects, isolation, permission boundaries and traceability determine whether it is truly usable.
Product thinking, engineering practice and practical guidance for AI application building—real methods, not stories about magic buttons.
Turning natural-language requirements into a working product takes more than code generation. A complete workflow includes planning, execution, verification, preview and continuous iteration.
Baca artikelWhen AI can run commands, install dependencies and modify projects, isolation, permission boundaries and traceability determine whether it is truly usable.
No prompt tricks required. Explain the audience, core task, constraints and definition of done to get a useful first version faster.