Articles

Some operations are not instant. AI inference, large file uploads, report generation, and background processing can take seconds or minutes to complete. When prototypes treat these as simple request-response interactions, the result is timeouts, frozen interfaces, and confused users. This article explains how vibe coders can identify long-running processes early, decouple execution from user interaction, and design clear status handling to build prototypes that feel responsive and intentional.

Sending one operation at a time in your prototype is easy, but slow and inefficient. Batching operations lets you group multiple items together for faster execution, fewer network calls, and smoother performance. This article explains how vibe coders can identify batching opportunities, choose the right patterns, and handle batch errors before writing a single line of code. The result is prototypes that feel faster, cleaner, and more professional.