๐—Ÿ๐—ฎ๐—ฟ๐—ฎ๐˜ƒ๐—ฒ๐—น ๐—”๐—œ ๐—ฆ๐˜๐—ฟ๐—ฒ๐—ฎ๐—บ๐—ถ๐—ป๐—ด ๐—จ๐—ซ: ๐—™๐—ถ๐˜…๐—ถ๐—ป๐—ด ๐˜๐—ต๐—ฒ ๐—š๐—ฎ๐—ฝ

Your AI feature works. The tests pass. But your users think it is frozen.

Technical success is not enough. Users feel the gaps in your interface.

Fix these three states to improve your UX.

Stop the waste. Many devs forget to kill the backend process when a user cancels. You pay for tokens no one sees.

Use connection guards to stop the stream. For queue jobs, use a Redis flag to kill the task.

Good UX is not polish. It is trust. It stops wasted spend.

Source: https://dev.to/dewaldhugo/laravel-ai-streaming-ux-typing-indicators-thought-states-and-stream-cancellation-45co