Live search with Turbo Frames and debouncing

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Real-time search enhances discoverability but naive implementations hammer the server with requests. I use Turbo Frames to scope search results and a Stimulus controller to debounce input events, only sending requests after typing pauses. The search frame loads results from a dedicated endpoint that returns just the results partial. Empty searches clear results gracefully. I also show loading states and handle empty results with helpful messages. For large datasets, I implement minimum query length requirements and abort in-flight requests when new queries arrive. This pattern works for any filtered list—products, users, documents—and degrades gracefully to traditional form submission without JavaScript.