Why it matters
Autocomplete UX critical. Design shapes latency.
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The architecture
Trie: prefix matching.
Ranking: frequency + personalization.
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How it works end to end
Personalization: user history + trending.
Caching: hot prefixes.
Debouncing: reduce keystroke rate.
Result diversity: multiple types.