Reading — step 1 of 5
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~1 min readAutocomplete
Putting It All Together
A production trie/autocomplete system layers:
| Layer | Lesson |
|---|---|
| Insert/contains | 1, 2 |
| Prefix search | 3 |
| Delete + prune | 4 |
| Radix compression | 5 |
| Top-K autocomplete | 6 |
| Fuzzy search | 7 |
Beyond:
- Persistent tries: stored on disk; lazy-load nodes. Used by JOSE, RocksDB.
- Concurrent tries: lock per branch, or copy-on-write.
- Suffix tries / suffix arrays: indexing all suffixes for substring search.
- DAWG (Directed Acyclic Word Graph): merge equivalent subtries to save memory. Used by Scrabble dictionaries.
Real systems where you'll see them:
- IDE auto-import suggestions (TypeScript, Rust)
- Browser address bar suggestions
- IP routing in Linux kernel
- DNS suffix matching
- Lucene FST (finite state transducer) — like a radix tree but with arbitrary outputs
You've now built the canonical version.
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