Terraphim
v1.16.0
Terraphim

Sub-Millisecond Context: How Aho-Corasick Automata Replace Embedding Calls

29 Apr 2026 5 min

Vector embedding calls are the hidden tax on every RAG pipeline. You pay latency, you pay API cost, you get probabilistic results that vary run to run. There is a class of problem where none of that is acceptable. This post shows how Terraphim replaces embedding calls with Aho-Corasick finite-state automata -- deterministic, auditable, and under one millisecond for 1.4 million patterns.

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