## Lesson — Implement a "manual pipeline" that allows users to provide

**Tags:** architecture, performance, llm

Implement a "manual pipeline" that allows users to provide deterministic patterns for tasks usually handled by LLMs. This reduces inference costs and ensures 100% reliability for power users who can author precise rules without waiting for model generation.
