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Outlines: Structured Text Generation When to Use This Skill Use Outlines when you need to: Guarantee valid JSON/XML/code structure during generation Use Pydantic models for type safe outputs Support local models (Transformers, llama.cpp, vLLM) Maximize inference speed with zero overhead structured generation Generate against JSON schemas automatically Control token sampling at the grammar level GitHub Stars : 8,000+ | From : dottxt.ai (formerly .txt) Installation Quick Start Basic Example: Classification With Pydantic Models Core Concepts 1. Constrained Token Sampling Outlines uses Finite State Machines (FSM) to constrain token generation at the logit level. How it works: 1. Convert schema (…