Guidance

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Guidance: Constrained LLM Generation When to Use This Skill Use Guidance when you need to: Control LLM output syntax with regex or grammars Guarantee valid JSON/XML/code generation Reduce latency vs traditional prompting approaches Enforce structured formats (dates, emails, IDs, etc.) Build multi step workflows with Pythonic control flow Prevent invalid outputs through grammatical constraints GitHub Stars : 18,000+ | From : Microsoft Research Installation Quick Start Basic Example: Structured Generation With Anthropic Claude Core Concepts 1. Context Managers Guidance uses Pythonic context managers for chat style interactions. Benefits: Natural chat flow Clear role separation Easy to read and…