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Guidance
LLM Orchestrators
Overview
A programming framework by Microsoft that allows developers to control LLMs more effectively than traditional prompting. It uses a templating language to interleave generation, prompting, and control logic.
Guidance, from Microsoft, is a programming framework that interleaves generation, prompting, and control logic in a single template, giving fine-grained control over how a model produces output. It can constrain generation and reduce token waste. It targets developers who want precise, efficient model control.
Key Features
- Interleaved generation and control logic
- Constrained generation
- Token-efficient prompting
- Works with multiple model backends
- Open-source
Best For
Developers who want precise, efficient, programmatic control over model output.
Pros & Cons
Pros
- Fine-grained generation control
- Reduces token waste
- Open-source
Cons
- Templating model has a learning curve
- Lower-level approach
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Pulse Verdict
“High-precision AI orchestration. Guidance moves beyond basic strings into a unified control flow that minimizes token waste and maximizes model reliability.”
Pricing
Open-source and free; you supply the model.
Pricing changes often — confirm current plans on the official site.