Guidance Insights

What is Guidance?

Guidance is a general term referring to technologies and techniques used to direct or steer a system, vehicle, or process toward a desired target or path. It's used in a wide range of applications, including missile guidance, aircraft navigation, and even simple things like guiding a robot along a pre-defined route. Common methods involve sensors to determine current position and direction, and algorithms to calculate necessary adjustments to reach the target.

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What other technologies are related to Guidance?

Guidance Competitor Technologies

LMQL

LMQL is a query language for LLMs that allows for constrained generation, which competes with Guidance's structured generation capabilities.

mentioned alongside Guidance in 75% (114) of relevant job posts

LangChain

LangChain is a framework for developing LLM-powered applications, including capabilities such as prompt management, chaining, and agent creation. It overlaps with some of the functionalities provided by Guidance.

mentioned alongside Guidance in 1% (147) of relevant job posts

Guidance Complementary Technologies

LLM Cache

LLM caching is a technique to store and reuse LLM responses, improving efficiency. This is complementary to Guidance, as it can speed up the execution of programs built with Guidance.

mentioned alongside Guidance in 71% (105) of relevant job posts

VectorStores and Retrievers

Vector stores and retrievers provide a way to store and retrieve relevant information for LLMs. This information can then be used by Guidance programs to inform LLM behavior.

mentioned alongside Guidance in 95% (69) of relevant job posts

parameter-efficient fine-tuning

Parameter-efficient fine-tuning techniques help in adapting pre-trained LLMs to specific tasks without updating all parameters. This is complementary because fine-tuned models can be used within Guidance programs.

mentioned alongside Guidance in 63% (74) of relevant job posts