Building Smarter AI Assistants: Say Goodbye to Frustrating Prompts!
DSPy is a framework that allows you to build AI assistants without having to write and tweak prompts for Large Language Models (LLMs).
Summary
- LLM prompt engineering is difficult and time-consuming because small changes to prompts can cause major changes to the output.
- DSPy offers a way to program on top of LLMs using a high-level programming framework. This framework can write and tune prompts for you.
- An AI assistant is a computer program that provides assistance to a human doing a task.
- DSPy uses agent pipelines to build AI assistants. These pipelines consist of smaller, specialized LLMs that work together to achieve a desired outcome.
- DSPy supports zero-shot prompting, a technique where the system can answer questions without any prior training on specific prompts.
- DSPy can also be used for text extraction tasks. You can instruct the LLM to identify specific entities within a user query.