Why OpenGPTs library is better than OpenAI Assistant
AI Summary
Overview
- Open GPTs is a library from Langchain for creating applications using large language models (LLMs).
Components
- Frontend:
- Similar interface to OpenAI Assistant Playground.
- Select agent types (e.g., GPT-4, Claude).
- Requires personal API keys.
- Allows document-based queries using tools like SE feelings and Wikipedia.
- Backend:
- API access similar to OpenAI API.
- Setup involves cloning GitHub repository, setting API keys, and using Docker.
Advantages over OpenAI Assistant
- Customization:
- More flexible: users can choose different LLMs and tools easily.
- Supports local LLM setups and various vector databases (e.g., Pinecone, Chroma).
- Privacy:
- Users control data storage locations, enhancing confidentiality of sensitive information.
- Cost-Effectiveness:
- Significantly cheaper than OpenAI, costing less than 1 cent per request compared to 10 cents for OpenAI solutions.
Considerations
- Current lack of authentication and some usability challenges.
- Documentation may be insufficient for some users.
Recommendation
- Encouraged experimentation with Open GPTs. Users can comment on their builds and experiences in the comments section of the video.