/ai_agents

A collection of patterns for experimenting with large language models and generative agents

Primary LanguagePython

license title sdk emoji colorFrom colorTo pinned app_file
apache-2.0
Fearnworks AI Agents
gradio
💻
green
red
true
server.py

AI Agents

A collection of patterns for experimenting with agents, llm pipelines, and ChainOfThoughtStrategy. Heavily inspired by examples and code across the AI Open Source community but with some fearnworks patterns heavily interspersed.

UI

Front end for templates currently uses streamlit, however display for each agent example will be heavily decoupled from deployment avenue. Strategies for jupyter, gradio, and react will be prioritized in general at this time.

Modules

Reasoning

General problem solving requiring reasoned processing. Utilizing tree of thoughts, chain of thought, and reAct. Current prompts heavily inspired by work from https://github.com/mrspiggot

Knowledge Domains

Example of knowledge domain retrieval. Given a question the router determines the best knowledge domain chain to use and then calls that chain to handle the response.

Includes examples of queries that will return each of the four implemented domains.

Generative Image Prompting Patterns

Coming soon

Generative Simulacra Pattern

Coming soon

Story Telling / Dungeon Master Patterns

Coming Soon

Deployment

Project is packaged with a dockerfile expose a gradio ui on localhost:7000. Please use the envtemplate file to create your .env for running the project

To build & run

docker build . -t ai_agent:latest
docker run -it -p 7000:7000 ai_agent:latest

To build, run, and, clean up image in one command :

docker build . -t ai_agent:latest && docker run --rm -it -p 7000:7000 --name ai_agent_container ai_agent:latest