Autonomous Agents

Articles

Doing more with less: meta-reasoning and meta-learning in humans and machines (2023)
M. Reddy, GMP O’Hare: The blackboard model: a survey of its application (1991)
Joon Sung Park, Joseph C. O’Brien, Carrie J. Cai, Meredith Ringel Morris, Percy Liang, Michael S. Bernstein: Generative Agents: Interactive Simulacra of Human Behavior (2023)
L. Wang et al: A Survey on Large Language Model based Autonomous Agents (2023)
Z. Zheng et al: FlowMind: Automatic Workflow Generation with LLMs (2024)
Avanika Narayan, Michael Wornow, Chris Ré: ECLAIR: A Treat for the Enterprise (2024)

Courses

Old Duke U. class on Agent Architecture (table of contents only)

Posts

Swyx
- The Anatomy of Autonomy: Why Agents are the next AI Killer App after ChatGPT (2023)
- ai-notes, @swyx’s https://twitter.com/swyx/status/1672110117045821440
LangChain Blog: Autonomous Agents & Agent Simulations (2023)
Matt Schlicht: The Complete Beginners Guide To Autonomous Agents (2023)
T.L. Griffiths et al: Doing more with less: meta-reasoning and meta-learning in humans and machines (2023)
Wiki: SOAR architecture
Philip Carter: All the Hard Stuff Nobody Talks About when Building Products with LLMs (2023)
Simon Willison: Prompt injection explained (2023)

Talks

Langchain crowdcast:
- LangChain Agents webinar (2023): prompt engineering, BabyAGI
- Langchain NoCode webinar (2023)
- Langchain Prompt Injection (2023)
- Langchain Document Question-Answering
  - paper-qa
Sal Khan Ted Talk: The amazing AI super tutor for students and teachers (2023)
Latent Space: Codium demo (2023)

Tools

Langchain
- Tutorials
  - Misbah Syed: Build a Langchain agent in under 30m, youtube (2023)
  - A. Kumar: Dolly2 and LangChain: A Game Changer for Data Analytics (2023)
Pinecone
Replit
Camel
Flowiseai.com
- Tutorials
  - Flowise is an open source no-code UI visual tool to build LangChain applications, medium (2023)
Lamini
Significant-Gravitas/AutoGPT, docs
weaviate.io
Vertex AI on GCP
- Use PaLM models with enterprise grade privacy. Python and JavaScript. (2023)

Demos

Flowiseai.com
- Fork lowiseAI/Flowise
- Clone locally, cd Flowise. Or open in Codespace.
- yarn install; yarn build; yarn start
- You can access the app on http://localhost:3000
- Get OpenAI, Pinecone, Serp API tokens
Significant-Gravitas/AutoGPT, docs
- Auto-GPT Explained! 10 Ways To Start Using AutoGPT Today! (Better Than ChatGPT) (2023)
- Steps
  - Fork Significant-Gravitas/Auto-GPT. Include all branches. Don’t tick `copy the master branch only.
  - Select stable branch in UI. Click green Code button, start Codespace on stable branch
    - Alternative: Clone locally, cd to folder, run pipenv shell to create a virtual environment for the folder
  - At the code space terminal, run pip install -r requirements.txt
  - Copy .env.template to .env. Set the OPENAPI_API_KEY, PINECONE_API_KEY, PINECONE_ENV.
    - The OpenAPI key requires payment, the Pinecone key can be gotten for free.
  - python -m autogpt (run with -h for parameters)
  - Also see lalab.ai’s Auto-GPT tutorial: How to set up Auto-GPT
- Prompts that work:
  - Write a python program that takes as input an integer, and returns the prime number factorization. Write a unit tester as well.

AutoGPT

Rocky Chen: How to config and run Auto-GPT?

Repos

mbusigin/yaml-runner

Companies

Pop! Automation

Other