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AI Agents

A repository dedicated to AI agents, their architectures, implementations, and applications.

What are AI Agents?

AI agents are autonomous or semi-autonomous systems that can perceive their environment, make decisions, and take actions to achieve specific goals. They combine various AI technologies such as:

  • Natural Language Processing
  • Computer Vision
  • Reinforcement Learning
  • Planning and Reasoning
  • Tool Usage

Types of AI Agents

1. Simple Reflex Agents

  • Act based on current percepts only
  • Ignore history
  • Implement condition-action rules

2. Model-Based Reflex Agents

  • Maintain internal state to track aspects of the world
  • Update state based on percept history
  • Choose actions based on current state

3. Goal-Based Agents

  • Work towards specific goals
  • Consider future actions and their outcomes
  • Plan sequences of actions to achieve goals

4. Utility-Based Agents

  • Maximize expected utility
  • Consider preferences among different goal states
  • Balance competing goals

5. Learning Agents

  • Improve performance over time through experience
  • Adapt to changing environments
  • Learn from feedback

Modern AI Agent Frameworks

  • LangChain: Framework for developing applications powered by language models
  • AutoGPT: Autonomous GPT-4 based agent that chains together LLM calls
  • BabyAGI: Task-driven autonomous agent using LLMs
  • AgentGPT: Browser-based autonomous AI agents
  • JARVIS: Framework for flexible and modular agent creation

Applications

  • Virtual assistants
  • Autonomous vehicles
  • Trading systems
  • Game playing agents
  • Content creation
  • Research and data analysis

Resources

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

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A repository about AI agents, their architectures, and implementations

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