Key Frameworks for Building AI Agents
AI agents are changing the way we apply automation, decision-making, and collaboration. If you're looking to start building AI agents, here’s a compiled list of frameworks organized by their use cases to guide you:
1️⃣ Development Platforms & Core Infrastructure
These platforms provide the building blocks for agent development and setting up the core infrastructure:
▪️ LangChain: A full-featured platform for building complex multi agent workflows, connecting LLMs with tools, APIs, and memory.
▪️ Semantic Kernel: This framework is ideal for enterprises which enables sophisticated agent design with advanced orchestration capabilities.
▪️ LlamaIndex: Specialized in connecting and retrieving data, making it a must-have for knowledge-driven agents.
▪️ AutoGen: Automates the creation of code, workflows, and tasks from high-level instructions, streamlining the development process.
2️⃣ Autonomous Task Execution
There frameworks focuse on task automation and execution:
▪️ AutoGPT: A versatile tool for general-purpose task execution with autonomous capabilities.
▪️ PhiData: Simplifies task automation and workflow orchestration for repetitive processes.
▪️ Letta: A robust framework for orchestrating workflows and automating tasks across domains.
3️⃣ Multi-Agent Orchestration
These frameworks are designed for managing collaboration between multiple agents:
▪️ CrewAI: Enables role-based agent collaboration, making it easy to define responsibilities and interactions.
▪️ ️LangGraph: Facilitates complex decision-making with a framework for coordinating multiple agents effectively.
4️⃣ Specialized Agent Systems
Tailored for specific applications:
▪️ DSPy: Leverages prompt programming and chain-of-thought reasoning to create intelligent agents.
▪️ Agent Protocol : Focuses on standardization and interoperability to integrate agents seamlessly.
Ready to explore?
Check out these frameworks and see how they can transform your projects. Have you used any of these? Let me know your thoughts, or reply if you need help choosing the right one for your needs!