Agency Swarm - Why It’s Better Than CrewAI & AutoGen

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AI Summary

Summary: Review of Agency Swarm

• Introduction
  • AI agents are trending in artificial intelligence.
  • The video reviews Agency Swarm, comparing it to other frameworks like Crew AI and Autogen.
  • A web search agent developed using Agency Swarm is demonstrated.
  • The full code is available on GitHub.
• Agency Swarm Overview
  • Customizable agent roles, similar to other frameworks.
  • Full control over prompts, avoiding interference with user-written prompts.
  • Tool creation for custom tools within the framework.
  • Effective communication using a custom tool for agent orchestration.
  • State management using OpenAI’s assistance API, which is different from other frameworks.
  • Agency Swarm is designed for production deployment.
• Technical Details
  • The developer’s philosophy emphasizes a lightweight approach to prompts and agent workflows.
  • Agency Swarm uses the assistance API for better state management and future-proofing.
  • The framework is compared with others for cost and ease of use.
• Agency Workflow
  • The workflow involves a manager agent and a researcher agent.
  • The manager agent breaks down tasks and coordinates with the researcher agent.
  • The researcher agent uses tools to search the web and scrape websites.
  • Prompts are provided for both agents, with a shared mission statement for collective goals.
• Custom Tools
  • Tools are created as wrappers around a base tool provided by Agency Swarm.
  • Descriptions and instructions are provided for each tool.
  • A run method is defined for tool execution.
• Agent Orchestration
  • Agent orchestration is defined in a workflow graph.
  • Communication between agents is specified, with the manager agent directing the researcher.
  • Shared instructions are set for all agents.
• Demonstration and Cost
  • The framework is tested with both GPT-3.5 Turbo and GPT-4 models.
  • Agency Swarm performs better with the GPT-4 model.
  • The cost of running queries is considered high.
• Verdict on Agency Swarm
  • Agency Swarm is user-friendly and well-documented.
  • It is preferred over Autogen and Crew AI for ease of use.
  • The use of the assistance API is forward-thinking but still in beta.
  • Not recommended for production yet due to the beta status of the assistance API and cost considerations.
  • The framework shows promise for future production use once the assistance API is fully released.
• Call to Action
  • Viewers are encouraged to check out the GitHub repository, like the video, share opinions, and subscribe for more AI content.