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AI Agents 2025-07-21 2025-07-21

AI Agents

He created an AI to do his job (his boss is hallucinating) - YouTube

Agents

!Pasted image 20250721140924.png !Pasted image 20250721140942.png

  • anything-llm
  • crew-ai
  • fine tuning vs RAG (RAG is metter?)
  • langchain

Agent Roles

Google Ads Optimizer

  • research assistant --> search the good keywords
  • content strategist --> B2B or B2C
  • manager: prompted. !Pasted image 20250721142129.png
    • double checks output of the two agents before sending it to the google API. If there is a formatting error in the csv file or so it just asks the agents to restart.
React Example
  • input figma (wireframe prototype): really nice application overview with all screens etc
  • asked vision model to describe the different screens in detail (Pixtral 12B)
  • Get Prompts (1-20) --> one super prompt file with all prompts inthere
  • send to agents which execute stuff on cursor
    • you need the agents because of the context length limit

Roles

  • prompt manager: prompt analysis --> split prompt into multiple chunks which match best with the agent team and send them the prompt with a global context description
Cursor
  • Combine with crewAI

Bikee Example

  • Reverse Engineering crew --> creates a document which describes
    • brute force routes
  • Developer crew

Learnings

  • use AI to make prompts
  • combine

How to INSTANTLY Build An AI Agent Army in n8n with Claude - YouTube

  • Use Claude Agent with inputs to create n8n workflows --> build agent army for this business.