The Future is Multi-AI Agents
You are certainly familiar with what a chatbot is: an AI agent we can talk to and get support with tasks or clarify doubts (example: Chat GPT, Copilot).
They are a single AI model (a “single brain”).
You ask a question → it responds.
They work in a reactive way (they wait for your command).
Characteristics:
Continuous conversation (chat).
Generation of text, code, images, etc.
They can use tools, but generally do not plan complex tasks on their own.
They depend heavily on the user's prompt.
Multi-AI systems (e.g., MiniMax Agent, Kimi)
How they work:
They are composed of several specialized agents.
Each agent has a role (like a team):
Planner.
Programmer.
Designer.
Tester.
Writer.
They collaborate with each other automatically.
Main characteristics:
Autonomy:
They do not need detailed instructions at every step.
They receive a goal:
“Create an eBook with design and cover”.
And they decide how to do it.
Planning:
They break tasks into stages:
Research.
Structure.
Writing.
Design.
Review.
Continuous execution:
They work through multiple steps without human intervention.
They can:
Create code.
Test.
Fix errors.
Repeat.
Tool integration:
They use:
APIs.
Browser.
Code editors.
Image generators.
Website deployment.
Practical example:
You say:
“Create a complete online course website”.
A multi-agent system can:
Create the branding.
Generate the design.
Write texts.
Program frontend + backend.
Test.
Publish.
Examples:
Silvio Guerrinha
Post em português
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