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Understanding Generative, Agentic, and Agent AI

Linda Torries – Tech Writer & Digital Trends Analyst by Linda Torries – Tech Writer & Digital Trends Analyst
May 11, 2025
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Understanding Generative, Agentic, and Agent AI
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Introduction to AI

Author(s): Poojan Vig

Originally published on Towards AI.

What is AI?

You ask an AI for a quick veggie biryani recipe. A second AI figures out the perfect grocery list and cooking schedule. A third books an Instamart slot, orders your ingredients, and pays via UPI. That’s Generative AI, Agentic AI, and AI Agents handing off tasks seamlessly. But do you know exactly which AI does what — and why knowing the difference matters?

Types of AI

There are three main types of AI:

Generative AI

Generative AI: Creates fresh, original content based on patterns learned from massive datasets.

Agentic AI

Agentic AI: Strategizes, plans, and iterates toward a defined goal — without needing constant nudges from humans.

AI Agents

AI Agents: Actively sense their environment, make decisions, and execute actions in the real (or digital) world.

How Generative AI Works

Generative AI is all about creating new content — whether it’s text, images, videos, code, or even music — by learning patterns from vast amounts of existing data. Think of it as an exceptionally creative friend who’s read a million recipes, poems, and books, and now has an endless imagination to remix them in new ways. You provide a prompt or a question, and Generative AI produces something unique yet familiar by connecting the dots from what it has learned.

Example of Generative AI

For example, if you ask, “Can you suggest a quick veggie biryani recipe?” Generative AI, such as ChatGPT or any other LLM, instantly comes up with a recipe.

Conclusion

In conclusion, understanding the different types of AI and how they work can help us appreciate the complexity and potential of artificial intelligence. By recognizing the unique capabilities of Generative AI, Agentic AI, and AI Agents, we can better utilize these technologies to improve our daily lives.

FAQs

  • Q: What is Generative AI?
    A: Generative AI creates fresh, original content based on patterns learned from massive datasets.
  • Q: What is Agentic AI?
    A: Agentic AI strategizes, plans, and iterates toward a defined goal — without needing constant nudges from humans.
  • Q: What are AI Agents?
    A: AI Agents actively sense their environment, make decisions, and execute actions in the real (or digital) world.
  • Q: How does Generative AI work?
    A: Generative AI creates new content by learning patterns from vast amounts of existing data and connecting the dots to produce something unique yet familiar.
    Published via Towards AI
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Linda Torries – Tech Writer & Digital Trends Analyst

Linda Torries – Tech Writer & Digital Trends Analyst

Linda Torries is a skilled technology writer with a passion for exploring the latest innovations in the digital world. With years of experience in tech journalism, she has written insightful articles on topics such as artificial intelligence, cybersecurity, software development, and consumer electronics. Her writing style is clear, engaging, and informative, making complex tech concepts accessible to a wide audience. Linda stays ahead of industry trends, providing readers with up-to-date analysis and expert opinions on emerging technologies. When she's not writing, she enjoys testing new gadgets, reviewing apps, and sharing practical tech tips to help users navigate the fast-paced digital landscape.

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