Generative AI + AI Agents + Agentic AI
highlighting each different kind of the man-made know-how
2025-11-21 15:37 // updated 2026-02-03 14:49
Let's distinguish between these three types of artificial intelligence (AI):
Generative AI
The AI (a pre-trained transformer, such as ChatGPT or DALL-E) with which the layperson has become most familiar:
- takes in a query with a prompt
- goes through its large language model (LLM), its pre-trained knowledge base
- generates new content (usually text, image, sound or video)
However, its limitations include:
- having a knowledge cutoff (it does not know anything past a certain date)
AI agents
An AI agent refers to a transformer that:
- uses tools (such as some data file, an API or any external data source) to access updated and/or more relevant information
- does all that with very little human intervention (other than an initial prompt)
However, this still has its limitations:
- focuses primarily on prompt-specific output but all not external factors
Agentic AI
An agentic AI then refers to an AI agent system that:
- works on more complex goals
- i.e. considers more than just a direct information transaction
- e.g. an AI travel agent booking a flight to another country might consider your ability to go to that country, will probably call an immigration agent
- can work with other agents that can provide more relevant information
- e.g. an AI travel agent tapping into an airline and hotel agent
- can work on its own but can gather untrained information
- i.e. could even find tools on its own without prior training