Not all AI agents are built the same. So what sets them apart?
Hereโs a breakdown of 10 core types of AI agents youโll come across in real-world systems, from simple reactive agents to complex multi-agent systems.
1. Task-Specific AI Agent
Built for one focused task like summarizing or translating. It follows a fixed process with no learning or adaptation.
2. Reactive Agent
Responds to immediate input without using memory or history. Think of it like a reflex - it reacts, not plans.
3. Model-Based Agent
Builds an internal map of its environment. Simulates outcomes before acting to make smarter, context-aware decisions.
4. Goal-Based Agent
Starts with a goal and works backward. It plans steps, simulates paths, and selects the route that achieves the goal.
5. Utility-Based Agent
Chooses actions based on how beneficial they are. It weighs all options and picks the one with the highest value.
6. Learning Agent
Improves over time by learning from past actions. Adjusts its strategy using feedback and stores new knowledge.
7. Planning Agent
Focuses on long-term strategy. It defines a goal, maps out steps, and adjusts based on progress not just reaction.
8. Reflex Agent with Memory
Uses preset rules but with added memory of past inputs. Helps respond better when situations repeat or evolve.
9. Multi-Agent System Agent
Works with or against other agents. They share environments, negotiate roles, and coordinate to reach a bigger goal.
10. Rational Agent
Always selects the most logical option. It analyzes the full picture, predicts outcomes, and chooses the smartest path.
Save this if you're exploring Agentic AI or designing intelligent decision-making systems.
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What you want to know right now.
She is Prof Rohini Godbole from IISc Bangalore. A particle physicist & a Padma Shri recipient. Today she is awarded with Ordre National du Mรฉrite, among the highest distinctions bestowed by France. For promoting women in science. She is a star.
I am excited to announce that the @AccentureFed Technology Vision 2020 is here. This year, we examine the five trends defining post-digital government. #techvision2020
I encourage you to read the report and share with your network:
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โEvery day when I go to work, I feel like a sheep going to slaughter.โ Medical staff at a Bronx hospital protest over lack of personal protective equipment
India is a bigger exporter of water than far better-endowed countries such as:
๐ง๐ท Brazil
๐ท๐บ Russia
๐บ๐ธ United States
๐จ๐ฆ Canada
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