Agentic AI What is It

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Bartosz Roguski
Machine Learning Engineer
July 8, 2025
Glossary Category

Agentic AI What is It describes artificial intelligence systems that possess autonomous agency, enabling them to independently perceive environments, formulate objectives, make strategic decisions, and execute actions without requiring constant human guidance. These systems demonstrate sophisticated capabilities including environmental monitoring through sensor networks, cognitive processing for situation analysis, strategic planning for multi-step goal achievement, and adaptive learning from operational experiences. Agentic AI systems can reason about complex scenarios, evaluate multiple action alternatives, predict consequences of decisions, and modify behavior based on feedback and changing conditions. Core architectural components include perception layers for data collection, reasoning engines for information processing, planning modules for strategy development, and execution frameworks for action implementation. Unlike traditional reactive AI that responds to predetermined inputs, agentic AI proactively initiates actions, anticipates future requirements, and maintains persistent goal-oriented behavior. Applications encompass autonomous vehicles, intelligent virtual assistants, robotic automation systems, and adaptive business process management platforms where independent operation and decision-making are critical for success.