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AI Agents vs. Agentic AI: A Conceptual taxonomy, applications and challenges

265
Citations
February 1, 2026
Published Date

Research Abstract & Technology Focus

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crossref.org › academic paper
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The Rise of Agentic AI: A Review of Definitions, Frameworks, Architectures, Applications, Evaluation Metrics, and Challenges

Agentic AI systems are a recently emerged and important approach that goes beyond traditional AI, generative AI, and autonomous systems by focusing on autonomy, adaptability, and goal-driven reason...

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Agent-architecture

Agent-architecture is fundamentally redefining human-computer interaction and software development, with AI agents increasingly acting autonomously across web, robotics, and device interfaces. This...

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AI Agent Assistant: Agentic AI

Meet your personal team of AI agents. Ask anything, build anything, learn anything — all in one beautifully simple app. Agentic AI is the fastest way to get expert help from smart agents built for...

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Software Development

Agentic AI is rapidly transforming software development, with companies like Affirm retooling operations for agentic workflows and significant investments flowing into AI coding tools. This shift e...

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Agentic-workflows

The AI landscape is rapidly evolving with new models and tools supporting local inference and open-source agentic workflows. However, increasing complexity in managing multiple agents leads to high...

Frequently Asked Questions (FAQ)

Curated market intelligence mapped to this research.

What is the core focus of the research titled 'AI Agents vs. Agentic AI: A Conceptual taxonomy, applications and challenges'?

This literature focuses on:

Are there open-source GitHub repositories related to AI Agents vs. Agentic AI: A Conceptual taxonomy, applications and challenges?

Yes, open-source projects like phuryn/pm-skills (PM Skills Marketplace: 100+ agentic skills, commands, and plugins — from discovery to strategy, execution, launch, and growth.) are actively building upon these concepts.

Which startups are commercializing the technology behind AI Agents vs. Agentic AI: A Conceptual taxonomy, applications and challenges?

Products like Huddle01 Cloud are bringing this to market. Their focus is: Deploy your AI Agents in 60 seconds.

What other academic literature is closely related to 'AI Agents vs. Agentic AI: A Conceptual taxonomy, applications and challenges'?

Yes, highly correlated activity was mapped. An entry titled 'The Rise of Agentic AI: A Review of Definitions, Frameworks, Architectures, Applications, Evaluation Metrics, and Challenges' discusses this: Agentic AI systems are a recently emerged and important approach that goes beyond traditional AI, generative AI, and autonomous systems by focusing...

Are there commercial applications of 'AI Agents vs. Agentic AI: A Conceptual taxonomy, applications and challenges' in market news publications?

Yes, highly correlated activity was mapped. An entry titled 'Agent-architecture' discusses this: Agent-architecture is fundamentally redefining human-computer interaction and software development, with AI agents increasingly acting autonomously...

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Commercial Realization

Startups and Open Source tools heavily associated with the concepts explored in this paper.

Enterprise Ecosystem Mentions

  • Scrums.com
    The Software Engineering Orchestration Platform (SEOP). D...

Associated Media Narrative