← Back to Research Radar
Academic Publication Academic Publication

The Rise of Agentic AI: A Review of Definitions, Frameworks, Architectures, Applications, Evaluation Metrics, and Challenges

58
Citations
September 4, 2025
Published Date

Research Abstract & Technology Focus

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 reasoning. This study provides a clear review of agentic AI systems by bringing together their definitions, frameworks, and architectures, and by comparing them with related areas like generative AI, autonomic computing, and multi-agent systems. To do this, we reviewed 143 primary studies on current LLM-based and non-LLM-driven agentic systems and examined how they support planning, memory, reflection, and goal pursuit. Furthermore, we classified architectural models, input–output mechanisms, and applications based on their task domains where agentic AI is applied, supported using tabular summaries that highlight real-world case studies. Evaluation metrics were classified as qualitative and quantitative measures, along with available testing methods of agentic AI systems to check the system’s performance and reliability. This study also highlights the main challenges and limitations of agentic AI, covering technical, architectural, coordination, ethical, and security issues. We organized the conceptual foundations, available tools, architectures, and evaluation metrics in this research, which defines a structured foundation for understanding and advancing agentic AI. These findings aim to help researchers and developers build better, clearer, and more adaptable systems that support responsible deployment in different domains.
agentic review definitions frameworks architectures applications
Read Full Literature

AI Semantic Synergy Context

Connecting this academic literature to real-world market discussions and products.

roipad.com › narrative analysis
0%

Autonomous-agent

Autonomous AI agents are rapidly proliferating across coding, creative design, and white-collar tasks, driven by major tech investments and internal deployments. This expansion fundamentally shifts...
roipad.com › narrative analysis
0%

Myclaw

Executive-level AI agents are emerging as a critical tool for management and operational efficiency, with Meta's CEO developing a personal AI assistant. This signals a broader trend towards company...
roipad.com › narrative analysis
0%

Tool-calling

AI models like Gemma 4 are advancing local agentic intelligence and complex reasoning, while regulatory bodies are imposing safety and privacy guardrails on AI companies. This dual trend highlights...
roipad.com › narrative analysis
0%

Multi-agent

Multi-agent AI systems are rapidly evolving, from consumer-facing smart home integrations and mobile assistants with multi-app automation to open-source platforms and research into self-improving a...
roipad.com › narrative analysis
0%

Business Models

Business models face significant disruption from legal challenges regarding social media addiction and unexpected AI project closures. The emergence of an 'agentic internet,' where AI systems execu...

Frequently Asked Questions (FAQ)

Curated market intelligence mapped to this research.

What is the core focus of the research titled 'The Rise of Agentic AI: A Review of Definitions, Frameworks, Architectures, Applications, Evaluation Metrics, and Challenges'?

This literature focuses on: 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 reasoning. This study provides a clear review of agentic...

Are there open-source GitHub repositories related to The Rise of Agentic AI: A Review of Definitions, Frameworks, Architectures, Applications, Evaluation Metrics, 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 The Rise of Agentic AI: A Review of Definitions, Frameworks, Architectures, Applications, Evaluation Metrics, and Challenges?

Products like Invoke are bringing this to market. Their focus is: Agentic coding IDE with visual planning boards and canvas.

Are there commercial applications of 'The Rise of Agentic AI: A Review of Definitions, Frameworks, Architectures, Applications, Evaluation Metrics, and Challenges' in market news publications?

Yes, highly correlated activity was mapped. An entry titled 'Autonomous-agent' discusses this: Autonomous AI agents are rapidly proliferating across coding, creative design, and white-collar tasks, driven by major tech investments and interna...

Cite this Market Intelligence Report

Reference our AI-mapped synergy between this research and the commercial market to instantly build authority.

Commercial Realization

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

Associated Media Narrative