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Academically, Manus AI Can Be Discussed as an Example of Agentic Artificial Intelligence: Productivity, Responsibility, Digital Skills, Ethics, and the Changing Nature of Work
This article discusses Manus AI as an example of agentic artificial intelligence. Unlike traditional chatbots, which mainly answer prompts, agentic AI systems are designed to plan, act, use tools, and complete multi-step tasks with less direct human control. This shift is important for higher education because it changes how students learn, write, research, organize tasks, and prepare for the workplace. The article uses a conceptual academic method based on selected theories
May 420 min read


How to Choose Reliable Academic Sources for Research in the Age of AI Search
The ability to choose reliable academic sources is now one of the most important skills in higher education. In earlier periods, the main challenge for students was finding enough material. Today, the challenge is different. Researchers face an information environment shaped by digital abundance, platform ranking systems, predatory journals, weak editorial standards, AI-generated summaries, algorithmic recommendation systems, and the rapid circulation of unverified claims. Th
Apr 1420 min read
Smart Education at Scale: How a Multi-Campus Network Builds Online Learning Capacity and Legitimacy — A Case Study of Swiss International University / VBNN Smart Education Group
Author: N. Alston Affiliation: Independent Researcher Abstract Smart education—understood as the strategic integration of digital platforms, learning analytics, AI-enabled support, and quality assurance into coherent learning systems—has moved from “innovation” to “necessity” in higher education. The most visible driver is the rapid diffusion of generative AI and data-informed teaching, which is reshaping assessment, student support, and institutional operations. At the sa
Feb 312 min read
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