Kategorie: Innovation Management

From Prompt to Project: Why AI Work Now Needs to Be Structured Across Five Levels

Most people begin working with artificial intelligence by writing a prompt. But as AI adoption becomes more sophisticated, one thing becomes increasingly clear: a single prompt is rarely enough. Modern AI workflows are evolving along a clear maturity ladder – from prompts to skills, workflows, agents and, ultimately, projects. These five levels do not represent different technologies, but different ways of organising work with AI. Understanding them allows organisations not only to use AI more effectively, but also to scale it and integrate it into existing business processes.

EU AI Act: From Today, Certain AI-Generated Content Must Be Labelled

From today, 2 August 2026, another key part of the European Union's AI Act comes into force. The transparency obligations set out in Article 50 introduce the first legally binding rules requiring certain AI-generated content and AI systems to be clearly identified. The aim is to ensure that people know when they are interacting with artificial intelligence or viewing content that has been created or substantially manipulated using AI.

AI Has Become a Normal Part of University Life – But Universities Are Struggling to Keep Up

Artificial intelligence is no longer a futuristic concept on university campuses. For the overwhelming majority of students, it has become an integral part of everyday academic life—whether for research, learning, writing or programming. The latest CHE DataCHECK, Artificial Intelligence in Higher Education, reveals just how deeply AI has become embedded in students' daily routines. At the same time, the report exposes a widening gap between how students actually use AI and the support universities provide.

The New Soft Skills for Early-Career Professionals: Why AI Is Making Human Capabilities More Valuable

Artificial intelligence is changing the rules for people entering the workforce. Many tasks that were once considered classic entry-level work can now be automated or at least significantly accelerated: research, initial analysis, drafting presentations, writing first versions of documents, generating code snippets, preparing data and responding to customer enquiries. Precisely because of this, it is no longer enough for graduates and junior employees to be hardworking, reliable and technically competent.

AI Leap: Why Estonia Is Making AI a Core Skill Instead of Banning It

While many countries are still debating whether students should be allowed to use ChatGPT in the classroom, Estonia has chosen a far more ambitious path. Through AI Leap, the Baltic nation is...

Malta Is Giving Its Citizens ChatGPT Plus: When AI Becomes Public Infrastructure

Malta is taking a step that no other country has attempted on this scale so far: the government plans to offer citizens and registered residents a free one-year subscription to ChatGPT Plus. The only requirement is the completion of a short online course in AI literacy. Once completed, participants receive access to a premium AI service that would normally require a monthly subscription.

AI Agents in the Real World: The Unusual Experiments of Andon Labs

While many AI companies mainly talk about benchmarks, model sizes and chatbots, is pursuing a far more radical approach: the startup Andon Labs is deploying AI agents into real economic environments with real budgets, real people, real contracts and real consequences.

How Generative AI Is Redefining Leadership — and Reshaping Organisations

Generative AI is not just transforming processes, products or business models. It is going deeper — into the core of organisations: leadership, accountability and structure. What once felt relatively stable is now being redefined. New roles are emerging, organisational charts are becoming more fluid, and leadership itself is undergoing a fundamental shift.
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