AI Tooling

Vibe Coding: Why It Feels Productive and Why It Fails Engineering

AI/ML, Tools /

There is a growing belief that software engineering has become an optional skill and a 20-dollar subscription with the right prompts can build complex systems without understanding architecture, versioning, security, or operational reality. Engineers, according to this narrative, are a bottleneck that can be removed. I am skeptical of claims like these, but I do […]

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Part II: From Models to Systems: Building Real AI Infrastructure

AI/ML /

How streaming, feedback, and governance turn algorithms into intelligence. In Part I, we established that a Large Language Model is not Artificial Intelligence. LLMs generate text but AI systems generate outcomes. Now we’ll look at what makes those systems real: data flow, feedback, and accountability. The Lifecycle of Real Intelligence A genuine AI implementation is

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The „LLM = AI“ Myth

Algorithm /

Why equating generative models with intelligence is technically wrong — and dangerous. At some point in the last two years, the term Artificial Intelligence stopped meaning what engineers and scientists meant by it.It became shorthand for anything that calls an OpenAI API or produces text that sounds clever. But a system that completes your sentences

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Tech Is Only as Smart as the People Behind It

AI/ML /

Artificial Intelligence continues to redefine industries, promising automation, efficiency, and unprecedented insights. From self-driving cars to generative language models, AI is being positioned as a revolutionary force capable of transforming business and society. Yet, as impressive as these advancements are, there is one fundamental truth that often gets overlooked: technology is only as smart as

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Not All AI is ChatGPT!

AI/ML /

Artificial Intelligence has become synonymous with Generative AI in recent years. Whenever AI is discussed in public forums, mainstream media, or boardroom meetings, the focus is almost exclusively on chatbots, image generation, and large language models like ChatGPT. While these technologies are indeed impressive, they represent only a fraction of the vast AI landscape. AI

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