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After the GPU Era: Why True Intelligence Won’t Emerge from Brute-Force Language Models
The content explores the paradox of artificial intelligence’s progress, highlighting the limitations of current models that simulate language without understanding. It contrasts human cognition, which is emotional and…
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AGI – My Perspective
We often treat words like “life,” “intelligence,” or “consciousness” as if they were mysterious…
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AGI – Meine Sicht der Dinge
Alle reden von AGI, doch kaum jemand weiß, was sich hinter dem Begriff verbirgt.…
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The Thinking Machine – Part 4
The Transformer, introduced in 2017, redefined sequence modeling by using self-attention instead of recurrence.…
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Agentic AI in Deterministic Systems – Lessons from the Trenches
A seasoned software architect reflects on building an Agentic AI system and why LLM-powered…
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If Nobody Learned to Code Again: A Thought Experiment in Reverse Progress
The discussion revolves around the notion that coding is becoming less relevant as AI…
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Beyond the Illusion: My Journey Through the AI Hype Cycle
Large Language Models are powerful, fascinating tools but the hype surrounding them has distorted…
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Beyond Linearity: Why Neural Networks Need More Than Just Math
This series explores the modular design of neural networks, delving into the relationship between…
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“Vibe Coding” and the Craft of Code: Redefining What It Means to Be a Developer in the Age of AI
AI tools have changed how we code, but not what it means to be…
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The Thinking Machine – Part 3
Self-attention changed the way we think about sequence modeling. In this third part of…
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From Prometheus to the Cosmos: Rethinking Design through Emergence
What if true creation isn’t about control, but about enabling complexity to unfold? This…

Applied AI Insights
Here I share thoughts, lessons, and experiments from my journey in applied AI and machine learning — from deep dives into model design to reflections on the challenges of real-world deployment. Whether you’re exploring anomaly detection, recommender systems, or the realities of freelancing in tech, you’ll find honest insights and practical takeaways.
