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From “Magic” to “Memo-Ready”: Why Grounded LLMs Need MCP (and What We Learned with Statista)
Large language models can reason, but they still invent facts. The cure is simple in concept and hard in practice: wire models to high-quality data with a standard protocol and make provenance visible.
Angelo Materlik
Feb 65 min read


From Local Startups to Global Impact: The Journey of Stagewise - New Born & Kepler Episode
In the world of startups, the journey from an idea to a successful product can be both thrilling and challenging. In this blog post, we explore the compelling story of Stagewise, a startup that transformed its initial setbacks into a viral sensation and ultimately made its mark in the tech industry. Join us as we delve into the fascinating insights shared by Glenn Töws, co-founder of Stagewise, during a recent podcast discussion. Stagewise began as a simple idea in the minds
Angelo Materlik
Jan 223 min read


Agentic AI in Medicine: Where Assistance Should End and Autonomy Begins
Agentic AI can act, not just predict. In healthcare, that power demands careful boundaries, new metrics, and clear accountability.
Angelo Materlik
Jan 124 min read
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