What Is a Golden Set — and Why Every Genie Space Needs One
A German trading group came within one board meeting of reporting a quarter's revenue that was 34.9% too high. The number was wrong for boring reasons — fiscal year vs. calendar qu…
CONTINUE READINGFrom Chatbot to Agent: What Tool Calling and MCP Actually Change
An LLM writes text. An agent gets things done. The step between them is tool calling — and the way tools get plugged in has finally standardised as MCP. Here is what changes when y…
CONTINUE READINGHow to Measure Your GenAI and Data Readiness — A 9-Dimension Framework
A practical 9-dimension framework for measuring GenAI and data readiness — refined at Volkswagen Commercial Vehicles and now available as a free 25-question online assessment.
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Dr. Michael Nolting
CEO, ultra mAinds GmbH
