AI Challenges

This blog specializes in Generative AI challenges for professional use.

Efficiency is the Trap. Effectiveness is the Goal.
Efficiency is the Trap. Effectiveness is the Goal.

Published 31.1.2026

AI can speed up initial development, but speed is not the same as value. In professional software development the key question is whether AI helps us make better decisions—not just ship more code faster.

Categories: ai-toolsuse-cases

The GenAI Divide: Deconstructing the 95% AI Failure Rate
The GenAI Divide: Deconstructing the 95% AI Failure Rate

Published 10.11.2025

A recent MIT report reveals that 95% of generative AI pilot programs in large companies fail to deliver ROI, creating a "GenAI Divide." This article deconstructs the strict definition of success behind this statistic and explores the true challenges of scaling AI in the enterprise.

Categories: use-cases

The AI Reasoning Riddle: Are LLMs Truly Thinking or Just Pattern Matching?
The AI Reasoning Riddle: Are LLMs Truly Thinking or Just Pattern Matching?

Published 8.6.2025

Exploring the fascinating reality behind LLM reasoning capabilities and their limitations - from fragile logic to irrelevant information catastrophes.

Categories: researchreasoning

Evaluation of answers - Danger: Reference answer
Evaluation of answers - Danger: Reference answer

Published 22.5.2025

How you can easily trick yourself when you are quick with the foundation of your evaluation-system.

Categories: use-casesintroductionalevaluation-testing

Frameworks Everywhere - Part 1: Overview
Frameworks Everywhere - Part 1: Overview

Published 26.10.2024

An overview of different AI frameworks I got in touch with available to use with generative AI.

Categories: ai-toolsintroductionalframework-comparison

Technological Revolutions and Society Impact
Technological Revolutions and Society Impact

Published 12.10.2024

A reflection on technological revolution effects on society and changing the way we live.

Categories: interview-aisocietal-impact

Get better search results with LLM generated search queries in my Web Search Assistant
Get better search results with LLM generated search queries in my Web Search Assistant

Published 4.10.2024

How to use LLM generated search queries in my Web Search Assistant.

Categories: use-casesknowledge-management

Imprint
Imprint

Published 30.9.2024

The imprint of this blog.

Categories: introductional

Talk to your blog - Part 1: How to automate user centric interactions
Talk to your blog - Part 1: How to automate user centric interactions

Published 27.9.2024

My first steps and challenges of creating the functionality to talk to your blog.

Categories: use-cases

Welcome! An Introduction to this blog
Welcome! An Introduction to this blog

Published 23.9.2024

This is about the main focus of this ai-challenges blog which is to discuss the challenges of building professional, trusted and reliable systems with generative AI.

Categories: introductional

About
About

Published 21.9.2024

About this blog and the author.

Categories: introductional