
LLM Evaluation: Why Testing AI Models Matters for Business Operations and Security
A comprehensive and deeply detailed exploration of why LLM evaluation is essential for operational reliability, security, compliance and trust.
10+ years of experience.
Solution Architect & Tech Lead
Specialized in building unique, high-performance webs.



A comprehensive and deeply detailed exploration of why LLM evaluation is essential for operational reliability, security, compliance and trust.
Hi! I'm Bastian Fredes, a passionate Solution Architect and Tech Lead based in Galway, Ireland.
I have 10+ years of experience building scalable, maintainable, and delightful digital products for companies and startups worldwide. My journey started as a hobby in high school, and today I lead distributed teams, design cloud-native architectures, and deliver high-impact solutions.
My mission is to empower people and businesses through technology, mentoring, and continuous learning.
When I'm not coding, you'll find me exploring new tech, reading, or going on motorcycle adventures.


I build with performance-first principles: fast loads, accessibility, and best practices by default.
I'm open to new opportunities, collaborations, and freelance projects. You can contact me using the form or directly by email.