Practical evidence
Show the setup, the result, and the tradeoffs instead of repeating product claims.
About
Karsten Samaschke
I am a software architect and engineer. Samaschke AI is where I publish practical work on using, evaluating, and controlling AI systems in development and infrastructure.
The work
What I publish here.
I test AI systems where developers actually use them: in repositories, terminals, infrastructure, and local environments. The videos show the work. The blog records the evidence, decisions, and details.
Engineering control
Treat the harness, permissions, data path, and operating environment as part of the AI system.
Clear judgment
Separate demonstrated behavior from assumptions and state the limits of each conclusion.
Samaschke
Two sibling publications.
Samaschke AI focuses on practical AI engineering. samaschke.com covers my broader work in software architecture, technology, security, and business.