Clearmud

I help entrepreneurs and business leaders build practical AI systems that solve real problems.

I’m Marcelo Oliveira. I install, build with, stress-test, and score AI agents, models, and applications without hiding the mistakes or failures.

Expect practical tutorials, honest first impressions, real-world field tests, and everything I learn while building AI systems in public.

AI isn’t magic. My goal is to make it clear, accessible, and useful.