
@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.
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