Creator · youtube

@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.

11.2Kfollowers3Kmedian recent views · n=60 posts2.8K · 0.9×best post · Replit · vs own median2apps in the library · 0 with a standing program2posts audited
2025-11audited posts / month2026-10
Who they post for2 apps · public relationship evidence

0 standing programs, 0 ambassador-level feeds and 0 disclosed paid relationships in this sample. Repeated posting describes dedication; it does not prove a fee.

ReplitCoding & app building · 1 posts audited
Unknownunverified relationship
Recent feed0 of 30 posts mention it
2.8K2025-07-29
Public video and recent-feed scan confirm Replit coverage; no post-specific payment or tracking evidence was found in the captured sample. The post that identifies it →
PerplexityLLM assistant · 1 posts audited
Unknownunverified relationship
Recent feed0 of 30 posts mention it
561
Public title/caption names Perplexity: “I Found QUALITY LEADS in 5 Minutes Using Perplexity Comet (Full Tutorial)” — https://www.youtube.com/watch?v=dVUluajnN48; commercial relationship unverified. The post that identifies it →
The script they keep usingcounted from 2 audited posts
How they open1 of 2 audited posts run Capture context, then hand off the work. The lines below are the openings of their most-viewed posts.
Audited posts2 in sample · ranked by views · hover a frame to scrub

Followers, medians and views as captured in the research release. A multiple compares the post to the creator’s own recent median. Relationship labels describe the public evidence, never the amount paid. Definitions in the methodology.