English ↔ Português ↗
The language app I wanted for myself. American English and Brazilian Portuguese, with audio, visual vocabulary, and practice in both directions.
Work, people, and processes
I bring order to day-to-day work.
My background is in commercial cleaning, industrial production, and logistics. I work out how a process runs, agree on responsibilities with the people involved, and make the work easier to follow. AI is one of the tools I use for that.
Operations · People · Practical automation

When work is scattered, I start with the process and the people doing it: what needs to happen, who is responsible, and where a task gets stuck. Clear agreements make it possible to follow through calmly.
I learn by working through a subject and making something usable. These are some of the results.
The language app I wanted for myself. American English and Brazilian Portuguese, with audio, visual vocabulary, and practice in both directions.
A course on how language models and the systems around them work. From the basic mechanism to RAG, infrastructure, and implementation.

How language models work, and what it takes to put them to work. AI Academy is a separate set of companion lessons.
About the book ↗
The work between an AI prototype and an application people can use. A free online guide accompanies the book.
About the book ↗What an accounting microagent taught me about module ownership, verification, multi-agent costs and durable state.
A post-construction cleaning job shows how AI can connect surveys, staffing, purchasing and quality control with decisions checked on site.
How AI helps turn a familiar craft into a business idea you can test, with clearer questions, practical preparation and human judgment.
My professional profiles and a way to get in touch.