MafraLab

AI literacy, independent small projects and practical notes for using technology with judgment.

Literacy

Before the tool, the mental map.

MafraLab exists to make AI easier to discuss, evaluate and use. Fewer big promises. More mental models, examples and questions that separate usefulness from noise.

01

Concepts

Agents, models, privacy, automation and limits explained without heavy jargon.

02

Exercises

Small guides for testing ideas, asking better questions and reviewing answers.

03

Judgment

A practical way to think about where AI helps, where it fails and when to stop.

Projects

An archive of experiments, not a showcase.

Prototypes and concepts kept as learning notes: useful for exploring possibilities, limits and design choices.

SentimentAPI project visual

Language prototype

SentimentAPI

An experiment for classifying tone, sentiment and emotional intensity in text.

StyleMind.ai project visual

Communication experiment

StyleMind.ai

A study around style, clarity and writing patterns assisted by AI.

Resources

From site to books and articles.

MafraLab connects short materials, longer articles and practical books about AI, creating continuity between curiosity, reading and experimentation.