The best first automation sends nothing: it prepares drafts, explains why, and asks for permission. That way you build trust without putting the business at the mercy of an assumption.
low_risk: action: classify email approval: no medium_risk: action: create draft for client approval: before sending high_risk: action: change price, delete data, publish, charge approval: required + double confirmation approval_log: user date input proposal decision reason
Complete Aulafy map
This is not a checklist. Start with the foundation, choose an outcome, and go deeper only when your project needs more control.
Turn the foundation into a visible outcome: a website, a business improvement, media, or an interactive experience.
Continue into the technical branch when you need to maintain code, data, or infrastructure.
Prepare your environment, work with coding agents, and run models while keeping control of your projects.
This branch prepares you to design and operate reliable AI systems.
Combine retrieval, agents, evaluation, security, deployment, and model adaptation when the problem requires it.
You do not need every course: choose the component your system needs and return as it grows.