Git & Linux
Versioning and a reliable working environment support each change before an AI feature reaches users.
A complete product is a chain of decisions. Select a layer to see its responsibility, input and output.
The product starts with a usable interface. Input and intent belong to the person, and the interface should explain what happens next.
The examples below explain roles within a workflow. They do not claim to show Maheen’s actual command history or a live project run.
Versioning and a reliable working environment support each change before an AI feature reaches users.
Service boundaries make the interface, application logic and AI components easier to run and reason about.
Retrieval supplies evidence. Agent workflows can coordinate steps when there is a reason to use them.