How to work with legacy projects using AI without breaking what already works
AI does not remove the uncertainty of a legacy system by itself. A safe approach makes risks, unknowns and dependencies visible before changing code.
AI does not remove the uncertainty of a legacy system by itself. A safe approach makes risks, unknowns and dependencies visible before changing code.
Knowledge-Driven Development treats project knowledge as a first-class, observable artifact so humans and AI agents evolve software from the same shared context.
Kaddo now treats Mermaid diagrams as first-class knowledge in Business, Product and Tech. The source stays in Markdown; the Admin renders it — architecture, flows and actors you can actually see.