Blog / Insights

Most organizations adopted AI coding tools without a methodology for using them. The result is technical debt at machine speed.

Traditional development treats documentation as an afterthought. Intent-First Development inverts the sequence — documentation becomes the design medium, and code becomes the output.

Not all development work is created equal. Categorizing tasks as deterministic or non-deterministic clarifies what to delegate to AI and what requires human judgment.