A new pull request lands, an AI agent suggests a patch, and a Slack approval flies by before lunch. In modern AI-driven development, humans and machines collaborate faster than most governance frameworks can blink. Every prompt, pipeline, and workflow leaves behind invisible traces of decision-making that auditors, regulators, and boards