From Intentional Sprawl to a Deliberate Stack: Rolling Out Codex

Instead of prematurely committing to one AI coding tool, we treated the early phase as structured exploration. As CLI-based agents and workflow integrations matured, the question shifted from "which tools should we allow?" to "which stack should we commit to?"

This session details how we made the transition, from tool comparison and developer friction to governance and security considerations. It also addresses the harder question: how do you evaluate value when AI behaves more like Slack adoption than a feature with a simple ROI calculation?