If You're Giving Developers AI Tools, You Need Per-User Keys, Audit Logging, and Cost Controls on Day One

The rollout looks responsible. A team wants AI in their editors, so someone wires up the tooling against a hosted model, drops a shared key into the config, ships it to the team, and moves on to the n...