Escaping the Token Tax: Building a Custom Codex-Powered GitLab Bot

As enterprise AI tools become increasingly expensive with per-token pricing, developers are finding creative ways to leverage existing consumer subscriptions for automated workflows. This shift toward self-hosted, stateful AI services reflects a need for greater control over prompt engineering and cost management in small development teams.