A development team recently migrated their production AI agent to GPT-5.6, ending a four-month streak where Claude Opus dominated their performance evaluations. This transition delivered significant improvements, including a 2.2x increase in speed and a 27% reduction in costs. The article outlines the key technical lessons and practical insights gained during the migration process.