
Ploy’s GPT-5.6 Migration — Fix the Harness Before You Trust the Score
Ploy switched from Opus 4.8 to GPT-5.6 Sol: 2.2× faster, 27% cheaper — after fixing eval harness bias, nullable tool schemas, workspace-scoped cache keys, and reasoning replay. explainx.ai playbook for cross-model agent migration.











