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Previous to this change our results were ungrounded and simpler models like GPT 3.5 and claude had a real tough time figuring out how to run commands This splits responses into 2 phases: Phase 1: figure out if you need to run a command Phase 2: respond to user This seems to produce better results on both Claude and GPT 3.5 but still needs a fair bit of tuning.