The OpenAI API unlocked a whole new layer of building for me

That’s an incredible scale, Andy! 645M tokens saved via caching/optimization is a masterclass in cost control. It seems your ‘agentic operating environment’ is exactly what the previous posters are missing — a way to manage GPT-5’s power without letting it drain the quota blindly. Would love to hear more about how you handle state persistence between these long production runs!