The Gap Between a Demo and a Deployed AI Agent There is a particular kind of optimism that happens in AI demos. The model responds intelligently. The tool calls execute cleanly. The output looks exactly right. Everyone in the room is excited. Then you put it in front of real users. Within 48 hours, you have edge cases the demo never surfaced. Inputs the model handles badly. Tool calls that fail i…
