The Struggle: Why Generic Prompt Optimization Fails


I spent six hours last month watching a prompt optimizer tank a code generation task. The system had reduced token count by 38% and improved latency by 200ms. On paper, perfect. In practice, the optimized prompt started hallucinating variable names and skipping security checks that the original...