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A developer describes chasing a model regression that turned out to be three different versions of the same prompt running in production due to hotfixes and incomplete merges, leading to adoption of a prompt management tool (OrqAI) for version visibility.
A GitHub tool that reduces Claude API costs by dynamically adjusting effort/thinking parameters based on prompt complexity.
The author discusses challenges in allowing subject matter experts to edit prompts in production for AI agents in regulated domains, and shares a solution using a prompt editor with GitHub backend for version control.
The article discusses the frustrating problem of AI agents losing their trained behaviors when switching environments, and explores solutions like prompts, policy files, and wrappers to maintain consistency.