These days, tremendous energy is being poured into software delivery using GenAI-based coding agents. A key part of using coding agents successfully is context engineering - carefully crafting prompts, skills, AGENT.md files, guardrails, etc. - to guide agent behavior. This typically requires significant experimentation and iteration. A prompt that works for one model version may fail with another. This difficulty