courseai

Use this skill when changing prompts, tools, models, or agent orchestration so the resulting behavior is evaluated against the synthetic preferred-response golden dataset before sign-off.

Use this skill for store-manager and regional-manager guidance so answers stay operationally specific, policy-grounded, and escalation-aware.

Use this skill for framework or SDK integration work involving Gemini, LangChain, Deep Agents, Convex, Next.js, or evaluation infrastructure so implementation decisions stay grounded in current official docs instead of stale examples.