优化前
Convert raw course material into optimized, runnable MarkdownFlow teaching scripts and deploy them as live courses through a five-phase pipeline covering segmentation, orchestration, generation, optimization, and deployment.
优化后（Opus 提出）
Use when the user works with AI-Shifu (AI师傅) courses in any capacity: creating, writing, editing, rewriting, optimizing, reordering, deploying, publishing, previewing, or managing MarkdownFlow (MDF) lesson scripts. Covers the full course lifecycle — from converting raw material into structured lessons, to scripting interactions (single-select, multi-select, input, branching), adding variables, images, and system prompts, to deploying and managing live courses on the AI-Shifu platform. Trigger on any mention of AI-Shifu, AI师傅, or MarkdownFlow course scripting.