When an AI Model Changes, Should You Update Your China Course?
A China AI-tool changelog should open a small review ticket, not automatically force a course relaunch. Route each change through five practical questions.
Localization
An MCP Lesson Is Not Reproducible Because the Screenshot Worked
A working MCP screenshot is not a transferable lesson. Separate the capability, service, access, cost, test evidence, and stop condition before adapting a course for China.
A YouTube AI Label Is Not a China Release Record
Before reusing an AI-assisted course asset in China, preserve its origin, edits, labels, metadata, version, and publishing decisions in one release record.
An AI Agent Workshop Is Not Ready for China Until Learners Can Evaluate the Workflow
A China-facing AI-agent workshop needs more than translated prompts. Define a task, observable evidence, failure condition, and retest trigger.
Localization Readiness Checklist: When Is a Course Ready to Adapt for China?
Before translating a course for China, use this readiness checklist to decide whether its scope, approvals, asset route and test plan are ready to start.
Course Dependency and Terminology Inventory
A companion worksheet for recording a course’s terms, immutable teaching claims and China-facing dependencies before an authorized localization test.
Localizing an Expert Product for China: What Must Change Beyond Translation
A short audit for course owners: find the links, logins, assets, and support flows that can turn a translation project into a delivery rebuild.
Your Most Undervalued Asset May Be the Content You Already Published
Old videos and newsletters are not automatically assets. Use a five-part inventory test to find material worth turning into products or market tests.
When AI Can Produce Infinite Content, What Is Expertise Worth?
AI makes explanations cheap. See where expert value moves instead: judgment, evidence, responsibility, adaptation and rights.