Content review and corrections
AI tools change. Learning material needs evidence, clear limits, and a way to correct mistakes.
What has been reviewed
Our curriculum review is in progress. The revised AI Fundamentals questions and lesson cards have received source checks and a separate AI-assistant review, and those revisions are published. Other published material includes lessons that have not yet completed this process. A published page, generated reviewer label, or recent deployment does not establish that it has been fully reviewed.
AI-assistant review is not human expert review. We do not claim that all material has been approved by a named professional or independently validated with learners.
What we record
Our review records track content IDs, questions and explanations, lesson cards, embedded exercises, source URLs, review dates, findings, and remaining gaps. Coverage totals distinguish a source check, an accepted correction, and a revision actually published to learners.
For claims about a tool, we use its official documentation where available. Professional or regulatory claims need appropriate primary evidence. A source citation does not by itself prove that every sentence or exercise is accurate.
How corrections reach lessons
Revised question and card content is stored as a new version. A separate review of the complete proposed content is required before publication. Original wording and historical answers are preserved; new wording does not retroactively change an earlier grade.
Practical examples use fictional information. Checks cover whether a task has enough information to attempt, whether the answer follows from that information, and whether feedback explains mistakes. An offline exercise check does not mean a live AI provider has been tested or will give the same answer.
Dates, updates, and reporting errors
A modification date should describe an actual content change. We do not treat a deployment or automatically generated date as a new factual review. Tool access, pricing, interfaces, and policies can change after a source check; confirm current details with the provider before relying on them.
Our ongoing refresh process is still being developed. To report an error, use the contact page and include the lesson title or URL and the statement you want checked. Please leave out confidential or personal information.