Original curriculum
Lessons and labs are written for this Academy. They use plain-language methods, explicit assumptions, and inspectable outputs rather than copied course summaries.
Editorial practice
Useful, bounded, and current.
Academy material distinguishes durable methods from product-specific details and avoids presenting opinion, sponsorship, or fluent output as proof.
Product references
The core curriculum is vendor-neutral. A future product example must state the version, date, test boundary, source, and whether compensation affected its inclusion.
Review and updates
Material is reviewed when a factual boundary, safety practice, platform behavior, or cited source changes. Substantive corrections are recorded through the corrections process.