How it generates reliably
The generator isn’t a single prompt. It layers controls so AI output stays within intended bounds:Golden Templates
A few perfectly-built example lessons act as a reference the AI must match —
far more effective than long instructions.
Validation & retry
Structured-output checks reject content that breaks the rules and make the AI
self-correct.
Integrity checks
Required nodes (such as title and language config) are verified as present and
connected before content is accepted.
English-Pivot
Content is generated in English first for the highest quality, then translated.
Your role
You guide the generator with the outline, constraints, and templates — then review and refine its output. The result is course-quality content produced far faster than writing everything by hand.Learn more
AI control pipeline
The full picture of how reliability is enforced.
The Harness
How generated code is validated.