IDEAcademy is a three-year alternative to Years 10 to 12 for learners aged 14 to 18, designed for a substantial neurodivergent cohort, working toward nationally recognised vocational outcomes. A wrong sentence in a masterclass reaches a young person.
Rebecca designed the educational authority, learner model and acceptance rules; Soren designed the LLM Contract and engineering system that operationalised them; the deployed LMS Compiler is the result of their collaboration.
Sources are ranked before the model runs. Code builds the authoritative shell. The model may fill only declared fields. Protected fields are fingerprinted. A forged title is caught as a hard failure. A person promotes to production.
In April 2026 review found an AI session had fabricated or paraphrased part of a BSBTEC301 performance-evidence requirement. The error was checked against the external authority and the source-authority rule was strengthened. Oversight working, not system perfection.
In May 2026 answer-length bias was found in 11 masterclasses. A shared helper, a compile-time gate and 14 tests followed, and 28 masterclasses were rebalanced. Later regeneration exposed recurrence. We do not claim permanent resolution.
What the engagement produced became the products. The contract that bounds what a model may touch became the rules in Forge. The weekly digest and findings tracker a second operator works in every Monday became the thread the Bridge holds. The rule that a different model family must sign a review became Quorum.
The LLM Contract was developed by Soren Tellegen through Digital Pulse while consulting to IDEAcademy.