2025 · Tools
Offshore knowledge pipeline
Autonomous AI pipeline that curates NORSOK, IWCF and IADC material into a structured vault, then generates study guides, quizzes and exams.

Overview
The ground-truth layer behind the other three tools. An autonomous pipeline ingests NORSOK standards, the IWCF curriculum and IADC Rig Pass / Well Control material, then normalises everything into a structured vault with versioned citations back to source.
Study guides, quizzes and practice exams are generated from the vault on demand, weighted by topic so a weak area gets more repetition. Every generated question carries a pointer back to the source paragraph it came from — auditable, not hallucinated.
What it taught me
Shaping raw standards into tight, exam-shaped questions forced me to internalise the material far more than reading ever did. Also a lesson in keeping the source of truth auditable.