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Licensing Knowledge & Exam Engine

Applied AI & Mission-Critical SystemsSole Architect & Engineer
100+courses
1,000+questions
10,000+user vocabulary entries

An offline-first AI question synthesis platform for professional regulatory exams — a domain where a wrong answer costs a candidate their licence attempt.

Architecture

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Licensing Knowledge and Exam Engine architecture diagram

How it works

  1. 01

    Structured prompt chaining turns official curricula into draft questions, held in a staging quarantine that nothing escapes without a human signature.

  2. 02

    A domain-expert review desk owns proofreading, difficulty calibration and statutory citation checks before anything is published.

  3. 03

    CQRS dual-write keeps the production database and MeiliSearch in step, giving sub-20ms typo-tolerant search across statutes and exam points.

  • Offline LLM Pipelines
  • Human-in-the-Loop QA
  • CQRS Dual-Write
  • MeiliSearch

Let's connect

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