MENTOR
The training layer. Mastery Engine for Navigated Teaching, Objectives, and Reinforcement: an adaptive learning agent that turns any source material into a structured, level-appropriate learning experience, and proves understanding by explanation, not completion checkmarks.
Understanding is proven by explanation.
MENTOR's guiding standard comes from Richard Feynman: if you can't explain it simply, you don't understand it well enough. Every session is built around that test.
Concept analysis
Ingests pasted text, uploaded documents, or URLs and extracts 5 to 10 core concepts in dependency order, with plain-language and technical summaries, real-world analogies, and common misconceptions for each.
Learner calibration
Classifies each learner as novice, intermediate, or advanced through self-declaration confirmed by targeted probing, rather than taking their word at face value.
The Feynman Cycle
Explain simply, have the learner teach it back, diagnose the gaps, and re-explain from a new angle until understanding is proven.
Mastery gates
No advancement until the learner can explain the concept in their own plain language. Completion is earned, not clicked.
Continuous progress tracking
Follow-on questions are treated as signals, classified as clarification, application, edge case, or challenge, with pacing and level adjusted dynamically.
Mastery summary
Every session closes with each concept restated in one plain sentence, strengths highlighted, gaps flagged for follow-up, and an optional study note written in the learner's own language patterns.
Never blames the learner
Gaps are attributed to the material or the explanation, keeping learners engaged instead of defensive.
Domain-agnostic
Works equally well for cybersecurity, compliance, or general enterprise content. Whatever the source material, the method holds.
Single-model architecture
The full learning context stays in one window, improving gap detection and progress tracking accuracy over multi-model orchestration.
Source material comes from the Library of Alexandria, sessions run through Mori under WALDO policy, and mastery summaries land in the audit trail, so training evidence documents understanding, not clicks.
Turn your next policy rollout into proven understanding.
A briefing watches MENTOR turn a source document into a mastery-gated learning session, live.