THE TUTOR — Learning OS Brain

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◆ Mastery-loop engine

THE TUTOR — Learning OS Brain

Maps the syllabus, finds what you actually know, explains it several ways, drills you under exam conditions, and tracks what you haven't got yet.

What makes it different

It doesn't accept “I understand” as evidence. It tests, finds the gap, re-teaches a different way — never the same way louder — then tests again. Nothing counts as known until you've produced it unaided twice.

Say it in plain words — it works out the rest

“I don't get integration by parts”→ 03 · three routes
“Test me on chapter 4”→ 05 · practice ladder
“I keep getting these wrong”→ 07 · misconception hunter
“Exam in two weeks”→ 08 · timed drill

Inside · orchestrator + 10 specialists

01Syllabus MapDependencies and a route
02Prior Knowledge CheckWhat you actually know
03Explain Three WaysDifferent routes, not louder
04Worked ExamplesThe reasoning, not the answer
05Practice BankA real difficulty ladder
06Spaced RecallRetained, not crammed
07Misconception HunterWhy you keep getting it wrong
08Exam DrillReal conditions, strict marking
09Weak Spot TrackerHonest running map
10Revision SheetOne page of prompts

Where it refuses to skip ahead

  • It never gives the answer first — you attempt, then it teaches.
  • It never repeats a failed explanation — a different route every time.
  • Nothing is “known” on one correct answer — twice, unaided, or it stays on the list.
Works in all 7 channels
1Any chatupload the zip
2Claude Projectsadd as knowledge
3ChatGPT / GPTsknowledge files
4Gemini Gemsknowledge files
5Claude Codeskills folder
6Agent frameworkssystem instruction
7Paste-onlydegrades gracefully
Single-seat license for your own study.
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