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Every tiny mistake becomes a cog.
Generic AI answers your question, then forgets you. Book a standing weekly Class, and Cog+ is what lets your tutor open every session already knowing the pattern beneath your last mistake — not just what you got wrong, but why. Every slip, hesitation, and recovered error becomes a cog — and cogs link, merge, and compound into a living model of exactly how you learn.
It adapts. It optimizes. It compounds.
The lifecycle of a cog
Cogs don't just pile up. They compound.
Most tools forget the session the moment it ends. Cog+ turns every study signal into durable intelligence that gets sharper over time.
01
Log
Every mistake, hint, and hesitation is captured as a cog — even the ones a human tutor would miss.
02
Link
Related cogs connect. A sign error here and a chain-rule slip there become one pattern.
03
Merge
Repeated cogs collapse into a single, stronger signal about a real weak spot.
04
Consolidate
Merged cogs become durable mastery signals that survive across sessions.
05
Prune
Once you have truly mastered something, its cogs fade — the model stays clean and current.
Micro-error intelligence
Cog+ catches the tiny errors that compound.
Tutoring usually catches the wrong answer. Cog+ catches the pattern beneath the answer — the six kinds of micro-signal that quietly decide your grade.
Micro-signals become durable learner intelligence — not forgotten session notes.
Recurring error
The same mistake on a different question.
Misconception
The wrong mental model underneath.
Hint dependency
Needing help before retrieval.
Canvas hesitation
The pause before the answer.
Retention risk
Knowledge starting to decay.
Reasoning gap
A step skipped in the chain.
Signals in
- arrow_forwardAttempts and answers
- arrow_forwardRecall and revision
- arrow_forwardLive canvas work
A living learner model that converts every signal into a sharper next intervention.
Actions out
- check_circleRecover weak concepts
- check_circleAdapt the next lesson
- check_circlePersonalize every session
Tutix doesn't just answer. It learns the learner.
Start free and watch your tutor get sharper every session.