# AI Memory for Education & Adaptive Tutoring

AI tutors that remember what each student knows, where they struggle, and how they learn best.

## The challenge

### No student model

AI tutors don't track what the student knows vs. doesn't know. They can't adapt difficulty or skip mastered topics.

### Repeated explanations

Students get the same explanation style even when it didn't work before. No adaptation to individual learning patterns.

### Lost progress

Each tutoring session starts fresh. Past mistakes, breakthroughs, and learning trajectory are forgotten.

### One-size-fits-all

Without memory, every student gets the same experience regardless of their level, goals, or learning speed.

## How Mengram solves it

### Knowledge tracking

Semantic memory stores what each student knows, their knowledge gaps, and mastery levels per topic.

### Learning history

Episodic memory records tutoring sessions — which explanations worked, what confused the student, key breakthroughs.

### Teaching strategies

Procedural memory captures effective tutoring approaches per student that improve over time.

### Adaptive profiles

Cognitive Profile generates a tutor system prompt with the student's full context — level, preferences, and history.

## Quick implementation

```python
from mengram import Mengram

m = Mengram(api_key="mg-...")

def tutor_session(student_id: str, topic: str):
    # Get student's full learning profile
    profile = m.profile(user_id=student_id)
    # "Student is a 10th grader studying calculus. Strong in algebra,
    #  struggles with limits. Learns best with visual examples.
    #  Last session: practiced chain rule, got 7/10 correct."

past = m.search(topic, user_id=student_id)
    # Returns past interactions with this topic

# After the session, store progress
    m.add(f"Tutored {topic}. Student understood the concept after 
          f"visual explanation with graphs. Scored 8/10 on practice.",
          user_id=student_id)
```

## Results

2x

Learning speed

85%

Retention rate

Per-student

Adaptation

## Build education agents with memory

Free API key. No credit card required. Start in 60 seconds.

[Get API Key](/#signup) [Read Docs](https://docs.mengram.io/)