$ mnemogit --start

Commit to
memory.

AI-powered flashcards with spaced repetition. Choose your model. Compare explanations. Track experiments with MLflow. All from verified sources.

mnemogit.com/study — compare mode
> studying: transformer-architecture|experiment/reasoning-vs-coding-models

FRONT

Why is positional encoding necessary in transformer architectures?

claude-sonnet1.2s
reasoning
gpt-4o0.9s
general
llama3.3:70b2.1s
general
3 models compared·logged to mlflow/reasoning-vs-coding-models

features

Not another flashcard app.

MnemoGit is a model comparison platform that happens to teach you things. Every explanation is traceable. Every model is testable.

Compare Models Side-by-Side

Run the same card through Claude, GPT, Llama, and Gemma simultaneously. See which model explains best for your learning style.

AI Explanations

Stuck on a concept? Get alternative explanations from any AI model. Filter by capability — reasoning, coding, writing, vision.

SM-2 Spaced Repetition

See cards right when you're about to forget them. Proven to achieve 90%+ long-term retention.

Bring Your Own Key

Use your own API keys for zero markup. Or let us handle it — transparent 3x rates, no hidden fees.

MLflow Experiment Tracking

Every model comparison logs to MLflow. Track which models give you the best results across sessions. Learn MLflow by using it.

Create & Share Decks

Build decks from verified sources or fork from the community library. Every card cites its source.

40 AI/ML Decks

Curated from official docs, open textbooks, and research papers. Foundations through advanced topics.

workflow

Learn like you ship code.

01|git clone

Pick a deck

Choose from 40 curated AI/ML decks or create your own. Every card cites its source.

02|git diff

Compare models

Run the same card through multiple AI models. See which one explains best for you.

03|git commit

Commit to memory

Spaced repetition locks it in. Track your experiments with MLflow.

$ mnemogit --init

Ready to commit?

7-day free trial. No credit card required.

Start learning free