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TokenLab - Build & Train LLMs at Mac App Store analyse
Sudo Apps LLC
Version
1.1
Size
31.31 Mb
Updated
5 days ago
Released
31 Aug 2026
Description
TokenLab teaches you how modern language models work by letting you build, train, evaluate, and use small models directly on your iPhone.
Follow an 18-module learning path that begins with machine learning foundations, tokenization, embeddings, attention, and transformer architecture. Continue into model training, fine-tuning, alignment, reinforcement learning, preference optimization, RAG, agents, evaluation, on-device optimization, embodied AI, and robotics.
LEARN BY DOING
- Each lesson combines concise technical explanations with:
- Interactive diagrams and model controls
- Worked examples grounded in real training concepts
- Knowledge checks designed to test understanding
- Guided experiments that connect theory to measurable results
- Reference materials and saved lessons for later review
TRAIN MODELS ON DEVICE
- Use the Training workspace to conduct real micro-model experiments on supported iPhones:
- Train a tiny transformer from scratch
- Adapt a pretrained model with a compact adapter
- Create and edit training datasets
- Configure model size, context length, learning rate, steps, and sampling
- Track training and validation loss
- Inspect generalization, latency, memory, and test results
- Save local checkpoints and compare previous runs
- Stop experiments manually or automatically when device conditions require it
EXPERIMENT IN PLAYGROUND
Chat with the pretrained model or select one of your saved checkpoints. Compare how training decisions affect model responses and return to earlier conversations when testing new ideas.
Playground conversations and model checkpoints are stored locally and can be deleted from within the app.
APPLY EACH MODULE IN A LAB
Guided labs turn concepts into structured experiments. Work with validation splits, tokenizers, model architecture, adapters, retrieval, evaluation, robotics policies, and other practical workflows.
TRACK REAL PROGRESS
- Build a visible record of your development through:
- A structured skill tree
- Module and lesson completion
- Lab results
- Mastery checks
- Experience levels and weekly missions
- Saved experiment history
DESIGNED FOR SERIOUS LEARNING
TokenLab is built for developers, students, technical professionals, and anyone who wants to understand what happens inside a language model. The interface supports Light and Dark Mode and follows your iPhone’s system appearance automatically.
Lesson progress, assessments, and training records can sync securely to your TokenLab account. Model execution takes place on device.
TokenLab’s micro models are designed for education and experimentation. They are not intended to replace production-scale language models.
Estimates
Availability
Devices
iPhone5s
iPadAir
iPadAirCellular
iPadMiniRetina
iPadMiniRetinaCellular
iPhone6
iPhone6Plus
iPadAir2
iPadAir2Cellular
iPadMini3
iPadMini3Cellular
iPodTouchSixthGen
iPhone6s
iPhone6sPlus
iPadMini4
iPadMini4Cellular
iPadPro
iPadProCellular
iPadPro97
iPadPro97Cellular
iPhoneSE
iPhone7
iPhone7Plus
iPad611
iPad612
iPad71
iPad72
iPad73
iPad74
iPhone8
iPhone8Plus
iPhoneX
iPad75
iPad76
iPhoneXS
iPhoneXSMax
iPhoneXR
iPad812
iPad834
iPad856
iPad878
iPadMini5
iPadMini5Cellular
iPadAir3
iPadAir3Cellular
iPodTouchSeventhGen
iPhone11
iPhone11Pro
iPadSeventhGen
iPadSeventhGenCellular
iPhone11ProMax
iPhoneSESecondGen
iPadProSecondGen
iPadProSecondGenCellular
iPadProFourthGen
iPadProFourthGenCellular
iPhone12Mini
iPhone12
iPhone12Pro
iPhone12ProMax
iPadAir4
iPadAir4Cellular
iPadEighthGen
iPadEighthGenCellular
iPadProThirdGen
iPadProThirdGenCellular
iPadProFifthGen
iPadProFifthGenCellular
iPhone13Pro
iPhone13ProMax
iPhone13Mini
iPhone13
iPadMiniSixthGen
iPadMiniSixthGenCellular
iPadNinthGen
iPadNinthGenCellular
iPhoneSEThirdGen
iPadAirFifthGen
iPadAirFifthGenCellular
iPhone14
iPhone14Plus
iPhone14Pro
iPhone14ProMax
iPadTenthGen
iPadTenthGenCellular
iPadPro11FourthGen
iPadPro11FourthGenCellular
iPadProSixthGen
iPadProSixthGenCellular
Pricing by country
| Country | Price |
|---|---|
| Canada | free |
| France | free |
| Germany | free |
| Italy | free |
| Netherlands | free |
| Portugal | free |
| Spain | free |
| UK | free |
| India | free |
| Japan | free |
| Korea, Republic Of | free |
| Poland | free |
| Russia | free |
| Turkey | free |
| USA | free |
| Ukraine | free |