PyMentoria vs TokenMax

LEARN PYTHON WITH STRUCTURE, PRACTICE, AND REAL PROGRESS. PyMentoria is a guided Python learning app designed to help you move from beginner fundamentals to more advanced programming skills with confidence. Instead of throwing random questions at you, the app leads you through a structured curriculum with lessons, code examples, quizzes, level exams, and progress tracking. Whether you are starting from zero or refreshing your skills, PyMentoria helps you build practical understanding step by step. WHAT YOU GET INSIDE PYMENTORIA: STRUCTURED PYTHON LEARNING PATH + 3 learning levels: Beginner, Intermediate, and Advanced + 19 curriculum topics that progress from core syntax to advanced engineering concepts + 55 lessons with focused explanations and code examples + Coverage includes variables, control flow, functions, strings, collections, files, exceptions, comprehensions, testing, object-oriented design, typing, async Python, packaging, and more OPTIONAL PLACEMENT QUIZ + Start with a short placement quiz to get a recommended learning level + Skip the quiz and choose your level manually if you already know where to begin + Change your level later as you improve PRACTICE QUIZZES THAT MATCH THE CURRICULUM + Practice by level with customizable quiz length + Immediate feedback after each answer + Explanations help reinforce concepts instead of leaving you guessing + Built-in question flow designed to support what you are learning TIMED LEVEL EXAMS + Take 20-question exams for each level + 20-minute timed assessments + Pass with 70% or higher to prove your progress + Unlock and track advancement across the learning path TRACK YOUR LEARNING PROGRESS + Save completed lessons, quiz history, and exam results + Monitor accuracy, streaks, and achievements + See your current level and overall improvement over time + Progress is stored locally so you can continue where you left off BUILT FOR DAILY LEARNING + Clean mobile-first interface + Helpful code examples in lessons + Theme, text size, sound, and haptic settings + Designed for short study sessions or longer focused practice + Works offline for the core learning experience WHO THIS APP IS FOR: + Beginners who want a more guided introduction to Python + Students preparing for programming classes or self-study + Developers reviewing Python fundamentals and intermediate concepts + Anyone who wants a structured Python mentor in their pocket If you want a Python learning app that combines lessons, guided practice, exams, and progress tracking in one place, PyMentoria gives you a focused path from foundations to advanced concepts.

TokenMax is an AI learning lab for your iPhone, built by Vellora AI: a full computer-science curriculum, a real Python environment with auto-graded problem sets, a sandboxed terminal, and a tutor powered by a language model that runs on the phone itself. No accounts, no servers, no telemetry. LEARN AI, CS & PYTHON — 14 FULL COURSES, OFFLINE - Sidebar → Courses bundles 14 university-level open-courseware classes, readable offline, including: • 6.S191 Intro to Deep Learning — transformers, attention, RLHF, generative AI • 6.5940 TinyML & Efficient Deep Learning — quantization, pruning, the methods behind on-device models • 6.0001 + 6.0002 Intro to CS and Data Science in Python • 6.034 Artificial Intelligence, 6.864 Advanced NLP • 18.06 Linear Algebra, 18.065 Matrix Methods, 18.05 Probability & Statistics • 6.006 + 6.046 Algorithms, 6.S081 Operating Systems, 6.824 Distributed Systems - Course materials from MIT OpenCourseWare, used under CC BY-NC-SA 4.0. TokenMax is free and is not affiliated with or endorsed by MIT. Lecture videos link out to ocw.mit.edu. A REAL PYTHON LAB IN YOUR POCKET - Embedded Python 3.13 — write code and run it without leaving the app. - Auto-graded problem sets check your work line by line, with results in seconds. - Built for learning: the interpreter runs only the bundled lessons and the code you type. It never downloads or executes code from the internet, and network access inside the Python sandbox is disabled. - "Python Tutor (OCW 6.0001)" persona — a Socratic tutor that asks leading questions, runs your code through Python before commenting, and refuses to just hand you the answer. TERMINAL & SSH - A real sandboxed shell with twenty-something built-ins (ls, cd, cat, head, tail, grep, find, mkdir, mv, cp, rm, touch, …) operating only on the app's own writable directories. - SSH client in pure Swift. Save hosts in Settings, connect with password or ED25519 / RSA private keys, host-key fingerprint pinning on first connect. - Per-conversation Plan / Execute mode lets the model drive the terminal. Plan mode allows read-only commands; Execute mode requires per-command approval for anything destructive. AN AI THAT NEVER PHONES HOME - A language model ships inside the app — start chatting on first launch, even in Airplane Mode. - Streaming responses, regenerate, edit and re-roll, copy, pin, folders, in-conversation search, export to PDF / Markdown / JSON, share extension. - Sees photos, hears your voice, reads PDFs. Vision-language models run natively on Apple Silicon via mlx-swift: Qwen2.5-VL 7B on iPhone 15 Pro / 16 Pro / 17 Pro, Qwen2-VL 2B on iPhone 13+. Attach a photo while a text-only model is active and TokenMax reads it on-device with OCR instead. - Drop a PDF, .docx, .md or .txt and ask questions about it — retrieval runs locally with Apple's NLEmbedding. - Web search with real source citations, only when you ask for it. - Slash commands: /summarize, /explain, /code, /tldr, /translate, /improve. PRIVACY YOU CAN AUDIT - Your work stays on your iPhone. The only network calls TokenMax can make are optional model downloads, web search you trigger, and SSH connections to servers you've added — and Settings → Privacy & Data lists every one of them: the host, what data leaves, and what triggers it. - Sealed mode hard-blocks all network traffic with one switch. - Versioned in-app Terms and Privacy Policy. REQUIREMENTS - iPhone 13 or newer recommended. Runs on iPad too. iPhone 15 Pro / 16 Pro / 17 Pro for the 7B vision model. - Falcon 3 1B ships pre-installed — no download needed to start. Larger open-weight models are optional downloads that always show their exact size first (Qwen 2-VL / 2.5-VL under Tongyi Qianwen License, Falcon 3 under TII Falcon-LLM License 2.0, Bonsai 8B under Apache 2.0). TokenMax is built by Vellora AI. We don't run a server. We can't read your work because it never reaches us.