Not another chatbot that hands you the answer. A fine-tuned AI that guides you to discover it yourself — through questions, on any device, even without internet.
The Method
Fine-tuned at the weight level — not just prompted. The model cannot help but teach the way Socrates did. Struggle is the feature, not the bug.
Ask any Data Science or ML concept. The model auto-detects your intent — conceptual, code, or casual — and adapts its teaching approach instantly.
Internally generates chain-of-thought via <think> blocks before responding. Deep deliberation on the best guiding question — stripped before display.
Never the answer. Always the question that leads you there. If you say "just tell me," you get a small hint — then another question.
Self-generated insight is retained far longer than reading. The understanding is yours — not borrowed from a chatbot, earned through thinking.
Capabilities
Beyond the Socratic chat — a full suite of tools built for serious learners in any environment, on any connection.
AI guides through questions, never answers directly. Auto-detects conceptual, code, and casual intent. Socratic Index of 0.62 maintained across all modes.
Full LLM inference runs on your ARM64 device via a custom C API. No internet required after the initial model download. Works on every Android device.
Auto-switches between online and offline modes invisibly. Crash-loop protection and OOM safeguards ensure the learning experience never breaks.
Bundled courses covering Neural Networks, Linear Regression, Statistics, Feature Engineering, and Python. An admin dashboard lets you manage content.
Quiz difficulty adjusts dynamically based on your performance history, keeping you in the optimal learning zone. Progress is saved locally and synced online.
A full Python runtime powered by Pyodide/WebAssembly runs directly inside the app. Write, run, and test code without ever leaving the learning environment.
Architecture
Every existing Flutter LLM package was broken. So we went one layer deeper — a custom C API compiling llama.cpp from source directly into the APK via CMake.
Performance
Tested on real devices — the phones your students actually own, not lab machines or cloud simulators.
Edge Intelligence
Built for the last mile. For the student with no stable connection. A full AI tutor running entirely on their phone — no server, no subscription, no data costs.
The demo is live. The APK is free. The AI is ready to ask you the question that changes how you understand everything — with or without internet.