ISHKAPON AI
A local-first desktop tutor where every number is computed in a sandboxed Python runtime, so the model only explains results it did not make up.
What it is
ISHKAPON AI is a cross-platform desktop tutor for secondary and higher-secondary students, shipped as a native installer on Windows, macOS and Linux.
The core design decision: the language model never does arithmetic. Every numeric result comes from a sandboxed Pyodide (CPython-in-WebAssembly) runtime running on the student's own machine, with locally vendored wheels and no network egress. The model is constrained to explain a result it did not produce, which removes arithmetic hallucination by construction rather than by prompting.
01
Answers that compute, not recall
Numeric results are produced by a sandboxed Pyodide runtime on the device; the model narrates, the runtime calculates.
02
Hardened desktop security
contextIsolation on, nodeIntegration off, sandboxed renderer, safeStorage-encrypted API keys, CSP on packaged builds, and a single typed contextBridge surface.
03
Shipping-grade packaging
Per-platform installers (MSI, DMG, AppImage, deb, rpm) with a pinned upgradeCode so installs upgrade in place.
04
Honest about data
Ships PRIVACY.md and TERMS.md that state plainly what leaves the device with every question.