In progress Embedded · ML 2026

TI-84 AI integrator

A local model on a TI-84 Plus CE that solves integrals and shows its steps

An in-progress experiment: running a small local model on a TI-84 Plus CE calculator so it can solve integrals and show worked steps — no network, no cloud, just the calculator.

TI-84 AI integrator — product screenshot
Status
In progress
Year
2026
Category
Embedded · ML
Stack
3 tools

01

Problem

A TI-84 Plus CE has a few megabytes of storage and a 48 MHz processor. Can a model small enough to fit still be useful for calculus homework — solving integrals and, more importantly, showing the steps?

02

What I built

  • A pipeline that trains and quantises a tiny sequence model for symbolic integration steps.
  • A calculator-side runtime in C for the TI-84 Plus CE that loads the model and renders steps on screen.

03

Technical decisions

  • Everything runs on-device; there is no link cable or network involved at runtime.
  • Correctness is checked against a symbolic solver during training so the model is graded on the answer, not just the steps.

04

Results

In progress — currently fitting the model within the calculator's memory budget.

05

What I'd do next

  • Widen coverage from polynomial and trig integrals to substitution and by-parts.
  • Publish the toolchain and a demo video.

Built with

  • C
  • TI-84 Plus CE toolchain
  • Python

Contact

Let's build something.

Internships, collaborations, or a question about one of the projects — my inbox is open.