THINKING
MACHINES
Join Thinking Machines

THINKING
MACHINES

We’re Thinking Machines building Thinking Machines.

A growing group of NCSU students. We train deep neural nets on large datasets and meet weekly to learn, build, and push the state of AI forward.

Join Thinking Machines
A copper-orange neuron illustration with a black wave of dotted network connections trailing beneath it

How We Think

Understanding neural systems by building them.

We learn backpropagation, train on GPUs, benchmark performance, and experiment to understand how models actually work.

We believe the best way to learn AI is by building it, one weight update, one tokenizer, one training run at a time.

Events

Spring ’26

A semester of building, in public.

  1. Week 01

    Introductions

    Meet the officers, see what we'll build this semester, and run through deep-learning fundamentals.

  2. Week 02

    Running models on GPUs

    Guest talk from NVIDIA on how inference actually works on real hardware.

  3. Week 03

    Building GPT-2 with nanochat

    Walking through Andrej Karpathy's nanochat: tokenization, training loop, sampling.

  4. Week 04

    Backprop, by hand

    Trace gradients through a small network on paper, then verify in PyTorch.

  5. Week 05

    Benchmarks & beyond

    How modern models are evaluated, and where the metrics quietly lie.

Hand-drawn training loss curves overlaid with calculus annotations

What We Do

AI News & Papers

Discuss the latest advances and key research through curated paper breakdowns.

Competitive Projects

Build and iterate on AI and systems projects, including competitions.

Concept Deep Dives

Explore core ideas and model internals: backprop, GPUs, training, system design.

Workshops & Speakers

Hands-on workshops and guest speakers from industry and research.

Community & Game Nights

Build friendships and have some fun with people who care about the same things.

Five members of the Thinking Machines club gathered on a staircase in the NC State Entrepreneurship GarageSpring ’26

About Us

Thinking Machines is a growing group of NCSU students passionate about artificial intelligence and systems.

  • We meet every Friday at 5pm at the
    NC State Albright Entrepreneurship Garage.

  • We host weekly meetings during the semester
    to learn, build, and explore together.

  • Open to all NCSU students
    who love to learn and build.

“What I cannot create,
I do not understand.”

Richard Feynman
Backpropagation equations and a tiny neural network sketched in copper on a dark research notebook