How it works

One concept. Three depths.

Every paper, idea or repo on KinetixAI can be explored at the level that fits you. Start with the story, drop into the math, or go all the way to the code. Same topic, three gears.

T1

Story

Plain language

The big picture in plain words, with visuals and analogies. No equations. Best when a topic is new and you want the intuition first.

Plain-language explanation
Interactive 3D visual
Why it matters

T2

Math

Formulas and intuition

The equations that make it work, explained term by term, with the intuition behind each one. Best when you have the idea and want the mechanics.

Core formulas, step by step
The meaning of each term
Worked examples

T3

Silicon

Code and simulations

The implementation, down to runnable code and live simulations you can change and re-run. Best when you learn by building. Silicon means down to the metal.

Annotated, runnable code
Simulations you can tweak
Links to the paper and your notes

Example: attention, one idea at three depths

StoryEach word looks at the others and decides which ones matter most before moving on.

Mathsoftmax(QKᵀ / √dk) · V, where Q, K and V are learned projections of the input.

SiliconA few lines you can run, then swap in your own sequence and watch the attention map change.

Why this works

The depth control is the point. It is what lets one workspace serve a whole lab.

01

Meet learners where they are

Switch depth any time without leaving the page. One topic serves a first-year student and a senior researcher.

02

Grounded and cited

Answers quote the source, so you can trust them and jump straight to the page or line.

03

Your own research, searchable

Bring your papers, notes and repos. Ask across them and get answers that cite your own files.

04

From paper to runnable code

Go end to end, from a dense PDF to a simulation you can run, in one place.

How a session flows

01Bring your sourcePaste a paper, an arXiv link, a concept or a GitHub repo.

02Pick your depthChoose Story, Math or Silicon, and switch any time.

03Explore and askRead the visual explanation and ask follow-up questions with citations.

04Run and keepRun the code, save it to your workspace, and build on it.

Who it is for

Researchers

Get up to speed on a new area fast, then go deep where it counts.

Students

Learn hard topics at your own level, with visuals and worked math.

Builders

Jump straight to runnable code and adapt it to your project.

Questions

Do I need a maths background?

No. Start at the Story tier for the intuition, and move up only when you want to.

Where do answers come from?

From the source you give us. Every claim links back to a page, section or line.

Is the 3D visualization live today?

Interactive 3D is in beta. Join now and we will email you when it opens.

Can I use my own papers?

Yes. Bring your PDFs, notes and repos into your private Research RAG and ask across them.