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The space between knowing & understanding

Create interactive
visualizations.

Create research figures and interactive ML visuals for papers, articles, and presentations. Bring your data, explore a training mechanism, or start with an empty canvas.

Explore presets Start from scratch

Start free · No account · No code

Real Q-learning. Change how much the agent explores.Edit this visual
For the article you’re writingFor the system you’re explainingFor the idea you want to share

Built to be understood

Make the mechanism
visible.

Compare SFT, preferences, distillation, and reward-driven updates. Each view shows what the numbers mean and links back to its source.

Reinforcement learning

Watch a policy take shape.

A real Q-learning agent. Adjust exploration and see how experience changes its route.

Make it yours

Optimization

Follow the gradient.

Trace a path down a loss surface. Find the step size that overshoots.

Make it yours

Vector space

Make similarity visible.

Rotate a vector space. Show why direction matters more than distance.

Make it yours
TEACHERSTUDENTSoft targets · temperature

Training mechanism

There is information beyond the top answer.

Reveal a teacher’s softened distribution and watch a student learn its relative preferences.

Make it yours
When more training stops helping.16 observations across 2 series. Linear y axis. Uncertainty is supplied by the author; no interval is inferred.0070.446140.892211.34281.78352.23EpochLossTrain: 0, 1.8 ± 0.12Train: 5, 1.1 ± 0.09Train: 10, 0.72 ± 0.06Train: 15, 0.49 ± 0.05Train: 20, 0.34 ± 0.04Train: 25, 0.24 ± 0.03Train: 30, 0.17 ± 0.02Train: 35, 0.12 ± 0.02Validation: 0, 1.95 ± 0.16Validation: 5, 1.28 ± 0.12Validation: 10, 0.96 ± 0.1Validation: 15, 0.83 ± 0.09Validation: 20, 0.87 ± 0.11Validation: 25, 0.99 ± 0.12Validation: 30, 1.14 ± 0.14Validation: 35, 1.3 ± 0.16TrainValidation

Data · SVG

Let the evidence speak.

Multi-series plots with uncertainty bands. Paste observations, name the axes, and compose a research figure.

Make it yours
From a question to grounded context.6 nodes, 6 directed connections.embeddingtermscandidatescandidatesranked passagesgroundingQuestionSemanticsearchKeyword searchRerankerContextGeneration

Structure · SVG

Write the connections.

Describe a pipeline in a few lines. Nodes arrange themselves into a crisp, publication-style diagram.

Make it yours

This is the actual artifact

Understanding
starts with
“what if?”

Move the temperature control. Watch attention concentrate and spread. Then step through the explanation.

This same interactive piece can become part of your article, a link for a colleague, or an HTML file you own.

Make this one yours

Illustrative scores · Exact softmax · No model calls

From a thought to something tangible

Create once.
Let it explain itself.

A focused authoring tool for individuals. No chat to wrangle, deployment to configure, or sales call to book.

Choose the shape of the idea.

Start with a research plot, a system diagram, or an interactive simulation. Bring your own data or begin with a preset.

Put your perspective into it.

Edit data, write the explanation, and add methods and references. Choose a visual style, then preview it in a slide or article.

Give it a life outside the editor.

Download a branded PNG or SVG figure, or share an interactive link. Unbranded, offline HTML costs $12 once per project.

Make room for understanding

Your next explanation
could be an experience.

Choose a format. Have something working in minutes.

Start making