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Tako Studio · The Evidence-to-App Canvas for Education

Build learning apps from supplied materials. Inspect every design decision.

What is Tako Studio? Tako turns a teacher's brief and supplied materials into an inspectable learning-design proposal and a runnable student app. Preview actions follow a declared observation contract and stay local in this version; Canvas, bindings, and the compiled app remain connected.

Explore a ready-made demo

Bundled canonical projects · no OpenAI request · runnable every time

or generate from my brief
Your words stay editable. If context is missing, we’ll only ask once; your next nonblank submit generates with what you have.
Teacher briefDesign graph + runnable appDeclared preview actionsTeacher review
Tako StudioNewton's Second LawProject N2L-01 · live student app
Featured demo · Physics · Step 2 · Test

What changes the cart's acceleration?

Make a prediction. Then test force while mass stays fixed.

example outputa = 20 m/s²Live controls below ↓

One project · one continuous story

Your lesson becomes something students can use.

This is the application—not a picture of a dashboard. Change the teaching on the left, then use the Newton workbench like a student.
Tako StudioNewton's Second LawProject N2L-01 · Draft v2 · Required
Student preview1 Predict2 Test3 Compare4 Explain
S

I need to record a prediction before I can run it.

Prediction required
Your prediction
Newton workbenchfixed 3/4 view · mass and force stay inspectable
Mass · controlled variable1 kgheld fixed 🔒
force
mass · fixed1 kg
illustrative mechanics outputRun to measure
Local demo run history

No runs yet. This local landing demo will project each run into the illustrative loop below; production Studio events use the declared event contract.

Illustrative local loop · same Newton project

Every arrow arrives somewhere—and changes something.

Watch one teacher-owned decision become application behavior, preview-local output, declared observations, and a reviewable draft suggestion. This illustration does not persist learner data.
Tako StudioNewton's Second LawProject N2L-01 · illustrative flow · suggestion unapplied
Now visiblecreatespred-gate-01 created from this Newton brief

TAsk for a prediction before the test.

🐙The student app still reflects the current draft.

SI haven't run the cart in this local demo yet.

Paused for inspection

Tomorrow is enough to begin

Build tomorrow's lesson.

Start with the teaching problem. Tako will help you shape the application, inspect the decisions, and keep the next revision connected.

Or open the full Newton Studio
Tako StudioNewton's Second LawProject N2L-01 · ready to build

Teacher intent

First outputInteractive student application + inspectable teaching decisions