Tangy is building your next step
Shaping the lesson around what you want to make.
Tangy is building your next step
Shaping the lesson around what you want to make.
Bring a goal. Tangy turns it into a course where you build the real thing — and actually understand what you learn.
Whatever you want to learn, Tangeble turns it into a complete course with something real to build.
Lesson 2 of 5
Watch a model turn context into probabilities, then build the same mechanism into your own transformer.
Next-token distribution
The cat sat on the ___
The model does not choose from a rulebook. It scores every possible next token from the context it has seen.
Build it for real
Next, use this idea inside TinyChat. Tangy stays beside you while you build.
Go deeper, change direction, or add something new to the project.
Caching is interesting. I want to understand it properly—and build it into the app.
Build a Fast Web App
The first request reaches the server. The next can reuse the response stored in the cache.
Project update
Before cachingBefore
320 ms
server every time
After
—
repeat visit
When your project gives the wrong result, Tangy points to one small gap. You make the fix and keep going.
Tangeble shapes each lesson around what makes the idea click.
Module 3 · Lesson 2
users has 3 people. orders has 3 orders — one order belongs to nobody. Which rows survive each join?
