Course catalog

Read the Machine

Read, trace, and judge any code — including the AI’s.

Intermediate
16 lessons
2 projects
About 2.5h
EN · UZ · KO

When agents write the boilerplate, the scarce skill becomes reading and judging code — and studies show beginners struggle more to understand AI-generated code than the prompt that made it, and over-trust it. This course rebuilds the durable fundamentals for the AI era: tracing execution line by line, building a mental model of what code really does, and predicting output. You'll learn the core data structures and when to use each, Big-O without the math, and how to spot the subtle bug, the missing edge case, and the unreadable function in code an AI just handed you.

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Curriculum

Section 1
Reading Code
Trace execution and predict output.
1. Tracing Execution
2. Reading > Writing
3. Build a Mental Model
4. Predicting Output
Section 2
Data Structures
Lists, maps, sets, and when to use each.
1. Arrays & Lists
2. Maps & Sets
3. Choosing the Right Structure
4. Mutation Traps

Learning paths

AI-Native Software Developer

Ship a secure TypeScript app built with AI in your workflow: tested algorithms, tools kept inside safe limits, architecture choices you can explain, and releases you can check after they go out.

16 course sequence

Try one lesson. Then build the habit.

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Read the Machine

Curriculum

Reading Code

Data Structures

Learning paths

AI-Native Software Developer

Try one lesson. Then build the habit.

Big-O Without the Math

Judging AI Code