Understand it,not just finish it.
Learn anything with a plan you'll actually finish — and truly understand.
Build a LangGraph research agent
VERIFIABLE LEARNING
Learning only counts when it can be validated.
“Understand agent loops”
Explain what the loop sends each turn, and what breaks without it.
A plan full of tasks
Learn the concept first, then build a small working example.
Done, but not understood
Validation questions reveal gaps before it's marked complete.
HOW IT WORKS
From one goal to real understanding
Clarify the goal before making the plan
One question at a time. Skip ahead when the goal is clear.
A day-by-day plan with practice built in
Concepts first, then hands-on builds — as a schedule or a Kanban board.
Every item becomes a focused lesson
Grounded in web search, real code, or your docs.
Why you resend the history each turn
The model is stateless. Each turn, it only sees what you send now.
Find gaps before you mark it done
Socratic follow-ups send vague answers back until clear.
Almost. Name what's lost, and what it breaks.
And more
Bring your own materials
Syllabus, paper, or a whole book.
Grounded lessons
Web search, real code, your docs.
English & more
Plans and lessons in multiple languages.
Plans side by side
Progress at a glance.
Explore public plans
Start from what others built.
Progress you can trust
Mastered means questioned and passed.
Go from “I kind of get it”
to “I truly understand.”
Start with a goal. Learn with clarity at every step.