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Most courses are built forwards: "here’s everything I know, in order." Great courses are built backwards: "here’s what the learner will be able to DO, and the shortest path there." This one shift fixes more course problems than any other.
The backward-design sequence
Outcomes
what they can DO after
Assessment
how you’ll know
Content
the minimum to get there
⚠
Coverage is the enemy of learning
"But I have to cover X" is how courses bloat into unfinishable content dumps. If a topic doesn’t serve an outcome, cut it. Less, learned, beats more, forgotten.
Outcome, not topic
| Topic (weak) | Outcome (strong) |
|---|---|
| "Intro to prompting" | Learner writes a prompt that gets usable output first try |
| "Overview of RAG" | Learner explains when RAG beats fine-tuning, with an example |
| "Python basics" | Learner writes + runs a script that solves their own task |
Takeaway
Design backwards: outcomes → assessment → content. Cut anything that doesn’t serve an outcome. "Can do," not "was shown."