Design a Cursor Agent experience that helps computer-science students learn while coding instead of just accepting the AI's output.

Introduction

Cursor's Agent can read a codebase, edit several files, run the terminal and fix its own errors in a single turn. For a working engineer that is a superpower. For a second-year computer-science student it can be a trap: the assignment compiles, the grade looks fine, and the student has learned almost nothing about recursion, pointers or SQL joins. Universities are now asking whether AI coding tools belong in the classroom at all, and students are some of Cursor's most enthusiastic early users.

This question asks us to design a Cursor Agent experience that keeps the speed students love while making sure they actually build skill. I'll clarify the problem, explain why this is worth building, segment users, map pain points, propose and prioritise solutions, and close with success metrics.

Step 1

Clarify Questions (3 minutes)

• Is this a feature inside the existing Cursor editor and Agent, or a separate education product? I'll assume it lives inside Cursor as a mode or setting, so students do not need a new tool.

• Who is the primary user: students learning on their own, or students in a course where an instructor sets rules? I'll focus on self-directed university students first and treat instructors as a secondary stakeholder.

• What is the business goal: student growth, long-term conversion to Pro, or brand trust with universities? I'll assume the goal is to make Cursor the default coding environment for students so they carry it into their first jobs, where companies pay for Teams and Enterprise seats.

• Are there constraints on model cost? Students are price-sensitive, so I'll assume the experience should run mostly on cheaper models such as Auto mode or Composer, with premium models used sparingly.

Propose the Goal

Help computer-science students finish coding work faster while measurably improving their understanding, so they trust Cursor as a learning tool and keep using it after graduation.

Define the Scope

In scope: a learning-first behaviour for Agent and Tab, explanations, practice prompts and progress signals inside the editor. Out of scope: building a full course platform, grading, or proctoring software.