</> Code Mentor
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Built for AI-Dependent Learners

Stop pasting. Start understanding.

A learning platform built for students who can no longer code without AI open in the next tab. It gives you a compiler, courses, and classrooms — but every AI feature is engineered to guide, not solve.

"Today a student pastes an error into an AI and pastes the answer back. Code Mentor breaks that loop — the AI points, the student fixes."

Explore Guided Compiler Why we are different
3 steps
hint → line → line fix
2 modes
rubber duck debugging
0 rewrites
your structure survives
vowels.py Python 3.12
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def count_vowels(word): vowels = "aeiou" count = 0 for i in range(len(word) + 1):line 4 if word[i] in vowels: count += 1 return count
IndexError: string index out of range
Guided Compiler AI
Step 1 · Hint

You reached past the end of the string. The if is fine — look at where your loop decides to stop.

Step 2 · Locate line

It surfaces on line 5, but it is caused on line 4. How many indexes does that range produce for a 6-letter word?

Step 3 · Fix for line 4 only
for i in range(len(word) + 1):
+ for i in range(len(word)):
nothing else changes
01 — Primary Goal

Replacing the "paste code, get code" habit.

Our primary objective is to enable students to understand code logic and fix their own errors independently.

PRIMARY GOAL STATEMENT

"To make students who currently depend on AI for coding become able to understand code logic and find and fix their own errors — by replacing the 'paste code, get code' habit with an AI that only gives hints, locations and single-line corrections."

GOAL 01

Practised Debugging

Make debugging a practised skill rather than a copy-paste reflex.

GOAL 02

Verified Skill Level

Teach programming at each learner's real, verified level — not their self-claimed one.

GOAL 03

Cheat-Resistant Evaluation

Give teachers a place to run classrooms, daily problems, tests and lab experiments with honest evaluation.

GOAL 04

Streaks & Habits

Keep students returning daily through streaks, tournaments, and reward points.

GOAL 05

Paid Peer Mentoring

Let advanced learners turn their skill into income as paid peer mentors for beginners.

GOAL 06

AI Career Guidance

Connect learning to real outcomes through AI career guidance backed by live hiring data.

02 — Why Not Just Use a Normal AI Chatbot?

Every other AI tool solves the problem for you. That is why students stop learning.

A general AI chatbot hands back a rewritten program. You copy it, it runs, and your problem-solving skill decays. Code Mentor is engineered with strict rules so your structure survives and your logic improves.

Detailed Comparison: General AI Chatbot vs Code Mentor

Direct Breakdown from Section 07
Situation
General AI Chatbot
Code Mentor
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Platform Capability Matrix

Comparing Code Mentor with AI chatbots, judge sites (LeetCode), and traditional video courses.

Capability
AI chatbot
Judge sites
Video courses
Code Mentor
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03 — Signature Feature

The Guided Compiler & Escalation Ladder

When your program fails, Code Mentor does not take over. It opens up assistance strictly one tier at a time as you remain stuck.

STEP 1

Hint First

Explains what the error means in plain words — what the compiler is objecting to. Zero code snippets. No line number revealed yet.

STEP 2

Locate Line

If you still cannot locate the bug, the platform highlights the exact line containing the error. Fix is still withheld so you work out the logic.

STEP 3

Single-Line Fix

As an absolute last resort, shows the corrected version of that one single faulty line. Every other line of your program remains untouched.

WHAT THE AI MUST NEVER DO
Return the full corrected program.
Rewrite, restructure or "clean up" student approach.
Replace logic with a different algorithm.
Skip the escalation ladder and jump to fix.
04 — Feature M2

Rubber Duck Debugging: Two Interactive Modes

Available on any code attempt or lab experiment. When a student explains their own code line by line, the bug surfaces on its own.

Option A — AI Explains
The AI walks through the student's code line by line and explains what each line literally does.
Option B — Student Explains (High Learning Impact)
The student narrates their own code line by line. The AI follows along, questions unclear reasoning, and flags where explanation diverges from actual execution.
Rubber Duck Dialogue Simulator
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AI DUCK
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05 — For Educators & Institutions

Classrooms, Labs & Cheat-Resistant Evaluation

Teachers get a complete portal to run courses, assign daily problems, set timed lab experiments, and grade with automated efficiency and anti-cheating controls.

Feature M8 · Anti-Cheating Suite

Teacher-Toggled Proctoring

Switch strictness per test or lab experiment:

[ON/OFF] AI-Generated Code Detection
[ON/OFF] No Tab / Window Switching
[ON/OFF] No Copy-Paste into Editor
[ON/OFF] Face Detection Presence Check
Feature M7 · Automated Lab Evaluation

3-Factor Algorithmic Marks

Marks reward efficient solutions — not just code that happens to execute:

Time Complexity O(N) performance score
Space Complexity O(1) memory overhead metric
Test Cases Passed inclusive of edge cases
Feature M9 · Interactive Sessions

Live Interactive Classes

Teachers run live class sessions, set tasks on the spot, and monitor real-time student attempts while teaching inside the built-in compiler environment.

06 — Platform Directory

Seventeen features across four core modules.

Hover cards for 3D tilt effect.
Fully aligned with the specification.
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07 — User Roles

Four distinct platform user roles.

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Learn the logic. Own your code.

Code Mentor replaces the "paste code, get code" habit with an AI that only gives hints, locations, and single-line corrections.

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