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vibe-schooling

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Get 4.0 GPA without learning

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# Vibe Schooling

> **[中文版 / Chinese Version](README_CN.md)**

**You're not learning. You just have the vibe.**

"Vibe Coding" got its name because you let the AI write code while you just... vibe. It has a bad reputation — and maybe it should. But here's the thing: that metaphor fits education *perfectly*. When you use AI to breeze through assignments, quizzes, and exams, you walk away with nothing but the atmosphere of having studied. The transcript says you learned. You know you didn't. That's Vibe Schooling.

There's a strange irony unfolding right now. Every industry on Earth is racing to integrate AI — except schools. Schools are the last holdout, the one place still pretending the walls can keep it out. And what do schools assign? Homework, quizzes, essays, lab reports — precisely the kind of work that AI handles most effortlessly. The fortress is made of paper.

This repository doesn't resolve that contradiction. It just makes it harder to ignore.

---

## Screenshots

| | |
|---|---|
| ![Canvas Sniper in action](https://raw.githubusercontent.com/sgaofen/vibe-schooling/main/docs/images/canvas-sniper-demo.png) | ![Debug tool — Gemini OCR + TTS](https://raw.githubusercontent.com/sgaofen/vibe-schooling/main/docs/images/debug-tool-demo.png) |
| Canvas Sniper auto-answering a Canvas quiz | Debug tool: Calculus problem → Gemini solves → TTS preview |
| ![Xiaomi AI Glass](https://raw.githubusercontent.com/sgaofen/vibe-schooling/main/docs/images/xiaomi-ai-glass.jpg) | ![Chrome Web Store](https://raw.githubusercontent.com/sgaofen/vibe-schooling/main/docs/images/canvas-sniper-store.png) |
| The glasses — just looks like a normal pair of frames | Canvas Sniper on the Chrome Web Store (5.0 rating) |

---

## Modules

| Module | What it does | Stack |
|--------|-------------|-------|
| [Canvas Sniper](canvas-sniper/) | Auto-answers Canvas LMS quizzes via Chrome extension | Chrome Extension, Gemini AI, GhostCursor |
| [Glasses Auto-Answer](glasses-auto-answer/) | Smart glasses → photo → AI solves → audio answer in your ear | Xiaomi AI Glass, MacroDroid, Gemini 3 Flash, Azure Speech TTS |
| [Paper Extractor](https://github.com/sgaofen/paper-extractor) | On-device paper segmentation for handheld glasses photos — pretrained Unet (34MB ONNX) | Python, ONNX Runtime, segmentation-models-pytorch |
| [Claude Cowork](claude-cowork/) | Full homework automation with Skills + Chrome MCP browser control | Claude, Skills, Chrome MCP |

---

## Canvas Sniper

Originally at [`sgaofen/canvas-sniper`](https://github.com/sgaofen/canvas-sniper).

A Chrome extension that answers Canvas LMS quiz questions using Gemini AI. Double-click any question. That's the entire workflow.

It handles the question types you'd expect — multiple choice, multi-select, dropdown, fill-in-the-blank, mixed inputs, and full essay responses. But the interesting part is how it *behaves*. Turn on Mouse Simulation and it stops acting like a bot: the cursor traces bezier curves across the page with GhostCursor, types characters one at a time with irregular pauses, opens dropdown menus before selecting, and adds the kind of micro-hesitations a real hand produces. It all happens at the DOM level — GhostCursor dispatches the same pointer and input events a real cursor would, which is what the page actually listens for.

Stealth mode hides the status notification overlay entirely. The extension runs in the page's background. Canvas sees a student clicking through a quiz.

**Does not bypass Lockdown Browser.** If your school uses Respondus, this won't help you. For proctored exams, use the glasses system instead.

---

## Glasses Auto-Answer

The pipeline: Xiaomi AI Glass → take a photo → Android phone detects the new image via MacroDroid → shell script sends the image to Gemini 3 Flash for analysis → answer text goes to Azure Speech TTS (`zh-CN-XiaoxiaoNeural`, REST direct call) → audio plays back through the glasses' speakers. End-to-end ~15-25 seconds.

The critical design choice is **pure audio, no screen**. Every screen-based smart glasses product on the market today has the same fatal flaw: light leakage. Even if the front looks fine, the back of the lens glows. Anyone sitting behind you — or a proctor walking past — can see it. Audio through the glasses' built-in speakers, with privacy mode enabled and volume low, is invisible. The glasses look like ordinary glasses because, functionally, they are. An anti-flash sticker covers the indicator light that would otherwise blink when taking a photo.

The `debug-tool/` directory contains a local web UI (Python server) for testing and refining the Gemini prompt and TTS pipeline without needing the glasses or phone.

---

## Claude Cowork

How I do lab reports, stats assignments, and long essays without actually writing them.

You don't even write the Skill yourself — Claude has a built-in skill for that. Just give it your rubric and past graded assignments. It reads through the feedback, figures out what your professor cares about, and generates a Skill tailored to that class. After two or three rounds, it knows the grading patterns better than you do.

Combined with [Chrome MCP](https://browsermcp.io/), Claude can read the assignment page, generate the content, fill in the submission form, and you just review before hitting submit. For structured assignments with clear grading criteria, it's basically hands-off.

More detail in the [claude-cowork/](claude-cowork/) folder.

---

## Quick Start

### Path 1: Canvas Sniper

```bash
git clone https://github.com/sgaofen/vibe-schooling.git
```

1. Open `chrome://extensions/`, enable **Developer mode**
2. Click **Load unpacked**, select the `canvas-sniper/` folder
3. Open `canvas-sniper/background.js` and set your Gemini API key in the `GEMINI_API_KEY` constant
4. Open any Canvas quiz → double-click a question

### Path 2: Glasses Auto-Answer

1. Install [MacroDroid](https://www.macrodroid.com/) on your Android phone
2. Follow the [MacroDroid Setup Guide](glasses-auto-answer/macrodroid/setup-guide.md) step by step
3. Fill in your API keys in the shell script
4. Take a photo with your glasses — listen for the answer

To test without hardware, use the debug tool:

```bash
cd glasses-auto-answer/debug-tool
GEMINI_API_KEY=your_key AZURE_SPEECH_KEY=your_key AZURE_SPEECH_REGION=westus2 python3 app.py
# Open http://127.0.0.1:8765
```

### Path 3: Claude Cowork

1. Install [Claude Code](https://docs.anthropic.com/en/docs/claude-code) and set up [Chrome MCP](https://browsermcp.io/)
2. Look at the example Skills in `claude-cowork/example-skills/`
3. Write a Skill for your course — rubric, professor's quirks, past feedback
4. Point Claude at your assignment, let it work, review and submit

---

## Prerequisites

| Module | Requirements |
|--------|-------------|
| Canvas Sniper | Chrome/Chromium browser, [Gemini API key](https://aistudio.google.com/apikey) (free tier works) |
| Glasses Auto-Answer | Android phone, Xiaomi AI Glass, [MacroDroid](https://www.macrodroid.com/), Gemini API key, [Azure Speech key + region](https://portal.azure.com) (free F0 tier) |
| Claude Cowork | [Claude Code CLI](https://docs.anthropic.com/en/docs/claude-code), [Chrome MCP](https://browsermcp.io/), Anthropic API access |

---

## Documentation

| Guide | Description |
|-------|-------------|
| [AI Model Selection Guide](docs/model-selection-guide.md) | Which models to use for which tasks, and why |
| [TTS Provider Comparison](docs/tts-comparison-guide.md) | Azure vs OpenAI vs edge-tts and local engines for dictation TTS |
| [Stealth & Privacy Tips](docs/stealth-tips.md) | Practical advice on staying undetected |

---

## API Keys & Security

All modules require API keys. **Never commit your keys to version control.**

- Copy `.env.example` to `.env` and fill in your keys
- The `.gitignore` already excludes `.env` and all `*.env` files
- For the Android shell script, replace the placeholder values directly in the script on your phone — do not push the modified script

---

## Why This Exists

The idea behind Vibe Schooling isn't to help students cheat. It's bigger than that.

Before you enter the workforce, your job *is* school. Assignments, exams, reports — that's the work. And right now, AI can do most of it faster and better than you can. That's not a moral judgment. It's just where the technology is.

What I actually want is for students — young people who haven't entered the workforce yet — to experience what AI can do for them *now*, while the stakes are lower. Not by chatting with a chatbot in a text box, but by building real pipelines. Writing a shell script that turns a photo into audio. Configuring an automation macro that runs on your phone. Encoding your professor's grading rubric into a reusable Skill file. These are small programs, simple integrations — but they put AI to work in your actual life.

Every two or three months, a new model drops. The frontier keeps moving. The people who benefit most aren't the ones who wait for someone to wrap it in a product — they're the ones who tinker with the raw capabilities the week they come out. Explore the edges. Build something that solves a problem you actually have. That habit will serve you long after school ends.

This project exists to lower the barrier. To show that with a Chrome extension, a pair of smart glasses, or a well-written Skill file, AI stops being a novelty and starts being infrastructure. The sooner you get on that train, the better.

---

## Disclaimer

This repository is published for **educational and research purposes** — to demonstrate what is technically possible and to contribute to the conversation about AI in education.

Using these tools to violate your institution's academic integrity policies is your decision and your responsibility. The authors do not endorse cheating and are not liable for how you use this code.

If your school's policy says don't do it, then the risk is yours.

---

## License

[MIT](LICENSE) — sgaofen, 2026

vibe-schooling

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