AI Disclaimer

Last Updated: February 11, 2026

What the AI Study Assistant Does

This site includes an AI-powered study assistant available on certification study pages. It offers two features:

• Q&A Mode — Ask questions about the content on the current page and receive contextual answers
• Flashcard Mode — Generate interactive flashcards from the current page's study material

How It Works

When you use the assistant:

1. The text content of the current page is extracted from your browser
2. Your question (or a flashcard generation request) is sent along with the page content to a proxy server
3. The proxy forwards the request to Google Gemini (an AI language model) for processing
4. The response is returned to your browser and displayed

The proxy server is a Cloudflare Worker that validates requests and enforces rate limits. It does not store any data.

What We DON'T Store

• ❌ No conversation history — Each page visit starts fresh; nothing is saved between sessions
• ❌ No personal data — No login, no accounts, no identifying information
• ❌ No cookies — The assistant does not set any cookies
• ❌ No page content stored — Content is sent per-request and discarded immediately
• ❌ No training on your data — Your queries are not used to train AI models

Usage Limits

To ensure fair usage and manage costs, the assistant has rate limits:

• 10 requests per minute per user
• 100 requests per day per user

If you exceed these limits, you will receive an error message. Limits reset automatically.

Accuracy Disclaimer

Important

AI responses may be inaccurate, incomplete, or outdated. The assistant generates answers based on the page content and an AI model — it is not a certified instructor or an official exam resource.

Always verify answers with official vendor study materials:

• Microsoft Learn — Certifications
• AWS Certification — Exam Guides
• Google Cloud — Certification
• GitHub Certifications

The AI assistant is a supplementary study tool, not a replacement for official exam preparation materials.

Limitations

• Answers are scoped to the current page only — the assistant cannot search across the entire site
• The AI may hallucinate facts, especially for nuanced or edge-case topics
• Generated flashcards may not perfectly match exam objectives
• The assistant does not have access to the latest exam updates unless the page content has been updated

Built With

• Google Gemini (Flash-Lite) — AI language model powering the assistant
• Cloudflare Workers — Serverless API proxy
• Claude Code — The entire AI assistant feature (component, worker, integration, and this page) was built with Claude Code by Anthropic

Questions?

If you have concerns about the AI assistant, open an issue on GitHub.

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Summary: The AI assistant answers questions and generates flashcards from page content using Google Gemini. No personal data is collected or stored. Always verify AI responses with official exam guides.