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| 1 | +--- |
| 2 | +title: "AI Disclaimer - Study Assistant" |
| 3 | +description: "How the AI Study Assistant works on notes.gobinath.com — data practices, usage limits, accuracy disclaimer, and privacy. Powered by Google Gemini." |
| 4 | +head: |
| 5 | + - - meta |
| 6 | + - name: keywords |
| 7 | + content: ai disclaimer, ai study assistant, google gemini, certification study bot, ai chatbot, privacy, data practices, usage limits |
| 8 | + - - meta |
| 9 | + - name: robots |
| 10 | + content: index, follow |
| 11 | + - - meta |
| 12 | + - property: og:title |
| 13 | + content: AI Disclaimer - Study Assistant |
| 14 | + - - meta |
| 15 | + - property: og:description |
| 16 | + content: How the AI Study Assistant works — data practices, usage limits, accuracy disclaimer, and privacy. Powered by Google Gemini. |
| 17 | + - - meta |
| 18 | + - property: og:type |
| 19 | + content: website |
| 20 | +--- |
| 21 | + |
| 22 | +# AI Disclaimer |
| 23 | + |
| 24 | +*Last Updated: February 11, 2026* |
| 25 | + |
| 26 | +## What the AI Study Assistant Does |
| 27 | + |
| 28 | +This site includes an AI-powered study assistant available on certification study pages. It offers two features: |
| 29 | + |
| 30 | +- **Q&A Mode** — Ask questions about the content on the current page and receive contextual answers |
| 31 | +- **Flashcard Mode** — Generate interactive flashcards from the current page's study material |
| 32 | + |
| 33 | +## How It Works |
| 34 | + |
| 35 | +When you use the assistant: |
| 36 | + |
| 37 | +1. The **text content** of the current page is extracted from your browser |
| 38 | +2. Your question (or a flashcard generation request) is sent along with the page content to a proxy server |
| 39 | +3. The proxy forwards the request to **Google Gemini** (an AI language model) for processing |
| 40 | +4. The response is returned to your browser and displayed |
| 41 | + |
| 42 | +The proxy server is a **Cloudflare Worker** that validates requests and enforces rate limits. It does not store any data. |
| 43 | + |
| 44 | +## What We DON'T Store |
| 45 | + |
| 46 | +- ❌ **No conversation history** — Each page visit starts fresh; nothing is saved between sessions |
| 47 | +- ❌ **No personal data** — No login, no accounts, no identifying information |
| 48 | +- ❌ **No cookies** — The assistant does not set any cookies |
| 49 | +- ❌ **No page content stored** — Content is sent per-request and discarded immediately |
| 50 | +- ❌ **No training on your data** — Your queries are not used to train AI models |
| 51 | + |
| 52 | +## Usage Limits |
| 53 | + |
| 54 | +To ensure fair usage and manage costs, the assistant has rate limits: |
| 55 | + |
| 56 | +- **10 requests per minute** per user |
| 57 | +- **100 requests per day** per user |
| 58 | + |
| 59 | +If you exceed these limits, you will receive an error message. Limits reset automatically. |
| 60 | + |
| 61 | +## Accuracy Disclaimer |
| 62 | + |
| 63 | +::: warning Important |
| 64 | +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. |
| 65 | +::: |
| 66 | + |
| 67 | +**Always verify answers** with official vendor study materials: |
| 68 | + |
| 69 | +- [Microsoft Learn — Certifications](https://learn.microsoft.com/certifications/) |
| 70 | +- [AWS Certification — Exam Guides](https://aws.amazon.com/certification/) |
| 71 | +- [Google Cloud — Certification](https://cloud.google.com/learn/certification) |
| 72 | +- [GitHub Certifications](https://resources.github.com/learn/certifications/) |
| 73 | + |
| 74 | +The AI assistant is a **supplementary study tool**, not a replacement for official exam preparation materials. |
| 75 | + |
| 76 | +## Limitations |
| 77 | + |
| 78 | +- Answers are scoped to the **current page only** — the assistant cannot search across the entire site |
| 79 | +- The AI may **hallucinate** facts, especially for nuanced or edge-case topics |
| 80 | +- Generated flashcards may not perfectly match exam objectives |
| 81 | +- The assistant does not have access to the latest exam updates unless the page content has been updated |
| 82 | + |
| 83 | +## Powered By |
| 84 | + |
| 85 | +- **[Google Gemini](https://ai.google.dev/)** (Flash-Lite) — AI language model |
| 86 | +- **[Cloudflare Workers](https://workers.cloudflare.com/)** — Serverless proxy |
| 87 | + |
| 88 | +## Questions? |
| 89 | + |
| 90 | +If you have concerns about the AI assistant, open an issue on [GitHub](https://github.com/gobinathm/Notes/issues). |
| 91 | + |
| 92 | +--- |
| 93 | + |
| 94 | +**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. |
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