PrepWise AI: An Open-Source Current Affairs Tutor for Exam Prep

Описание и применение

PrepWise AI автоматизирует поиск новостей и создание тестов по текущим событиям, предоставляя объяснения ответов, что экономит время подготовки к экзаменам.

Задача

Geet, a competitive exam aspirant, spends hours each day hunting for current affairs news and manually testing herself, which reduces core study time.

Результат

PrepWise AI automates daily current affairs retrieval and mock test generation, providing AI-generated explanations, thereby reducing manual effort and improving study efficiency.

Рабочий процесс

• 1. GitHub Actions cron job runs nightly at midnight. 2. Python script uses SerpApi to fetch top 10 current affairs news (India & International). 3. Fetched news is stored in MongoDB Atlas collection. 4. User submits mock test via React frontend. 5. Backend (FastAPI on Render) retrieves relevant news context from MongoDB. 6. Backend passes context to Gemma 2B model to evaluate answers and generate explanations. 7. Results displayed to user with score and detailed explanations.

Доказательства

Every day, she spends hours hunting for relevant news across portals and then tries to test herself.

Источник

It’s a fully automated, open-source-powered platform that fetches the daily top news, stores it, and generates dynamic, on-demand mock tests.

Источник

A Python script runs via a GitHub Actions Cron Job every midnight. It uses SerpApi to fetch the top 10 daily current affairs (India & International).

Источник

The fetched news is instantly securely stored in a MongoDB Atlas collection, serving as our zero-latency knowledge base.

Источник

When Geet submits her test, the backend pulls the relevant news context from MongoDB and passes it to the Gemma 2B model to evaluate the answers and generate detailed explanations.

Источник