Sentinel AI: Defending Truth in the Digital Age
๐ Inspiration
In today's digital era, misinformation spreads faster than ever, fueling confusion and division. Inspired by the rising threat of deepfakes, fake news, and AI-generated propaganda, we set out to build Sentinel AIโa powerful AI-driven platform designed to combat misinformation, promote digital literacy, and empower users to discern truth from falsehood.
๐ What We Built
Sentinel AI integrates multiple fact-checking, detection, and gamification tools to make truth-seeking engaging, accessible, and effective:
- ๐บ TruthMap & TruthScan โ Track misinformation globally and verify user-submitted content using AI-driven deepfake detection and sentiment analysis.
- ๐ฎ TruthQuest โ A gamified misinformation battle where players engage in PvP fact-checking, solve misinformation mazes, and decode propaganda.
- ๐ TruthAcademy & Browser Plugin โ The TruthAcademy educates users through courses and certifications, while our browser plugin flags misinformation in real-time.
- ๐ค Advanced AI Processing โ We built custom AI models leveraging GPT-4, OpenAI CLIP, Azure AI, and Sensity.ai to analyze text, detect deepfakes, and assess sentiment bias.
๐ How We Built It
We combined React (frontend), FastAPI (backend), and AI models for analysis. Data is sourced from Twitter, Instagram, and web scraping, processed by our fact-checking and deepfake detection AI, and visualized through an interactive UI. Our gamification engine keeps users engaged with real-time challenges and leaderboards.
๐ก What We Learned
- The complexity of misinformationโitโs not just about fake news, but also about biased narratives and emotional manipulation.
- Building robust AI modelsโwe fine-tuned GPT-4 for text verification and leveraged deepfake detection APIs to identify synthetic media.
- User engagement mattersโgamification makes fact-checking fun, competitive, and interactive, encouraging more participation.
โก Challenges We Faced
- Ensuring accuracy โ We had to fine-tune AI models to minimize false positives while maintaining high credibility.
- Scaling real-time analysis โ Processing misinformation trends on a global scale required optimizing our backend for efficiency.
- User adoption โ Designing an intuitive UI and making fact-checking engaging was key to encouraging users to actively participate.
๐ The Future of Sentinel AI
Sentinel AI is more than just a toolโitโs a movement. Our mission is to empower users with AI-driven truth-seeking tools, making digital literacy more accessible than ever. ๐
๐ Join us in the fight against misinformation and help defend truth!
Built With
- amazon-web-services
- azure-ai
- beautiful-soup
- express.js
- fastapi
- firebase
- framer-motion
- google-fact-check-api
- gpt-4
- hugging-face-transformers
- instagram-api
- node.js
- openai-clip
- postgresql
- react.js
- scrapy
- sensity.ai-api
- tailwind-css
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