RememberThroughMe

"Because even when the mind forgets, the heart remembers. 💖"

link to slides: link https://youtu.be/UQ0rk4Vgu2s link to YT video of MongoDB:link

🚀 Inspiration

Memory loss isolates people—we wanted to bridge that gap.
AI can reconnect loved ones through real-time memory assistance.

💡 What It Does

✅ Recognizes faces and retrieves past interactions.
✅ Uses AI voice calls to provide real-time memory recall.
✅ Ensures privacy—no external storage, everything is securely managed.

🔥 Key Innovations (Never Done Before)

1️⃣ OpenAI Agent + MongoDB → AI can directly edit & retrieve information from mongoDB in real-time. 2️⃣ Voice-to-Voice AI Calls → AI assistant talks, remembers, and adapts over phone calls.
3️⃣ Advanced Facial Recognition → Facenet + OpenCV + Faiss for accurate recognition & fast recall.

🛠️ How We Built It

Facial Recognition → Facenet + OpenCV + Cascade Classifiers.
Fast Memory Retrieval → Faiss (Facebook AI Similarity Search).
AI Interaction & Learning → OpenAI GPT + MongoDB.
Voice Calls & Speech Processing → Twilio + AI Speech Diarization.
Real-Time Context Updates → AI modifies & refines memory logs dynamically.

🚧 Challenges We Faced

🔹 Real-time AI Context Retrieval → Ensuring fast, accurate recall from past interactions.
🔹 Integrating MongoDB with AI → Making AI store & edit data meaningfully.
🔹 Smooth Voice-to-Voice Conversations → AI needed to remember past dialogues, not just reply.
🔹 Balancing Speed & Accuracy → Keeping latency low while handling highly personalized responses.

🎯 The Future of RememberThroughMe

🚀 Expanding to Wearables → Smart Glasses with AI memory assistance.
🧠 Personalized Memory Therapy → AI-driven cognitive support to strengthen memory recall.
🔗 Integration with Healthcare → Making RememberThroughMe a real-world assistive technology.