Problem: Network outages and equipment failures can have severe consequences, including financial losses, disrupted services, and reputational damage. Traditional maintenance approaches are reactive, addressing issues only after they occur. This leads to inefficiencies, increased costs, and prolonged downtime. There is a critical need for a proactive solution that predicts potential failures and enables timely interventions solution:ProactiveGuard is a cutting-edge predictive maintenance system designed to revolutionize how organizations manage their infrastructure. The system integrates operational data (e.g., sensor readings), connectivity metrics (e.g., network performance), and geospatial data (e.g., location-based environmental factors) to predict failures before they happen. Key features of ProactiveGuard include: Real-Time Risk Prediction : Uses machine learning models to analyze historical and real-time data, providing accurate predictions of failure probabilities. Geospatial Insights : Incorporates location-specific data to identify patterns and correlations between environmental conditions and equipment performance. Actionable Alerts : Generates risk levels (Low, Medium, High) and actionable recommendations to guide maintenance teams. Scalable Architecture : Built with a modular design to support integration with IoT devices, APIs, and third-party systems.

AI Powered Relationship Counselor is an innovative AI-driven tool that analyzes WhatsApp conversations to assess relationship dynamics. It utilizes Deep Seek's advanced reasoning model to detect red flags, identify toxicity, and provide actionable insights for improving communication. Users can upload chat logs, and the AI will analyze conversations based on context, sentiment, and behavioral patterns. The model provides a helpful response backed with data in an empathetic tone, helping users recognize unhealthy trends and areas needing improvement. The system leverages FAISS for efficient similarity search, embedding models for contextual understanding, and Deepseek connecting through AI/ML API API to generate personalized feedback. This tool is ideal for individuals seeking objective relationship guidance, therapists, and researchers analyzing social interactions. By offering real-time analysis chat, AI Powered Relationship Counselor promotes self-awareness, emotional intelligence, and healthier relationships. The platform ensures user privacy by processing chats securely without storing personal data.

Problem Statement: People with motor disabilities struggle to use digital devices. Voice commands are slow, and existing hardware solutions are expensive. 💡 Solution: An AI-powered eye-tracking cursor using IBM Granite Vision Transformer to enable hands-free control of PCs and smartphones with just eye movements and blinks. 🚀 Key Features: ✅ Gaze-Based Cursor Movement – Move the cursor by looking around. ✅ Blink to Click – Short blink for left-click, long blink for right-click. ✅ Gaze Scrolling – Look up/down to scroll pages and reels. ✅ Real-Time AI Adaptation – Model learns user-specific gaze patterns. ✅ No Extra Hardware Needed – Works with a standard webcam.