Darshak Kakani@darshak001

CyberGuardian autonomously collects and delivers the latest information from diverse news sources. We use the Trulens for evaluating and tracking our model responses. It provides programmatic methods for generating different metrics(answer relevance, groundedness, context relevance) on an application run. We have built a scheduler that runs on specific intervals. It fetches real-time news, articles, and blogs regarding to cyber security domain. We store this real-time data in the Mongo DB as vectors. When the user hits a query, our app fetches relevant vectors related to questions and passes them to the LLM model. Then trulens run after that and provides different metrics including costing, no token use with his request, answer relevance, groundedness, and context relevance.

DeepCare AI is an intelligent healthcare assistant designed to enhance patient care by providing accurate medical insights, AI-driven symptom analysis, and seamless doctor appointment scheduling. It eliminates misinformation by integrating trusted medical sources and ensures quick access to healthcare professionals. With features like regional doctor search, AI-powered query resolution, and secure authentication, DeepCare AI streamlines the patient journey. Built using Streamlit UI, DeepSeek AI, and FastAPI, it delivers a reliable and efficient healthcare experience. Future plans include multi-language support, a mobile app, and HIPAA compliance, making DeepCare AI a transformative solution in digital healthcare.