
It is an end to monitoring system that ingests real time data through agents responsible for- Daily active users, Trade Volume, Data Completeness. Data can be injected amanually or demo streams that simulate live production traffic. All events flow asynchronously through a stream bus, are aggregated and enriched with timestamps and persisted for analysis. On top of traditional Monitoring , an AI insights engine continously evaluates the system state. It detects anomalies like drop in data completeness, Abnormal trade volume spikes, Sudden DAU drops Indicating outages. AI layer Generated:Natural Language explanation of issues,confidence scores to indicate certainity, predictive Impact anlaysis, Actionable Recommendations. Frontend Dashboard provides real time charts, AI insights and one click incident report generations. This tranforms raw monitoring data into operational decision Intelligence following AIops principles. The system is fully deployable on Replit
7 Feb 2026

The AI Appointment Chatbot System is designed to streamline appointment scheduling through a conversational interface powered by LangChain. It integrates a modern web frontend, secure backend API, intelligent Python microservice, and a relational PostgreSQL database. The Idea is to connect to CRM for healthcare and build better appointment scheduling so that there is a proper scheduling and access of documents for the patients. It can keep the history of appointments and can make decision for future appointments. One main usecase would be to deal with critical patients category which needs immediate appointments based on previous appointments.
19 Nov 2025