IntelliOps is an autonomous, Agentic AI-powered IT Operations platform designed to transition enterprise infrastructure from reactive troubleshooting to proactive self-healing through a sophisticated 7-layer architecture. By integrating Gemini 1.5 Flash with LangChain and LangGraph, the system executes a continuous "Retrieve-Reason-Act-Observe-Reflect" loop that monitors system telemetry via psutil, predicts potential crashes up to 15 minutes in advance using LSTM neural networks, and resolves root causes in seconds. The platform features a proprietary 3-stage learning mechanism that stores incident data in a ChromaDB vector database, allowing it to build "institutional memory" and autonomously promote intervention rules once they meet a 75% user approval threshold. Developed with a PyQt6-based interface, IntelliOps provides real-time monitoring and a collaborative AI assistant to reduce server downtime and operational costs by automating routine IT support tasks
Patil et al. (Tue,) studied this question.