ROCmOps AI War Room

ROCmOps AI War Room is an autonomous AI-powered incident response platform built on AMD MI300X GPUs using ROCm acceleration and AMD Developer Cloud infrastructure. Modern AI infrastructure environments are increasingly complex and difficult to manage. Infrastructure incidents such as GPU memory failures, inference latency spikes, container instability, and workload bottlenecks often require manual investigation and remediation, resulting in increased downtime and operational overhead. Our platform solves this problem using a multi-agent AI operations architecture capable of autonomous infrastructure monitoring, log analysis, root cause analysis, remediation generation, GPU optimization, and postmortem reporting. The system provides a real-time operational dashboard powered by Streamlit, displaying live ROCm GPU telemetry including GPU utilization, VRAM allocation, and thermal metrics streamed directly from AMD infrastructure. The platform includes five specialized AI agents: • Log Analysis Agent • Root Cause Analysis Agent • Remediation Agent • GPU Optimization Agent • Postmortem Report Agent When an infrastructure incident is detected, the platform autonomously analyzes production logs, identifies root causes, generates remediation recommendations, applies ROCm optimization strategies, and creates enterprise-grade incident reports. The solution demonstrates how autonomous AI operations can dramatically reduce infrastructure incident response time from hours to seconds while leveraging AMD GPU acceleration for scalable enterprise AI systems. Technologies used include: • AMD MI300X GPUs • ROCm • AMD Developer Cloud • Python • Streamlit • Docker • Autonomous AI Agent Architecture