The latest articles on DEV Community by Harshith (@harshithpali). https://dev.to/harshithpali https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3550283%2F19534d3a-a98f-44ea-b03e-299af7a8378c.jpg https://dev.to/harshithpali en Harshith Fri, 20 Mar 2026 15:02:23 +0000 https://dev.to/harshithpali/what-if-you-could-detect-system-failures-before-they-happen-aws-ai-demo-5d5e https://dev.to/harshithpali/what-if-you-could-detect-system-failures-before-they-happen-aws-ai-demo-5d5e <p>Most outages in distributed systems don’t happen instantly. They start with small signals like latency drift, retry amplification, and error propagation across services.</p> <p>I built FAULTLINE, a prototype system that detects these early signals and identifies when a cascading failure might be forming — before the outage actually occurs.</p> <p>This project explores how combining signal convergence with AI-driven insights can shift monitoring from reactive alerts to predictive reliability.</p> <p>Article (AWS Builder Center):<br> <a href="https://builder.aws.com/content/3AuBMFpv22Kue07Q8ZxD0n1GJGD/aideas-faultline-ai-assisted-predictive-reliability-intelligence-for-distributed-systems" rel="noopener noreferrer">FAULTLINE</a></p> ai awschallenge devops distributedsystems