The latest articles on Forem by Arun Gopalakrishna (@arun_gopalakrishna_8cbb20). https://forem.com/arun_gopalakrishna_8cbb20 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3635226%2F44ff1b4c-e705-4e88-af6a-d7107d2bf1be.png https://forem.com/arun_gopalakrishna_8cbb20 en Arun Gopalakrishna Fri, 28 Nov 2025 20:13:52 +0000 https://forem.com/arun_gopalakrishna_8cbb20/the-hidden-currency-of-tech-leadership-the-resilience-loop-3ge9 https://forem.com/arun_gopalakrishna_8cbb20/the-hidden-currency-of-tech-leadership-the-resilience-loop-3ge9 <h2> The Resilience Loop: Building Systems That Learn </h2> <p>I've spent the last decade building resilient systems — real-time pipelines processing millions of records, SaaS platforms serving hundreds of thousands of VMs, tax tech handling billions in filings.</p> <p>The pattern is always the same: <strong>Speed gets you to market. Innovation gets you noticed. But resilience keeps you alive long enough to matter.</strong></p> <p>I just launched a 3-part series breaking down the framework that reduced our alerts by 90% while maintaining zero SLA violations.</p> <h2> The Five Loops: </h2> <ol> <li> <strong>Prevention</strong> → Design for failure before it happens</li> <li> <strong>Detection</strong> → See the invisible early </li> <li> <strong>Reaction</strong> → Bias to action under pressure</li> <li> <strong>Analysis</strong> → Learn at the speed of truth</li> <li> <strong>Action</strong> → Close the loop</li> </ol> <p>Each phase is a constraint. Miss one, the cycle breaks.</p> <p><strong><a href="https://arungopalakrishna.substack.com/p/resilience-loop-part-1" rel="noopener noreferrer">Read Part 1: The Five Loops of Resilience →</a></strong></p> <p>What's your experience with incident management? Which loop do you struggle with most?</p> devops sre engineering leadership