The latest articles on DEV Community by Mahesh Chilakala (@mahesh_chilakala_e9a58660). https://dev.to/mahesh_chilakala_e9a58660 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%2F4150659%2Fdc5227e6-c190-4a3c-91e8-80c73f7e7567.png https://dev.to/mahesh_chilakala_e9a58660 en Mahesh Chilakala Tue, 29 Sep 2026 18:01:39 +0000 https://dev.to/mahesh_chilakala_e9a58660/retrace-building-an-incident-response-assistant-with-memory-ch9 https://dev.to/mahesh_chilakala_e9a58660/retrace-building-an-incident-response-assistant-with-memory-ch9 <p>RETRACE: Building an Incident-Response Assistant with Memory</p> <p><a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fwqukvv3c8qhckwt8xszm.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fwqukvv3c8qhckwt8xszm.png" alt=" " width="799" height="436"></a></p> <h2> Introduction </h2> <p>Cybersecurity incidents require analysts to investigate alerts, understand previous events, and make informed decisions.</p> <p>RETRACE is an incident-response assistant designed around the idea of retaining useful investigation context to support future analysis.</p> <h2> The Problem </h2> <p>Traditional incident investigations can involve repeated analysis, fragmented information, and difficulty recalling previous investigation steps.</p> <h2> Our Solution </h2> <p>RETRACE aims to provide an assistant that can retain relevant investigation context and help users revisit previous incident-response activities.</p> <h2> How It Works </h2> <ol> <li>Receive an incident or security alert.</li> <li>Collect relevant investigation information.</li> <li>Analyze the available context.</li> <li>Retain useful information for future reference.</li> <li>Support subsequent investigations using stored context.</li> </ol> <h2> Key Features </h2> <ul> <li>Incident-response assistance.</li> <li>Investigation memory.</li> <li>Context-aware retrieval.</li> <li>Organized investigation history.</li> </ul> <h2> What I Learned </h2> <p>Working on RETRACE helped me explore the relationship between cybersecurity, AI-assisted workflows, and memory-based systems.</p> <h2> Conclusion </h2> <p>RETRACE represents my exploration of making incident response more context-aware by combining investigation assistance with memory.</p> <h1> cybersecurity #ai #opensource #beginners </h1> agents ai cybersecurity security