The latest articles on DEV Community by Dharm koshiya (@dharm_koshiya_41aa1154100). https://dev.to/dharm_koshiya_41aa1154100 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%2F4100300%2Fe1884baa-84db-446d-acaf-81d7cf4f8ea0.png https://dev.to/dharm_koshiya_41aa1154100 en Dharm koshiya Sat, 29 Aug 2026 13:12:21 +0000 https://dev.to/dharm_koshiya_41aa1154100/building-sentryops-safe-autonomous-incident-remediation-with-trueforge-and-qodo-2pmc https://dev.to/dharm_koshiya_41aa1154100/building-sentryops-safe-autonomous-incident-remediation-with-trueforge-and-qodo-2pmc <h1> Building SentryOps: Safe Autonomous Incident Remediation with TrueForge and Qodo </h1> <p>When building autonomous agents for production infrastructure, autonomy without guardrails is dangerous. Standard chatbots can only suggest solutions, while unconstrained scripts can inadvertently cause downtime.</p> <p>For <strong>The Agent Harness Hackathon</strong>, I built <strong>SentryOps</strong>—an autonomous incident response agent powered by <strong>TrueForge</strong> and code-reviewed by <strong>Qodo</strong>.</p> <h2> 🛠️ The Architecture </h2> <p>SentryOps connects directly to telemetry systems and follows a strict remediation loop:</p> <ol> <li> <strong>Incident Trigger:</strong> Ingests alerts (e.g., connection pool exhaustion).</li> <li> <strong>Tool Invocations (MCP):</strong> Queries traces and service logs via Model Context Protocol.</li> <li> <strong>Sandboxed Testing:</strong> Runs regression bisect scripts in an isolated container to pinpoint failing commits.</li> <li> <strong>Approval Gate:</strong> Halts before any irreversible production operation (e.g., rollback).</li> <li> <strong>Human Authorization:</strong> Proceeds only when an engineer approves.</li> </ol> <h2> ⚙️ How TrueForge Powered the Agent </h2> <p>TrueForge provided the critical agent harness layer:</p> <ul> <li>Managing multi-step diagnostic reasoning loops.</li> <li>Maintaining persistent session state across disconnects.</li> <li>Enforcing a strict pause state before executing sensitive rollback procedures.</li> </ul> <h2> 🧪 Code Quality with Qodo </h2> <p>Following hackathon best practices, all development went through Pull Requests analyzed by <strong>Qodo</strong>. Qodo helped validate state-transition edge cases, enforced Pydantic schema validation on API payloads, and verified test coverage before any merge into <code>main</code>.</p> <p>Check out the code and PR history: <a href="https://github.com/dharmkoshiya74-collab/sentryops-agent" rel="noopener noreferrer">GitHub Repository</a></p> agents architecture automation devchallenge