The latest articles on DEV Community by Jagadeesh Dharmudu (@jagat). https://dev.to/jagat 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%2F2982437%2F38668093-f23f-43e8-832a-e52a7621eb8e.png https://dev.to/jagat en Jagadeesh Dharmudu Wed, 09 Sep 2026 08:49:41 +0000 https://dev.to/jagat/an-autonomous-ai-vulnerability-remediation-engine-built-for-the-google-cloud-ai-hackathon-3alj https://dev.to/jagat/an-autonomous-ai-vulnerability-remediation-engine-built-for-the-google-cloud-ai-hackathon-3alj <p>In enterprise banking, security teams are flooded with thousands of security alerts daily, but over 70% represent unreachable dead code. Working as Lead Solution Architect alongside our Forward Deployed Engineer (FDE), we built OneShield to solve scanner noise and automate fix synthesis with zero-trust guardrails.</p> <p>💡 Key Features &amp; Functionality<br> 🤖 Multi-Agent Orchestration: Concurrent SAST, DAST, and SCA analysis powered by Google Gemini 3.7 Flash and the Google Antigravity SDK.<br> 🛡️ 3-Layer Guardrails: Prompt injection defense, 0.70 confidence fail-safe circuit breaker, and AST syntax &amp; secret leak validation.<br> 📦 Continuous In-Cluster Security: Automated Trivy Operator deployed via Helm in GKE Autopilot for real-time runtime container scanning with zero licensing overhead.<br> 🔭 Full-Stack Observability: OpenTelemetry SDK distributed tracing + LangSmith quality telemetry tracking token usage, latency, and agent reasoning paths.<br> 🔒 Zero-Trust DevSecOps Gating: Keyless container signing via Sigstore Cosign and GKE Kyverno admission policy enforcement.</p> <p>For more details, read my Linkedin post here <a href="https://lnkd.in/p/ebxVWcum" rel="noopener noreferrer">https://lnkd.in/p/ebxVWcum</a></p> ai productivity automation cybersecurity