Design, implement, and manage CI/CD pipelines using GitHub Actions, GitOps, GCP-native tools, Azure DevOps, and Jenkins. Develop, automate, and maintain infrastructure as code across multi-cloud environments (GCP, Azure; Kubernetes, Cloud Run, AKS, GKE). Build, deploy, and operate containerized services, ensuring health, security, scalability, and high availability. Integrate tools, platforms, and APIs to streamline operations across AI/ML and virtual agent ecosystems. Develop and maintain automation scripts and tooling using Python, Shell, and Java/Groovy where appropriate. Monitor system and application health, implement proactive alerting, and continuously improve reliability and performance. Troubleshoot infrastructure, networking, and deployment issues across cloud services and application stacks. Collaborate with engineering and product teams to optimize release processes and platform reliability. Promote DevOps best practices and maintain clear documentation for system architecture, operations, and troubleshooting.