Evaluating, guiding, or supporting the appropriate use of modern software engineering tools, including approved AI-assisted development tools where appropriate, to improve software delivery, documentation, testing, code quality, analysis, or maintainability while ensuring alignment with federal cybersecurity, privacy, accessibility, records management, and organizational policy requirements. Guiding technical decisions involving APIs, web services, microservices, application integrations, databases, automated testing strategies, CI/CD and DevSecOps practices, containerized or cloud-based architectures, observability, performance monitoring, code quality, vulnerability remediation, and secure software development practices.