Security Compliance Auto-Remediation Toolkit

Create an end-to-end security automation framework that continuously scans cloud infrastructure, identifies potential vulnerabilities, and automatically implements remediation strategies. The system must support multi-cloud environments, generate detailed compliance reports, trigger incident response workflows, and provide executive-level dashboards. Include machine learning models for predictive threat detection and automatic patch management.