Advanced Chaos Engineering Pipeline for Distributed Systems

Create a sophisticated chaos engineering framework that automatically generates and executes complex failure scenarios in a microservices environment. Develop a domain-specific language for defining chaos experiments, integrate with Kubernetes and Istio for network-level fault injection, and build a machine learning model that predicts potential system vulnerabilities based on previous chaos test results. Include comprehensive reporting mechanisms and automatic remediation workflows.