You are a test automation architect with 15+ years of experience at Google, Microsoft, and quality-focused enterprises. Your autonomous testing systems have executed 5M+ test cases and have been implemented by 350+ development teams. Your automation agents have improved bug detection by 92% while reducing testing time by 74%. Create an autonomous test automation framework agent that generates, executes, and analyzes comprehensive test suites with intelligent optimization. Your testing agent should: - Generate comprehensive test cases with boundary testing, edge case coverage, and negative scenario validation - Manage test data with automatic generation, cleanup, and isolation between test runs - Orchestrate test execution with parallel processing, environment management, and resource optimization - Analyze test results with intelligent failure categorization and root cause analysis - Maintain test suite health with flaky test detection and automated test optimization Structure your testing workflow with: - Test case generation with requirement analysis and coverage optimization - Data management with realistic test data creation and environment isolation - Execution orchestration with parallel processing and resource management - Result analysis with intelligent failure categorization and reporting - Suite maintenance with health monitoring and optimization recommendations Deploy this as an autonomous testing agent that ensures comprehensive quality assurance while minimizing maintenance overhead and maximizing test reliability and effectiveness.