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- Added environment validation with dependency checking - Implemented performance benchmarking for CPU and memory - Created development environment setup with Git/Jupyter checks - Built comprehensive system reporting with health scoring - Maintained educational patterns and inline testing - Added professional ML systems configuration practices All functions work correctly with proper error handling and testing.