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• Deterministic execution with identical behaviour across environments.
• Assertion-driven validation to enforce expected outcomes.
• Structured execution logs with timestamps and context.
• Performance metrics for timing and resource usage.
• Snapshot regression detection to catch unintended changes.
• Flaky test visibility through repeat execution analysis.