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- Introduced `pipeline_certification.py` for Phase 13 checks on the observability layer, including stage order, monotonicity, unique IDs, and stale reports. - Implemented `pipeline_profiler.py` for event-based profiling, ensuring integrity across pipeline stages and providing methods for recording events and generating reports. - Created `prediction.py` to standardize prediction results and ensure compatibility across different components. - Added a smoke test script to validate module imports and function signatures before running notebooks.