Manish Khanra focused on backend development for the assume-framework repository, addressing a critical initialization issue affecting Steam generation plant and DSM bidding strategies. He resolved missing and incorrect imports by updating the framework’s __init__.py files, ensuring new strategies and unit types were properly registered and recognized at runtime. This Python-based solution stabilized the DSM bidding workflow by preventing initialization-related errors and enabling smoother deployments. Manish’s work improved maintainability by standardizing the initialization pattern across the codebase. Although the period involved fixing a single bug rather than adding new features, the fix demonstrated careful attention to framework stability and deployment reliability.