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mthede

PROFILE

Mthede

Worked on the assume-framework/assume repository, focusing on backend development and reinforcement learning features for energy trading and storage systems. Over three months, delivered enhancements to timeseries observation handling, modularized observation generation, and improved cost modeling for storage operations. Addressed deprecation warnings and updated tutorials to align with the latest PyPSA API, reducing onboarding friction and improving documentation clarity. Refactored core classes for better maintainability and testability, while stabilizing unit tests and mocks to reflect evolving cost models. Utilized Python, Jupyter Notebooks, and software design patterns to ensure robust API integration, accurate simulations, and clear technical communication throughout the project.

Overall Statistics

Feature vs Bugs

33%Features

Repository Contributions

14Total
Bugs
4
Commits
14
Features
2
Lines of code
4,704
Activity Months3

Work History

July 2025

9 Commits • 1 Features

Jul 1, 2025

Monthly summary for 2025-07 focused on delivering features, fixing critical issues, and strengthening the underlying cost model in assume-framework/assume. Highlights include documentation and tutorial enhancements for reinforcement learning, alignment of cost calculations with a simplified model, and stabilization of tests and mocks to reflect changes.

June 2025

4 Commits • 1 Features

Jun 1, 2025

June 2025 monthly summary for assume-framework/assume. Delivered key feature improvements to timeseries observation handling and refined energy cost modeling, with a focus on modularity, test coverage, and real-world alignment of costs.

January 2025

1 Commits

Jan 1, 2025

January 2025 (2025-01) — Assume framework (assume-framework/assume) focused on documentation compatibility and developer experience. Primary effort centered on updating tutorials to align with PyPSA 0.32.0+ API, fixing deprecation warnings, and updating release notes to reflect version changes and bug fixes. Resulting changes reduce onboarding friction, improve user guidance for upgrading to the latest API, and enhance maintainability of the tutorials and release documentation.

Activity

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Quality Metrics

Correctness81.4%
Maintainability82.8%
Architecture75.8%
Performance67.0%
AI Usage21.4%

Skills & Technologies

Programming Languages

JSONJupyter NotebookMarkdownPythonRSTreStructuredText

Technical Skills

API IntegrationBackend DevelopmentClass InitializationCode RefactoringCost ModelingData ScienceData VisualizationDefault Parameter AdjustmentDocumentationEnergy Storage SystemsEnergy Trading SimulationJupyter NotebooksKeyword ArgumentsMachine LearningObject-Oriented Programming

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

assume-framework/assume

Jan 2025 Jul 2025
3 Months active

Languages Used

JSONPythonreStructuredTextJupyter NotebookMarkdownRST

Technical Skills

API IntegrationDocumentationPython DevelopmentClass InitializationDefault Parameter AdjustmentEnergy Trading Simulation