Azure/azure-sdk-for-python
Sep 2025 – Sep 2025
1 Month active
Languages Used
Python
Technical Skills
Agent Behavior AnalysisAzure AIEvaluation FrameworkPython DevelopmentUnit Testing
Mohamed Hessien
PROFILE
Mohamed Hessien
Developed the Path Efficiency Evaluator feature for the Azure/azure-sdk-for-python repository, enabling quantitative assessment of agent action sequences against ground truth data. The solution computes precision, recall, and F1 scores, supporting multiple match types such as exact, in-order, and any-order, to provide nuanced evaluation of agent behavior. Leveraging Python and Azure AI, the implementation included comprehensive unit tests and sample notebooks to validate functionality and demonstrate usage. The feature was released to private preview, allowing for controlled feedback and iterative improvement. This work emphasized robust evaluation frameworks and code quality, focusing on agent behavior analysis within the Azure SDK ecosystem.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
1Total
Bugs
0
Commits
1
Features
1
Lines of code
1,117
Activity Months1
Your Network
129 peopleWork History
September 2025
1 Commits • 1 Features
Sep 1, 2025September 2025 monthly summary for Azure/azure-sdk-for-python focusing on feature delivery, code quality, and impact.
1 Commits • 1 Features
Sep 1, 2025September 2025 monthly summary for Azure/azure-sdk-for-python focusing on feature delivery, code quality, and impact.
September 2025
Activity
Loading activity data...
Quality Metrics
Correctness100.0%
Maintainability100.0%
Architecture100.0%
Performance80.0%
AI Usage20.0%
Skills & Technologies
Programming Languages
Python
Technical Skills
Agent Behavior AnalysisAzure AIEvaluation FrameworkPython DevelopmentUnit Testing
Repositories Contributed To
Overview of all repositories you've contributed to across your timeline