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Sanghwa Na

PROFILE

Sanghwa Na

Worked on AWS region handling and usage metrics enhancements across two repositories. In awslabs/amazon-bedrock-agentcore-samples, delivered improvements for SageMaker gateway notebooks by implementing a robust AWS region fallback mechanism and consolidating dependency management with a unified requirements.txt, using Python and Jupyter Notebook to reduce misconfigurations and streamline onboarding. In strands-agents/sdk-python, enhanced OpenAI model usage metrics by adding prompt-cache token reporting, aligning Python SDK metrics with TypeScript adapter behavior for consistent cross-language reporting. Focused on full stack development and testing, these contributions improved deployment reliability, cost tracking, and governance, addressing both infrastructure consistency and business value in production environments.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

2Total
Bugs
0
Commits
2
Features
2
Lines of code
306
Activity Months2

Work History

June 2026

1 Commits • 1 Features

Jun 1, 2026

June 2026 monthly summary for strands-agents/sdk-python: Delivered OpenAI Model Usage Metrics Enhancement by adding prompt-cache token reporting to usage metrics. Implemented capture and reporting of cached token usage to reflect cache hits in usage statistics, aligning Python SDK metrics with other model adapters and improving cost visibility and governance.

August 2025

1 Commits • 1 Features

Aug 1, 2025

Delivered AWS region handling improvements for SageMaker gateway notebooks in awslabs/amazon-bedrock-agentcore-samples, implementing a robust AWS_DEFAULT_REGION fallback to AWS_REGION with a default of us-east-1, and standardized dependency management with a unified requirements.txt, alongside notebook metadata updates to improve discoverability and consistency. This reduces regional misconfigurations and lowers maintenance overhead, enabling reliable multi-region usage and faster onboarding.

Activity

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Quality Metrics

Correctness90.0%
Maintainability80.0%
Architecture90.0%
Performance80.0%
AI Usage40.0%

Skills & Technologies

Programming Languages

Jupyter NotebookPythonTypeScript

Technical Skills

AWSNotebooksPythonSageMakerTypeScriptfull stack developmenttesting

Repositories Contributed To

2 repos

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

awslabs/amazon-bedrock-agentcore-samples

Aug 2025 Aug 2025
1 Month active

Languages Used

Jupyter NotebookPython

Technical Skills

AWSNotebooksPythonSageMaker

strands-agents/sdk-python

Jun 2026 Jun 2026
1 Month active

Languages Used

TypeScript

Technical Skills

TypeScriptfull stack developmenttesting