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PROFILE

Shkimmie-umb

Developed a deterministic RAG-based router for medical API execution in the NA-MIC/ProjectWeek repository, replacing LLM-based logic with a cookbook-driven approach to improve safety and reduce latency for known tasks. Focused on system architecture and documentation, the work established predictable, auditable task execution within medical imaging software workflows. Updated project documentation to detail the new router’s implementation, safety constraints, and a roadmap for future enhancements such as spatial reasoning and active Read-Reason-Action loops. Progress was tracked with precise commit references to ensure traceability. Leveraged expertise in RAG, system architecture, and technical documentation to lay a foundation for future AI agent capabilities.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
66
Activity Months1

Work History

June 2026

1 Commits • 1 Features

Jun 1, 2026

June 2026 monthly summary for NA-MIC/ProjectWeek focused on delivering a deterministic RAG-based router for medical API execution using a cookbook-driven approach, improving safety and latency for known tasks. Documentation was updated to reflect the new router, its constraints, and the roadmap for future enhancements. This work lays groundwork for future spatial reasoning and active Read-Reason-Action loops in the AI agent. All progress is tracked with a key commit hash to ensure traceability.

Activity

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Quality Metrics

Correctness100.0%
Maintainability100.0%
Architecture100.0%
Performance100.0%
AI Usage60.0%

Skills & Technologies

Programming Languages

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Technical Skills

RAGdocumentationmedical imaging softwaresystem architecture

Repositories Contributed To

1 repo

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NA-MIC/ProjectWeek

Jun 2026 Jun 2026
1 Month active

Languages Used

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Technical Skills

RAGdocumentationmedical imaging softwaresystem architecture