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Anupama Murthi

PROFILE

Anupama Murthi

Developed and enhanced the LLM experimentation workflow within the IBM/api-integrated-llm-experiment repository, focusing on prompt refinement, robust parsing, and workflow automation. Leveraged Python and JSON to update prompt configurations, sharpen model responses, and improve the reliability of evaluation metrics. Introduced new parsing modules and automated scripts for data preparation, scoring, and aggregation, streamlining the experimental process for LLM-based agent research. Emphasized backend development, code refactoring, and configuration management to ensure stability and scalability. The work enabled faster experimentation cycles, clearer evaluation metrics, and repeatable, data-driven decision-making, establishing a solid foundation for ongoing and future LLM experiments.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

11Total
Bugs
0
Commits
11
Features
3
Lines of code
2,699
Activity Months1

Work History

March 2025

11 Commits • 3 Features

Mar 1, 2025

March 2025 remained focused on delivering a robust LLM experimentation workflow within IBM/api-integrated-llm-experiment, aligning prompt management, parsing/scoring reliability, and automation to accelerate evaluation cycles and business decisions. The team shipped three primary feature areas, targeted fixes to improve stability, and established a scalable foundation for future experiments.

Activity

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Quality Metrics

Correctness76.4%
Maintainability78.2%
Architecture69.2%
Performance63.6%
AI Usage47.4%

Skills & Technologies

Programming Languages

JSONPythonShell

Technical Skills

AI IntegrationAI Model ConfigurationAPI IntegrationBackend DevelopmentCode RefactoringConfiguration ManagementData CleaningData ParsingData ProcessingExperiment ManagementExperimentationLLMLLM DevelopmentLLM IntegrationLLM Operations

Repositories Contributed To

1 repo

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

IBM/api-integrated-llm-experiment

Mar 2025 Mar 2025
1 Month active

Languages Used

JSONPythonShell

Technical Skills

AI IntegrationAI Model ConfigurationAPI IntegrationBackend DevelopmentCode RefactoringConfiguration Management