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MeganKW

PROFILE

Megankw

Megan developed a cost-aware model usage framework for the UKGovernmentBEIS/inspect_ai repository, focusing on unifying cost tracking and enforcing explicit cost governance in dataset resolution. Using Python and backend development skills, she integrated model cost data into usage accounting and made cost limits a required parameter, ensuring transparent and controlled resource usage. Her work included refactoring cost computation and data flow for improved robustness and user clarity, as well as removing fragile components to enhance maintainability. Megan also updated documentation and test fixtures, laying the groundwork for scalable pricing and better cost visibility, demonstrating depth in API development and integration.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

9Total
Bugs
0
Commits
9
Features
1
Lines of code
1,732
Activity Months1

Your Network

132 people

Work History

February 2026

9 Commits • 1 Features

Feb 1, 2026

February 2026 monthly summary for UKGovernmentBEIS/inspect_ai focused on delivering a cost-aware model usage framework and hardening the cost governance surface. The work unified cost tracking into usage accounting, enforced explicit cost limits in dataset resolution, and simplified pricing handling. It also included targeted refactors to improve robustness, user clarity, and maintainability, and prepared the ground for scalable pricing and better cost visibility.

Activity

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Quality Metrics

Correctness93.4%
Maintainability84.4%
Architecture88.8%
Performance86.6%
AI Usage35.6%

Skills & Technologies

Programming Languages

Python

Technical Skills

API developmentAPI integrationPythonbackend developmentcost managementdata modelingerror handlingtestingunit testing

Repositories Contributed To

1 repo

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

UKGovernmentBEIS/inspect_ai

Feb 2026 Feb 2026
1 Month active

Languages Used

Python

Technical Skills

API developmentAPI integrationPythonbackend developmentcost managementdata modeling