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Amritanshu Prasad

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Amritanshu Prasad

Amritanshu Prasad enhanced model governance and configurability in the UKGovernmentBEIS/inspect_evals repository by developing explicit LLM model role selection for rater, judger, and chat components within the GDM Stealth evaluation workflow. He refactored the evaluation logic to operate on Model objects directly, rather than relying on model names, which improved flexibility and reproducibility when swapping models. Using Python and focusing on model configuration and API integration, Amritanshu also updated documentation to include usage patterns and CLI examples. This work deepened the evaluation framework’s control and traceability, supporting more rigorous experimentation and reducing risk in production-like model assessments.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
234
Activity Months1

Work History

August 2025

1 Commits • 1 Features

Aug 1, 2025

Monthly Summary for 2025-08: Focused on enhancing model governance and configurability in the GDM Stealth evaluation workflow within UKGovernmentBEIS/inspect_evals. Delivered explicit LLM model role selection for rater, judger, and chat, with CLI support and updated documentation. Refactored evaluation code to operate on Model objects directly rather than model names, enabling flexible model interchange and improved reproducibility. Documentation updates cover usage patterns, examples, and governance considerations. The change-set is embodied in commit 44625d34006ca6eb5d950c1242ce4c8d34018760, adding the ability to select specific rater and success judger models (#447). Impact: improved configurability, traceability, and efficiency for evaluating models in production-like settings; reduces risk when swapping models and supports more rigorous experimentation.

Activity

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Quality Metrics

Correctness90.0%
Maintainability90.0%
Architecture90.0%
Performance80.0%
AI Usage80.0%

Skills & Technologies

Programming Languages

MarkdownPython

Technical Skills

API IntegrationLLM IntegrationModel ConfigurationPythonSoftware Design

Repositories Contributed To

1 repo

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

UKGovernmentBEIS/inspect_evals

Aug 2025 Aug 2025
1 Month active

Languages Used

MarkdownPython

Technical Skills

API IntegrationLLM IntegrationModel ConfigurationPythonSoftware Design