EXCEEDS logo
Exceeds
sfeucht

PROFILE

Sfeucht

Sheridan Feucht developed two major features for the davidbau/sidn-handbook repository over a two-month period, focusing on research documentation and front-end structure. Sheridan created a Universality Page detailing how large language models infer agent representations, integrating HTML, CSS, Bootstrap, and MathJax for structured, accessible content. In the following month, Sheridan implemented the Autointerp framework, establishing a reusable documentation backbone for automated interpretability research and introducing the Summarize And Score (SASC) method. The work emphasized maintainable documentation, cross-domain evaluation, and improved onboarding, demonstrating depth in web development, JavaScript, and technical writing without introducing major defects or requiring bug fixes.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

6Total
Bugs
0
Commits
6
Features
2
Lines of code
597
Activity Months2

Work History

December 2024

2 Commits • 1 Features

Dec 1, 2024

Month: 2024-12; Repository: davidbau/sidn-handbook. Summary: Implemented Autointerp framework for automated interpretability documentation and introduced the Summarize And Score (SASC) method. Delivered autointerp directory and initial HTML scaffold, updated assets and the section layout, and added cross-domain evaluation content comparing SASC performance across synthetic modules, BERT, and fMRI data. Commits: e57262bf6c09cff3aee9c777ece138a2ef8d92c2; 15a7df7e34f84142a8f7baf3294cc931ad15283e. Impact: creates a reusable research documentation backbone, improving transparency, collaboration, and onboarding for interpretability studies; enables faster iteration on explainability experiments using LLMs.

November 2024

4 Commits • 1 Features

Nov 1, 2024

Delivered a new Universality Page with comprehensive content on LLMs as agent models for the davidbau/sidn-handbook repo, including structure, assets, Bootstrap styling, MathJax rendering, and references. Completion achieved via four commits enabling incremental release and traceability. No major defects reported; this feature-rich documentation improves onboarding, accelerates future work, and reinforces the product’s value proposition.

Activity

Loading activity data...

Quality Metrics

Correctness93.4%
Maintainability93.4%
Architecture93.4%
Performance90.0%
AI Usage30.0%

Skills & Technologies

Programming Languages

CSSHTMLJavaScript

Technical Skills

CSSDocumentationFront-end DevelopmentHTMLJavaScriptWeb Development

Repositories Contributed To

1 repo

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

davidbau/sidn-handbook

Nov 2024 Dec 2024
2 Months active

Languages Used

CSSHTMLJavaScript

Technical Skills

CSSDocumentationFront-end DevelopmentHTMLJavaScriptWeb Development