pragyaai/ndna
Aug 2025 – Aug 2025
1 Month active
Languages Used
JinjaLiquidMarkdown
Technical Skills
AI SecurityCybersecurityDocumentationMachine LearningNatural Language ProcessingTechnical Writing
Gauranga Kumar Baishya
PROFILE
Gauranga Kumar Baishya
Gauranga Baishya enhanced the pragyaai/ndna repository by consolidating and expanding documentation for Stealth Pretraining Seeding (SPS) and introducing the NEPHOS benchmark, focusing on AI security and defensive design. He improved nephos.md by standardizing citations, refining mathematical notation, and cleaning up formatting using Markdown and Liquid, which increased readability and maintainability. His work detailed attack vectors, latent geometry, and contamination pathways, providing clear guidance on detection and defense strategies. By prioritizing reproducibility and onboarding, Gauranga ensured the documentation supports both new and existing contributors, reflecting a deep understanding of technical writing and cybersecurity best practices.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
7Total
Bugs
0
Commits
7
Features
2
Lines of code
4,664
Activity Months1
Your Network
8 peopleShared Repositories
8
Work History
August 2025
7 Commits • 2 Features
Aug 1, 2025August 2025 focused on delivering robust documentation enhancements for SPS and NEPHOS within pragyaai/ndna, including the NEPHOS benchmark introduction and improved nephos.md readability. Activities prioritized knowledge retention, reproducibility, and defensive design considerations.
7 Commits • 2 Features
Aug 1, 2025August 2025 focused on delivering robust documentation enhancements for SPS and NEPHOS within pragyaai/ndna, including the NEPHOS benchmark introduction and improved nephos.md readability. Activities prioritized knowledge retention, reproducibility, and defensive design considerations.
August 2025
Activity
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Quality Metrics
Correctness100.0%
Maintainability100.0%
Architecture100.0%
Performance94.2%
AI Usage31.4%
Skills & Technologies
Programming Languages
JinjaLiquidMarkdown
Technical Skills
AI SecurityCybersecurityDocumentationMachine LearningNatural Language ProcessingTechnical Writing
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