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
Worked on enhancing the pragyaai/ndna repository by consolidating and expanding documentation for Stealth Pretraining Seeding (SPS) and introducing the NEPHOS benchmark. Focused on improving knowledge retention and reproducibility, the work detailed attack vectors, latent geometry, and adversarial vulnerabilities, while also outlining detection and defense strategies. Used Markdown and Liquid to refine nephos.md, standardizing citations, equations, and formatting for better readability and onboarding. Emphasized defensive design and forensic analysis techniques, providing a ready-to-use benchmark suite for security research. The updates strengthened maintainability and ensured that both new and existing contributors could efficiently navigate and utilize the documentation.
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
Repositories Contributed To
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