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JUDGELAYER: Building a Hackathon Judging Platform You Can Actually Trust

JUDGELAYER: Building a Hackathon Judging Platform Where Trust Is Part of the Product Hackathons are exciting. Hundreds of people build projects, teams submit their ideas, judges review them, and…

  • JUDGELAYER focuses on building a hackathon judging platform with trust as its core
  • Strict access controls for visitor, participant, judge, and organizer roles
  • Trust layer provides transparency on security state and project assignments

I Built an Outdoor Break for the Five Minutes You Already Have

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built A few people tried my first version of Out There and told me it assumed a park and gave them little…

  • App Out There helps users find moments of pause in their day.
  • Users specify time frame (5, 10, or 15 minutes) and familiar setting.
  • App generates observation question and three steps using open-weight model.

9 Triton kernels in 9 weeks: what PyTorch taught me by winning

I'm Richael (dh8116), a Year 11 student in Auckland. Since late July I've written one Triton kernel a week and benchmarked each against PyTorch, publishing the numbers even when PyTorch won, which was…

  • Richael documented Triton kernel development weekly for nine weeks
  • Fused softmax kernel improved performance four-fold over PyTorch
  • Fused cross-entropy kernel reduced memory usage 1.67x compared to PyTorch

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