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Cyberchopin/README.md

Hi, I'm Shiori W👋

I'm a Mathematics of Computation student at UCLA building software, AI systems, and responsible machine learning tools.

My work focuses on systems that make evidence, uncertainty, policy boundaries, and human control visible.

Featured work

  • CarePath AI — Responsible ML infrastructure for calibrated hospital readmission-risk research
  • Continuum — Admission control and audit receipts for autonomous-agent memory
  • CallGate — Streaming voice-risk evidence and two-person authorization prototype
  • AegisLand — Safety-oriented OpenCV loop for simulated emergency drone landing

Highlights

🏆 LA Hacks 2026 — Hackathon Award, ReachGuard

🥈 Kaggle Competitions Expert

Current research

Incoming Research Volunteer at UCLA's SEED Lab, with a planned focus on computational and quantitative approaches to developmental risk and resilience in serious mental illness.

Technologies

Python · C++ · TypeScript · SQL · PyTorch · scikit-learn · OpenCV · AWS · Google Cloud · System design · Linux

Beyond Code 🎹

I've played piano and cello for around 15 years. Music has been a big part of my life, long before I started writing code.

I also love hackathons, learning things outside my major, and platypuses.

Yes, platypuses.

LinkedIn

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  1. callgate-alexa-mcp callgate-alexa-mcp Public

    Python 4

  2. aegisland-agentic-vision aegisland-agentic-vision Public

    Python 2

  3. aegisland-opencv-2026 aegisland-opencv-2026 Public

    HTML 5