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siriapps/README.md
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🙋 About Me

I'm Siri, a computer science student at UT Dallas working at the intersection of machine learning, quantum computing, and applied research. My focus right now is forecasting models for real world systems, currently hydrology, previously traffic safety and infrastructure risk, and I spend the rest of my time building things fast: hackathon products, competitive programming problems, quantum circuits that don't behave.

I am curious about how agents will reshape the web, and passionate about deep learning, quantum computing, agentic AI, algorithm design, and computer vision. I love building things that are technically rigorous and actually meaningful, and I am always happy to connect.

🥇 HackAI Dallas 2026  ·  🥇 Yale Quantum Hackathon 2025  ·  🥉 T-Mobile Challenge @ HackUTD  ·  ICPC AlgoQueen Gold  ·  YC AI Startup School '26


🚀 Things I've Built

🏆 Pondr — 1st Place, HackAI Dallas 2026
An adaptive learning platform that models how fast you forget, not just what you got wrong. Built an XGBoost model on the Ebbinghaus forgetting curve to time review prompts before the knowledge decays.

LangChain · FastAPI · MongoDB · React · ElevenLabs
🔮 Cue
A Chrome extension with a squad of agents living behind your browser, quietly orchestrating 9+ Google Workspace tools. The pitch: the best assistant already knows before you ask.

Gemini 2.0 Flash · Google ADK · MCP · MongoDB Atlas
🚗 SafeWay
Ran the numbers on 2.3M+ Chicago crash records and found something unsettling: only 23% of the fastest routes are also the safest. Two-stage hurdle model, CatBoost + XGBoost, deployed with nightly retraining.

CatBoost · XGBoost · DuckDB · FastAPI · Cloud Run
📡 HarmoniQ — 3rd Place, T-Mobile Challenge @ HackUTD
Predicts network outages before they hit, built to slot straight into a PM's workflow instead of sitting in a dashboard no one opens.

scikit-learn · Prophet · React · TypeScript · Flask
🧠 Remix
A RAG interview prep tool that actually retrieves relevant context instead of hallucinating confident nonsense.

LangChain · FAISS · Gemini 2.5 Flash · FastAPI · React
🤟 Stream-Sign
Turns video into sign language animations.

HTML · JS

🛠️ Skills


📈 Activity


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  1. Cue Cue Public

    An intelligent chrome extension agent for predictive work automation

    JavaScript

  2. Stream-Sign Stream-Sign Public

    Video to Sign Language Animations

    HTML

  3. HarmoniQ HarmoniQ Public

    JavaScript 2

  4. ChauhanSai/qryptik ChauhanSai/qryptik Public

    🏆 ACM Research Fall 2025 Winner

    Python

  5. Matcha Matcha Public

    Matcha: Brewing your perfect hack team

    JavaScript

  6. acm-projects/SafeWay acm-projects/SafeWay Public

    TypeScript 2