Tristan Curtis tmc3221

Hey, I'm Tristan 👋

Software Engineer • Systems & ML • Turning data into products

🏆 Hack_NCState 2026 Winner · 🏆 Best Use of Valkey API

🏈 HuddleBot — an all-in-one fantasy football analytics platform that turns live NFL data into actionable insights.

🤖 Uses machine learning for weekly player projections, lineup optimization, and AI-powered draft/betting advice.

⚙️ Built on a modern ETL + CI/CD pipeline with Cloudflare Workers, FastAPI, and automated injury-feed processing via a public API.

💬 Includes a chatbot assistant for asking lineup questions, importing fantasy leagues, and generating personalized team insights.

📊 Backed by scalable data pipelines, cloud automation, and production-grade APIs — built to evolve into the most intelligent fantasy tool on the web.

Deutsche Bank — Full-Stack Software Engineer Intern (Global Receipts Platform)
📍 Cary, NC | May 2025 – Aug 2025

Optimized API calls to cut message-display latency 50%, improving user responsiveness across the platform.
Built transaction-success indicators for batch uploads, reducing reconciliation time 30%.
Designed FSM logic with fine-grained discard restrictions to prevent DTC event loss.
Developed ESG analytics microservice supporting image generation + competitor benchmarking, cutting NLP preprocessing from 2 hours → 2 minutes.

_{Tech: Java · Spring Boot · REST APIs · React · MySQL · Cloud Deployments_}

🧾 Curtis Consulting Payroll Platform — Automated payroll microservice suite replacing manual workflows.
Stack: Spring Boot, HTML/CSS, Maven
Impact: Reduced processing time 80%, cut reporting errors 25%.

🔐 Catphish — Hackathon-Winning Voice Authentication API
Voice-based identity verification middleware protecting platforms from AI voice cloning and social engineering attacks.
Stack: FastAPI, Valkey, Resemblyzer, Gemini API, Solana, Docker
Highlights: 1st Place overall & Best Use of Valkey API at Hack_NCState 2026; real-time authentication sessions via Valkey TTL; tamper-proof audit logging.
Product Site · Devpost
🏈 HuddleBot (2023–Present) — AI-driven fantasy football analytics platform using ML, ETL automation, and public injury APIs via Cloudflare Workers.
Stack: Python, FastAPI, Cloudflare Workers, SQLite, React, CI/CD
Features: ML projections, AI chatbot, injury ingestion pipeline, league import, and betting insights.
Website · 2024 Results
📊 Pro Football Intelligence — NFL draft simulation engine forecasting 10,000 mock drafts using 25 years of data.
Stack: XGBoost, Python, Spring Boot, Debian Server
Highlights: 4.3-pick deviation vs. expert consensus, live mock draft web app.
Projections
🔧 BORD — C++ DSP Interpreter
Scheme-inspired DSP runtime supporting delay, gain, filtering, distortion, and custom vocoder nodes.
Stack: C++, DSP, Runtime Systems
💸 Fin Fusion Force — AI-powered tax optimization tool integrating 50+ regional incentives for SMBs.
Stack: FastAPI, Next.js, BigQuery, Vertex AI
Highlights: Real-time forecasting dashboard with automated cloud pipelines.

_{Last updated: 2026-03-30 08:49:46.822 UTC}