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jaredslorenz/README.md


Projects

Vantage — DevOps Observability Platform

Full-stack platform consolidating GitHub, Vercel, Render, and Supabase into a real-time dashboard. LLM-powered log analysis surfaces root cause and fixes directly in the UI. Secured with GitHub OAuth and AES-encrypted credential storage.

Next.js FastAPI Python PostgreSQL


Cognify — Cross-Platform AI Study Tool

Next.js web app and React Native mobile app sharing a single Express.js backend. OpenAI GPT integration for progressive hint reveals and practice problem generation. JWT auth via AWS Cognito with RS256/JWKS, per-user rate limiting, and Jest + Supertest test suite.

React Native Next.js Express.js AWS Cognito PostgreSQL


OpenHands — ASL Word Recognition

End-to-end ASL recognition system using MediaPipe keypoint extraction and a custom BiLSTM classifier. Achieved 69.2% accuracy on 100 signs (WLASL benchmark). Custom augmentation pipeline (mixup, time warp, joint dropout) boosted accuracy from 58% to 69.2%. Pretrained adjacency matrices improved TGCN by 41 points over training from scratch.

PyTorch FastAPI React Native MediaPipe


Tech Stack


Experience

AI Training Fellow · Handshake AI Fellowship · Remote · May 2026 – Present
Developed golden solution implementations and fail-to-pass test suites for software engineering benchmark tasks used to evaluate frontier AI models. Navigated unfamiliar production codebases across Python and ML frameworks. Configured Docker environments and GitHub Actions CI pipelines.

AI Extern · Pfizer x Extern · Remote · June 2026 – Present
Building an AI-powered document intelligence system using OCR pipelines (Tesseract, PaddleOCR, PyMuPDF) and RAG (LlamaIndex, FAISS) for pharmaceutical document automation. Final deliverable: a Gradio-based chatbot for real-time document querying.


Pinned Loading

  1. Cognify Cognify Public

    Cross-platform homework solver with OCR and AI-generated hints — Next.js web + React Native mobile, JWT auth, PostgreSQL.

    TypeScript 1

  2. OpenHands OpenHands Public

    Real-time ASL word and letter recognition — BiLSTM trained on WLASL, 69.2% accuracy on 100 words. FastAPI backend + React Native mobile app.

    Python 1

  3. Vantage Vantage Public

    CI/CD monitoring platform with AI-powered failure analysis

    TypeScript 1