Projects

Fitness platform covering strength, mobility, and cardio with analytics and automation.

• Built FastAPI + SQLAlchemy backend, React frontend, deployed to production on EC2 with Nginx.
• Custom exercise/workout builders, secure auth, dynamic editing, and categorized analytics.
• Automated EC2/RDS snapshots, CloudWatch monitoring, and an operational dashboard.

Reading, reflection, and knowledge graph tool to modularize and automate content.

• Built ingestion pipelines for custom sources (Guardian/Reddit), plus NLP tagging, clustering, and reflection prompting.
• Force-directed knowledge graph in React to surface relationships and retention.
• Designed the system to generalize indexing, ingestion, curation, and reflection workflows; focused on reducing cognitive load and improving recall.

Adaptive math learning and problem generator that meets students where they are.

• Classifies problem difficulty and generates practice via structured LLM prompts and evals/guardrails.
• Designed routing logic and classification flow for adaptive practice and feedback.
• Built alongside another engineer to explore dynamic curriculum generation.