research Specification Preservation in LLM-Orchestrated Systems Does a guarantee on a tool survive when an LLM calls it? Fairness of Ensemble Classifiers on Lending Data Do benchmark fairness tradeoffs carry over to realistic lending data? Contracts for Agentic Fairness Design by Contract and causal debugging for multi-agent AI systems. software AI Course Builder Generates full course curricula from LLM prompts. Built with FastAPI, Celery, Redis, PostgreSQL, and Next.js. Personal Finance Assistant A personal finance application with expense tracking and budgeting. Crypto Price Tracker Real-time cryptocurrency price monitoring with charts and portfolio tracking.