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Selected projects

Experiments in useful AI.

Technical work across retrieval, agent systems, evaluation, and language-model applications.

01 / 2024

RAG-based regulation policy evaluation

A retrieval system that combines language models with a dynamic knowledge base of federal regulations.

Pinecone · Cohere reranking · RAG

Runner-up · Stanford LLMxLaw Hackathon

02 / 2024

Semantic SQL query assistant

A multi-agent proof of concept that generates, evaluates, and refines SQL queries through iterative prompting.

LangGraph · Agent orchestration · SQL

15% improvement in query correctness on a 50-task test set

03 / 2024

Fine-tuned LLMs for FAQ generation

An FAQ-generation system based on fine-tuned Llama models, designed for high-fidelity responses in constrained environments.

PyTorch · Llama · QLoRA

~0.8 BERT Score against human-written answers