James Ball

Projects

• 🚢 HSClassify_micro - A machine learning model for multilingual HS/HTS classification for trade finance and customs workflows, built with FastAPI + OCR.
• 🧪 Agentic ML Lab - A Claude Code-native framework for the full ML research lifecycle with 16 specialized agents — research, experiment design, training, evaluation, and deep post-hoc analysis.
• 🏪 BarterBench - A competitive marketplace benchmark for AI agents with ELO ratings. N agents trade scarce resources through an order book — models are pitted head-to-head and rated via pairwise ELO.