$500 GPU outperforms Claude Sonnet on coding benchmarks using open-source AI system
Summary
ATLAS is an open-source self-hosted AI system that reports competitive LiveCodeBench results using a frozen 14B model on a consumer GPU, avoiding API calls and data leaving the machine. The README details the architecture (PlanSearch, BudgetForcing, Geometric Lens, PR-CoT), hardware requirements, and a roadmap toward broader benchmarks.