inference-time compute

A $500 GPU just matched frontier APIs on coding benchmarks -- with an asterisk

ATLAS V3 squeezes 74.6% on LiveCodeBench from a frozen 14B model on consumer hardware. The comparison is not apples-to-apples, but the underlying point still lands.