Research-Driven Agents: SkyPilot Shows Coding Agents Generate 15% Faster Code When They Read Papers First — 197 Points

Hacker News·medium signal

SkyPilot published results showing that adding a literature search phase to coding agents' workflow dramatically improves output quality. By pointing research-driven agents at llama.cpp with 4 cloud VMs, they produced 5 optimizations in ~3 hours that made flash attention text generation +15% faster on x86 and +5% on ARM. The approach applies RAG principles to software optimization — agents survey academic papers and competing implementations before writing code, discovering improvements that code-only approaches typically miss.