hopechong

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hopechong2d ago

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

https://blog.skypilot.co/research-driven-agents/

Research-Driven Agents: What Happens When Your Agent Reads Before It Codes

Coding agents working from code alone generate shallow hypotheses. Adding a research phase — arxiv papers, competing forks, other backends — produced 5 kernel fusions that made llama.cpp CPU inference 15% faster.

SkyPilot Blog
hopechongMar 19

Scaling Karpathy's Autoresearch: What Happens When the Agent Gets a GPU Cluster

https://blog.skypilot.co/scaling-autoresearch/

Scaling Karpathy's Autoresearch: What Happens When the Agent Gets a GPU Cluster

Karpathy's autoresearch runs one experiment at a time. We gave it access to our GPU infra and let it run experiments in parallel.

SkyPilot Blog