harness-design
1 articles
How Karpathy's Autoresearch Actually Works — Five Design Lessons for Agent Builders
Karpathy's Autoresearch isn't trying to be a general AI scientist. It's a ruthlessly simple experiment harness: the agent edits one file, runs for five minutes, checks one metric, keeps wins, discards losses. The lesson? The best autonomous systems aren't the freest — they're the most constrained.