AutoAgent, a new open-source library from thirdlayer.inc, autonomously optimizes AI agents by automating the prompt-tuning loop engineers typically handle manually. In a 24-hour run, it achieved top scores on both SpreadsheetBench and TerminalBench, signaling a potential shift in how AI systems are built and refined.






