Self-Evolving Systems

A workflow breaks in a boring way. The agent found the website yesterday. Today the button moved. Yesterday it parsed the file path correctly. Today the file name has a space, a date, and some human creativity sprinkled in for punishment. Yesterday the chart script worked. Today the data source changed its column names because apparently stability was not on the roadmap. ...

TL;DR for operators Galaxy is best read as a design argument, not merely a new agent benchmark entry. The paper says personal agents cannot become genuinely useful by stacking tools under a chat window. They need a structured internal map of the user, their own capabilities, available environments, and the system logic behind those capabilities.1 ...