Self-Evolving Agents

A good employee does not only finish the task. A good employee leaves behind a better way to do it next time. Most enterprise AI agents do not. They solve a ticket, answer a question, call a tool, browse a page, generate a report, and then politely forget the operational trick that made the task work. The transcript may be logged. The result may be saved. But the capability itself usually evaporates into the great corporate compost heap of “learnings”. Very nourishing. Not especially executable. ...

TL;DR for operators Software automation usually breaks at the interface between “the process is known” and “the application has changed again.” A button moves. A settings panel is renamed. A vendor ships a redesign with the emotional restraint of a toddler near glitter. The usual answer is more labelled demonstrations, more brittle scripts, or more human babysitting. ...