From 36% to 100%: How Self-Improving Agents Write Their Own Skills — Rafal Wilinski, Runlayer

תקציר מקורי באנגליתWhen one agent finally cracks a hard problem, what if every agent in the company learned it too? Rafal Wilinski, founding engineer at Runlayer, shows how to go from one self-improving agent to a self-improving company. He explains why skills matter more as agents work longer (a bad start can send them down an hours-long rabbit hole) and the three problems holding skills back: they're built for developers, nobody has time to write them, and many clients don't support them. His fix is to deliver skills over MCP from one governed server, then let agents write their own skills by distilling successful and failed runs, an idea borrowed from the Voyager Minecraft paper. In one test, a distilled skill took a task from 36% success to 100%. Multiply that across every agent and you get an organizati