How to use feedback to immediately improve AI content output

When you get feedback on an AI-generated output — say a tweet that sounds too formal — you have several options right away. You can update the underlying skill based on that feedback, have the agent immediately regenerate a new draft that sounds more colloquial, or build a rubric that defines the dimensions you care about and auto-evaluate every future output against it. If you just want to get your job done right now, you don't need to bother with a rubric. But eventually you get to the point where you want to set up a scalable system that constantly works and gets better and better — that's when the rubric becomes worth it. And it's not that hard: you can build one through the UI, or just ask in the chat, 'Help me build a rubric to score great Greg style content.' It will create the rubric, save it, pin it to the agent or skill, and automatically run it every future time you create content.