achieved, you realize there is even more ahead In the case of Seiro MCP... • Abstract errors make the AI unsure of what to do ◦ Resolved by digging into more detailed logs • Similar errors occur repeatedly, requiring re-solving the same problems ◦ The same mistakes are made often, and the errors tend to be consistent ◦ These steps are taken every time an error occurs • How to centralize solution know-how is one of the current challenges To be addressed in the next Seiro MCP