The document describes the development of Triage, an open source tool for aggregating and analyzing errors from production systems. It discusses how the initial MapReduce approach did not scale and was replaced with an asynchronous API using message queues and MongoDB for aggregation. The outcomes achieved scalability but challenges remained around determining the importance of persistent errors. Future plans include easier installation, better language support, and integration with notification services.