Your Coding Agent Has Read Every Reliability Blog Post and None of Your Outages

Mon, 14 Sep 2026 08:00:00 -0700

One pattern in the Revelara corpus carries an occurrence count of 161: authorization changes that reached production before anyone could see their downstream effect. The blast radius runs to multiple services and the time to resolve is typically measured in hours. The shape is consistent: the change goes out, the monitoring in place is pointed somewhere else, and the first signal is downstream API errors.

Your coding agent will review your next auth change and say nothing about any of that. It’ll check the logic, suggest a test, maybe catch a nil dereference, and then approve a change that matches one of the most repeated failure shapes in the corpus, because nobody ever told it the shape existed.

Mcp on Revelara

Your Coding Agent Has Read Every Reliability Blog Post and None of Your Outages