AI

A framework upgrade may start with one instruction: move every service to the new version. The required change will not be identical in every repository.

An AI agent can inspect every repository in your organization and still miss the facts that determine whether a change is safe: who owns the service, what depends on it, how critical it is, and whether it is involved in an active incident.

AI agents now query the same ownership, dependency, and on-call data engineers already rely on, over MCP.

AI agents are shipping faster than anyone can track them. Most engineering orgs now run dozens in production with no shared inventory, no clear owners, and no answer to "what data does this thing touch?" Here's how to model every agent as a first-class component in your OpsLevel catalog and get ahead of the sprawl.

AI is changing how software gets built, but it does not change the core problems engineering organizations need to solve. If anything, it makes them more important.

The gap between a standard your platform team defines and a codebase that actually reflects it is where engineering capacity quietly disappears.

Introducing Maintenance Agent- Automate code maintenance at scale

Watch our quick demo to see how you can eliminate context switching and power up Copilot with live service insights.