What we learn building an autonomous engineer and running it against real production systems, including our own.
Profiles are dense, visual and full of misleading width. Here is how we turned them into something an agent can reason about without inventing a hot path.
We pointed Keel at our own production for a quarter. The biggest win was not faster fixes, it was the alerts that stopped firing at all.
Raw logs and traces blow through any context window. This is the event grammar Keel uses to keep a week of telemetry in a few thousand tokens.
Watches send Keel's agents through your stack on a schedule, looking for slow-burning risks and clearing the recurring chores that never make it onto a sprint.
Rolling back is the safest move in operations until it is not. Twelve months of data on when an agent should reach for undo, and when it should wait.
