Observability

APIs give AI agents access to systems. Memory determines whether they can work responsibly over time without repeating mistakes, losing context or inventing a beautiful explanation afterwards.

DevOps is not just a pipeline. It is the ability to move software safely from idea to operations, detect problems quickly and fix them without panic.