
The architectural bridge between a fragile experimental script and a resilient autonomous system is built entirely on the sophisticated management of operational data streams. In the rush to automate DevOps, many organizations find that their sophisticated AI agents suffer from a critical flaw: they excel in isolated sandboxes but crumble when faced with the messy reality of production infrastructure. The










