Why Agents Need Context
Understand why finite context windows and stale training data make retrieval necessary for any agent that operates on live infrastructure.
Retrieval & Context
How to ground infrastructure agents in live cluster state and operational knowledge rather than stale training data.
15 minutes read
Categories:
Grounding Agents in Cluster and Meshery State
Identify the authoritative sources of infrastructure state and learn how to surface them to an agent at query time.
Building a Knowledge Base for Operations
Turn runbooks, documentation, and designs into a retrievable knowledge base that keeps agents grounded in your organization’s operational standards.
Evaluating Infrastructure Agents
Design golden task sets, build a lightweight eval harness, and apply safety checks to determine whether an agent is trustworthy enough for real infrastructure changes.