paperApril 2026Unreviewed

Context Kubernetes: Declarative Orchestration of Enterprise Knowledge for Agentic AI Systems

Charafeddine Mouzouni

Abstract

We introduce Context Kubernetes, an architecture for orchestrating enterprise knowledge in agentic AI systems, with a prototype implementation and eight experiments. The core observation is that delivering the right knowledge, to the right agent, with the right permissions, at the right freshness -- across an entire organization -- is structurally analogous to the container orchestration problem Kubernetes solved a decade ago. We formalize six core abstractions, a YAML-based declarative manifest

Cite

@misc{mouzouni2026context,
  title = {{Context Kubernetes: Declarative Orchestration of Enterprise Knowledge for Agentic AI Systems}},
  author = {Charafeddine Mouzouni},
  year = {2026},
  month = apr,
  eprint = {2604.11623},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2604.11623}
}