Inferensys

Glossary

Policy as Code (PaC)

The practice of defining security and compliance rules in machine-readable definition files, allowing automated enforcement by an admission controller before any resource is provisioned in an air-gapped cluster.
Compliance officer monitoring AI compliance agent on laptop, policy dashboards visible, modern WeWork desk setup.
AUTOMATED COMPLIANCE ENFORCEMENT

What is Policy as Code (PaC)?

Defining security and operational rules as machine-readable code to enable automated, deterministic enforcement within software delivery pipelines.

Policy as Code (PaC) is the practice of defining security, compliance, and operational rules in machine-readable definition files, allowing automated enforcement by an admission controller before any resource is provisioned. It replaces manual checklists with version-controlled, testable code that gates deployments in air-gapped clusters.

In disconnected environments, PaC ensures that every container image, storage volume, and network policy complies with organizational standards without human review. Tools like Open Policy Agent (OPA) evaluate declarative policies against API requests, rejecting non-compliant configurations instantly and maintaining a tamper-proof audit trail.

AUTOMATED COMPLIANCE ENFORCEMENT

Key Characteristics of Policy as Code

Policy as Code (PaC) shifts security and compliance from manual checklists to automated, machine-readable logic. In air-gapped environments, this ensures every resource provisioned adheres to strict organizational rules without relying on human gatekeepers or external validation services.

POLICY AS CODE

Frequently Asked Questions

Clear, technical answers to the most common questions about defining and enforcing security rules programmatically in air-gapped environments.

Policy as Code (PaC) is the practice of defining security, compliance, and operational rules in machine-readable definition files, allowing automated enforcement by an admission controller before any resource is provisioned. Instead of relying on manual checklists or tribal knowledge, PaC codifies governance into version-controlled files (typically written in Rego for Open Policy Agent or YAML for Kyverno). When a user or pipeline attempts to create or modify a resource in an air-gapped Kubernetes cluster, the admission controller intercepts the API request, evaluates it against the defined policies, and either permits, denies, or mutates the request. This ensures that every deployed container, persistent volume, or network policy complies with organizational standards—such as requiring specific security contexts, blocking privileged pods, or enforcing image sources from a local offline container registry—without human intervention.

Prasad Kumkar

About the author

Prasad Kumkar

CEO & MD, Inference Systems

Prasad Kumkar is the CEO & MD of Inference Systems and writes about AI systems architecture, LLM infrastructure, model serving, evaluation, and production deployment. Over 5+ years, he has worked across computer vision models, L5 autonomous vehicle systems, and LLM research, with a focus on taking complex AI ideas into real-world engineering systems.

His work and writing cover AI systems, large language models, AI agents, multimodal systems, autonomous systems, inference optimization, RAG, evaluation, and production AI engineering.