Policies are the backbone of Kubernetes governance. They enforce security, compliance, and operational best practices. However, for most teams, policy authoring feels like a source of friction: endless YAML, fragmented documentation, and excessive trial-and-error.

The Policy-as-Code (PaC) Agent changes that. Instead of wrestling with syntax, you describe your intent in plain English. The agent generates the right Kyverno policies, scaffolds matching test cases, and even prepares Git-ready outputs. It’s not about writing YAML faster – it’s about making governance effortless, scalable, and developer-friendly.

What is the Policy-as-Code Agent?

The PaC Agent is an AI-powered assistant for authoring and governing Kubernetes policies.
It helps teams translate natural language intent into validated, testable Kyverno policies, bridging the gap between developer velocity and security rigor.

With the PaC Agent, anyone — from developers to platform engineers — can create, test, and package policies with confidence.

Why the Policy-as-Code Agent Matters

Policies aren’t just a compliance exercise; they directly shape the developer experience. When governance is slow or inconsistent, it creates bottlenecks in the system.  The PaC Agent fixes that by enabling:

• Lower Barriers to Policy Authoring → No need to be a Kyverno expert. Express policy intent in natural language and get valid, testable YAML.
• Confidence Through Testing → Automated test cases assure you that nothing will break, and you can even run a dry-run against a live cluster before deploying policies.
• Consistent Governance Across Teams → Policies are written, validated, and packaged uniformly, reducing drift and misconfigurations.
• Faster Collaboration Between Dev, Sec, and Ops → Developers focus on intent, while platform and security teams validate correctness and coverage.

The outcome: governance that moves at the speed of development, instead of slowing it down.

Your Personal Policy Assistant

The PaC Agent is designed to work the way you do:

• As a CLI Assistant: Talk to it directly in your terminal. Describe what you want, ask for refinements, or request explanations of generated rules. It takes care of YAML, test scaffolding, and file organization.
• As a Local MCP Server: Run the agent as a Model Context Protocol (MCP) server and integrate it with your favorite AI-powered IDEs like Claude, Cursor, or others. This brings policy intelligence directly into your development environment – no context switching required.

Wherever you choose to run it, the PaC Agent acts as your personal governance assistant, keeping security aligned with developer velocity.

Key Outcomes

• Shift Security Left Without Slowing Down Developers: Developers can express intent in plain language, while the agent ensures correctness.
• Enable Enforce Mode with Confidence: Generated test cases and structured outputs reduce the risk of enforcement breaking workloads.
• Accelerate Onboarding and Adoption: New teams can author and test policies from day one, without a steep learning curve.
• Make Governance Collaborative: Shared language (intent-based descriptions) bridges the gap between developers, platform teams, and security.

Why Now

Kubernetes adoption has gone mainstream, but governance remains a challenge. Policies are essential for safe scale, yet the complexity of writing and testing them has held teams back. By pairing policy-as-code with AI assistance, the PaC agent removes that friction and enables organizations to make governance a first-class citizen in their workflows.

Try the Policy-as-Code Agent Today

You don’t need to wait – the Policy-as-Code Agent is available today. Download the CLI, talk to it like your own assistant, and see how much faster policy authoring becomes. Request a demo today

👉 Get started with the PaC Agent and make policy writing as easy as having a conversation.