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AI-Powered Template Generation

Let developers describe what they need. Get a production-ready, compliant Kro template in seconds, not hours.

The Challenge

"

How do I let developers create infrastructure templates without requiring them to learn Kro internals, YAML syntax, and our compliance requirements?

Writing Kro templates today requires deep knowledge of ResourceGraphDefinitions, proper annotations, and organizational policies. The AI Template Builder bridges that gap.

The Solution

From Intent to Infrastructure

The AI Template Builder is a trained agent that understands Kro and Knodex conventions. Developers describe what they need (a PostgreSQL database, a Redis cache, a full microservice stack) and the agent generates a complete ResourceGraphDefinition with proper annotations, catalog metadata, and resource dependencies. Every template is validated against your OPA Gatekeeper constraints before it's committed, ensuring compliance without friction.

AI Template BuilderEnterprise

I need a managed PostgreSQL database with 3 replicas, medium instance size, automated backups, and a connection secret for the backend team.

Here's your ResourceGraphDefinition with catalog annotations, schema, and backup configuration:

apiVersion: kro.run/v1alpha1
kind: ResourceGraphDefinition
metadata:
name: managed-postgres
annotations:
catalog-visible: "true"
category: "databases"
spec:
schema:
replicas: 3 # default
instanceSize: "medium"
backupEnabled: true
OPA compliantCatalog-readySchema valid

Key Capabilities

Intelligent template generation with built-in guardrails

Natural Language to Template

Developers describe what they need in plain English. The AI agent translates intent into a fully structured Kro ResourceGraphDefinition.

Kro & Knodex Best Practices

Every generated template follows Kro conventions. Proper annotations, resource dependencies, and Knodex catalog metadata are applied automatically.

Compliance-Aware Generation

Templates are validated against your OPA Gatekeeper constraints before they're even committed. Non-compliant resources never make it to the cluster.

Annotation Auto-Enrichment

The agent adds required labels, annotations, and metadata so templates are instantly catalog-ready. No manual tagging needed.

Secure by Default

Generated templates inherit your organization's security policies. Resource limits, network policies, and RBAC bindings are baked in from the start.

Iterative Refinement

Developers can refine templates through conversation: adjust resource sizing, add dependencies, or change configurations without touching YAML.

Generate Templates with AI

Stop writing YAML from scratch. Let your developers focus on what they need, not how to define it.