Kuberns AI agent
Kuberns uses an agent-first workflow for new application and environment creation. A temporary agent host examines the selected source, determines deployment requirements, and returns a structured configuration to the Kuberns backend.
The agent is a provisioning step, not the long-running application runtime. After it completes or fails, Kuberns cleans up the temporary agent infrastructure.
What the agent detects
The agent can report:
- Framework and runtime details.
- Application root and dependency-file paths.
- Web port.
- Base image and runtime packages.
- Pre-build and post-build commands.
- Procfile-style process commands.
- Required environment-variable names.
- Required servers, workers, databases, queues, and caches.
- Generated Dockerfiles and deployable image references.
Kuberns stores the accepted result, provisions resources, and hands the environment to the standard build and deployment pipeline.