Kuberns and direct AWS

Kuberns provisions AWS-backed infrastructure but presents a PaaS workflow. Direct AWS use exposes individual cloud services and their full configuration surface.

Consideration	Kuberns approach
Source analysis	Temporary AI deployment agent.
Build and release	Managed CodeBuild, image, and deployment workflows in the backend.
Compute operations	Resource plans, topology, scaling, and lifecycle controls.
Access	Kuberns service roles rather than direct AWS console access.
Domains	Dashboard workflow for DNS verification, Elastic IP where required, and SSL.
Monitoring	Kuberns logs, metrics, activities, diagnostics, and healing layers.

Choose direct AWS when the workload requires cloud-service features or account-level control that Kuberns does not expose. Choose Kuberns when the supported platform abstraction fits and the team wants to reduce infrastructure assembly and operation.