Whether you're building the next massive AI platform, encoding thousands of images, or a hundreds of other use cases, the ability to quickly create ephemeral tasks can be a game changer for engineers solving complex tasks.

No, I'm not talking about 'OpenAI', though you certainly can use it to assist in your API designs. I'm talking about the OpenAPI standard, a modern spec for defining REST APIs. If you're reading this, I probably don't need to tell you that REST APIs are ubiquitous in tech. Practically every company has at least one, whether it be an internal or customer facing API. While other types of APIs have been gaining traction the last few years (GraphQL, gRPC, etc), REST is here to stay.

At Cycle, we've taken a distinctive approach to VPN services, integrating them at the environment level of our platform. In a landscape where complexity can escalate quickly, anchoring each VPN to an environment–a VPC spanning the nodes of a cluster– simplifies management and maintains a high level of isolation.

Proper backups are universally acknowledged as essential, yet they grow increasingly tedious and prone to error as DevOps complexity escalates. While some managed database services offer automated backup solutions, the scope of your backup requirements is likely to expand as the business and products scale. There's a considerable chance you'll find yourself hosting your own databases or stateful services, a task that can seem daunting in its demand for precision and reliability.