The power of LLMs to solve real-world problems is undeniable, but unfortunately, in some cases, only theoretical. What’s stopping us from getting the most out of OpenAI’s text completion capabilities in production apps? One common problem is the inability to confidently guard against bad outputs in production the way we’re used to doing with non-AI test suites. Let’s go one step deeper. There is no equivalent of code coverage for an LLM.

Progressive delivery is an advanced deployment method that allows you to gradually shift production traffic to a new version with zero downtime. Argo Rollouts is a Kubernetes controller that enables you to perform progressive deployments such as blue/green and canaries on your Kubernetes cluster. At Codefresh, we love Argo Rollouts and have covered several use cases so far such as smoke tests, metrics, config-maps and even performing deployments for multiple microservices.

Cloudsmith Navigator: a free tool designed to help software engineering teams select the best OSS packages for their projects.

The testing pyramid model untangles the complexity of software testing by fitting it into an efficient hierarchical structure. By focusing on unit tests at the base, integration tests in the middle, and end-to-end tests at the top, the testing pyramid ensures that most testing efforts are spent on tests that are fast, reliable, and easy to maintain. This allows for quicker iterations, improved code quality, and more stable releases.

Glimpse the golden insights Cloudsmith’s logs offer and see how easy it is to pull and analyze them like a pro.

Continuous delivery (CD) is an application development practice that involves automatically preparing code changes for release to a production environment. Combined with continuous integration (CI), continuous delivery is a key aspect of modern software development. Together, these two practices are known as CI/CD. Properly implemented CI enables developers to deploy any code change to testing and production environments late in the software development lifecycle (SDLC).

An LLM hallucination occurs when a large language model (LLM) generates a response that is either factually incorrect, nonsensical, or disconnected from the input prompt. Hallucinations are a byproduct of the probabilistic nature of language models, which generate responses based on patterns learned from vast datasets rather than factual understanding.

Microservices architecture is a method of developing software systems that structures an application as a collection of loosely coupled services, each focusing on a single function or business capability. Each service operates within a discrete, confined context, communicating with other services through well-defined interfaces — typically APIs.

One of our core motivations in building Cloudsmith is to make software developers' lives easier. We want Cloudsmith to be one of those great products that feels intuitive and automates everything. As we’re picking up more and larger customers, we’re seeing an increased need for migration tools. We want to make it as easy as possible for teams who are stuck using JFrog Artifactory, or Sonatype Nexus, or other legacy tools to move over to the joy of SaaS artifact management using Cloudsmith.

Kubernetes, often abbreviated as K8s, is a powerful container orchestration platform that has revolutionized the way modern applications are developed, deployed, and managed. At its core, Kubernetes relies on several conceptual pillars that form the foundation of its design and functionality. Let’s delve into these fundamental principles that underpin Kubernetes.