This article discusses the two critical components of an ML model's lifecycle: model serve and monitor. The article covers the flow of concepts from introduction, tooling, GCP service, and how to use it at scale in an ML system engineering article. It explainsthe differences between offline model s.. read more  

OpenAI's Codex, a model trained on 10 million GitHub repositories, can generate code for several programming languages including JavaScript, Python, and Terraform. While the potential for AI-generated code seems exciting, there are limitations to this technology such as generating invalid code or c.. read more  

Researchers from SentinelLabs have discovered a new toolset,AlienFox, that can harvest credentials across multiple cloud service providers, making it a comprehensive tool in the arsenal of cloud spammers. This modular toolset includes a source code archive and can also be used to automate spam camp.. read more  

This post features a collection of fun and useful command line tools, including a typewriter simulator and a rainbow terminal command, as well as a cautionary note about forkbombs. It also includes a multi-user simulation of early internet BBSs and a cool ASCII flame art tutorial... read more  

GitHub Copilot is the winner when it comes to language- and IDE support. However, if you are working in the AWS environment, Amazon CodeWhisperer is probably for you... read more  

The article discusses the implications of assuming a Linux installation while writing tutorials and guides for POSIX and Unix tools. While Linux is dominant, it's still useful to be aware of the differences in behavior of the shell, its utilities, and the C standard library. The article outlines so.. read more  

This article discusses log aggregation, which is the process of collecting and standardizing log events from various sources across an IT infrastructure for faster log analysis. The benefits of log aggregation include centralized location, the ability to turn text files into meaningful data, better.. read more  

TLDR: Kyverno enables codifying organizational policies into YAML files to validate and enforce security best practices for Kubernetes. It functions as a policy engine designed for Kubernetes to validate, mutate, and generate configuration. Users can manage code policies using familiar tools and app.. read more  

Burstable nodes are a cost-effective solution for underutilized CPU workloads; they allow temporarily bursting CPU usage beyond the guaranteed amount. However, watch out for "baseline" versus "burst" CPU numbers, variable credit usage, and potential extra charge for extended bursting. Different clo.. read more  

The AWS Load Balancer Controller's naming convention breaks the established conventions in the Kubernetes community. The article explains the confusion surrounding the AWS Load Balancer's provisioning and offers tips for troubleshooting. It also discusses the legacy AWS Cloud Provider default load .. read more