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The latest News and Information on Continuous Integration and Development, and related technologies.

Test and deploy containerized PyTorch models to Heroku

PyTorch is an open source machine learning (ML) framework that makes it easy for researchers and developers to move their projects from prototyping to production. With PyTorch, you don’t have to learn complex C++ code - you can use regular Python for your ML projects. This makes it a great choice for anyone who wants to get started quickly and easily with ML.

Unlocking DevOps Strategies, Insights, and Best Practices for Seamless Software Delivery

software quickly and reliably is crucial for staying competitive. DevOps, a set of practices that combines software development (Dev) and IT operations (Ops), aims to shorten the development lifecycle and provide continuous delivery with high software quality. Here, we explore strategies, insights, and best practices to unlock the full potential of DevOps for seamless software delivery.

Automated rollbacks and release orchestration on CircleCI

CircleCI releases gives your development team greater confidence by bringing visibility, control and risk mitigation to the deploy and release process. In this video, we walk you through a typical deployment workflow to Kubernetes highlighting the powerful release orchestration capabilities designed to extend our platform into your staging and deployment environments including release and environment tracking, canary rollouts, and easy rollbacks directly from the CircleCI UI.

Taking a GenAI Project to Production

Generative AI and Large Language Models (LLMs) are the new revolution of Artificial Intelligence, bringing the world capabilities that we could only dream about less than two years ago. Unlike previous milestones, such as Deep Learning, in the current AI revolution, everything is happening faster than ever before. Many feel that the train is about to leave the station, and since we are talking about bullet trains – every day matters.

What is OSS?

Open source software (OSS) is a type of software with source code that can be published, reused, modified, and redistributed free of charge. This approach to building, maintaining, and distributing software has benefits for businesses and end users alike. In this article, you will learn what OSS is, its benefits for the software community, and the differences between different open source licenses.

What is Mean Time to Repair (MTTR)?

Mean time to repair (MTTR) is a metric used to measure the average time required to diagnose and fix a malfunctioning system or component, ensuring it returns to full operational status. In software development, downtime halts user access and disrupts operations, leading to customer dissatisfaction and financial losses. In manufacturing, it slows production, affecting supply chains and profitability. In healthcare, downtime can compromise patient care and safety.