Posts Tagged ai

Running models from Hugging Face on Amazon SageMaker is a popular deployment option for AI/ML services. While the SageMaker console allows for provisioning these cloud resources, this deployment pattern is labor intensive to document and vulnerable to human errors when reproducing as a regular operations practice. Infrastructure as Code (IaC) offers a reliable and easy to duplicate deployment practice. By developing this IaC with Pulumi, practitioners can choose to write their infrastructure code in Python and seamlessly develop both AI application code and IaC code in the same language.

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The AI industry is stealing the show as tech’s goldrush of the ’20s. Just looking at ChatGPT’s record setting user growth, and rapid 3rd party integration by top brands, it is not surprising the hype suggests this is the beginning of a major digital transformation.

However, using AI/ML in your own products has some major challenges and obstacles. Below is a diagram of the end to end workflow of building and using an AI model: preparing the data, training a model, fine-tuning a model, hosting and running a model, building a backend service to serve the model, and building the user interface that interacts with the model. Most AI engineers are only involved in a few steps of the process. However, there is one challenge that is common across the entire workflow: creating and managing the cloud infrastructure is hard.

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Pulumi Cloud Resource Search AI assist functionality is now generally available to all organizations! In addition we have shipped some improvements to the feature to make it easier to use and more discoverable: a toggle on the search bar, suggested queries and an “I’m Feeling Lucky” button to generate a random query for you.

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Pulumi AI harnesses a form of generative AI, known as large language models, to help you discover, learn, and use new cloud infrastructure APIs with ease. Think of Pulumi AI as a sophisticated compass, guiding you through the ever-changing landscape of cloud infrastructure and pointing you in the direction of the most suitable solutions for your unique requirements.

In this blog post, we’ll explore our recent enhancements to Pulumi AI, focusing on how we’ve integrated Pulumi Package schema data to generate more accurate and relevant Pulumi programs. We’ll also share examples showcasing the improvements and how they can benefit your infrastructure as code journey.

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We recently released Pulumi AI, a purpose-built AI Assistant that can create cloud infrastructure using Pulumi. It builds on the power of Large Language Models (LLMs) and GPT to dramatically reduce the time it takes to discover, learn and use new cloud infrastructure APIs.

We’ve seen amazing engagement and stories from Pulumi users about the impact this tool has had for them over the past few weeks. In this post, we’ll dive deeper into this new technology, and share why we and so many other Pulumi users are so excited about Pulumi AI.

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We’ve seen incredible acceleration of cloud adoption over the past 5 years. Pulumi’s flagship open source IaC solution gives engineers great tools to scale up their cloud infrastructure using the same programming languages and tools they already know and love. As a result, thousands of companies of every size and scale have adopted Pulumi as a lynchpin of their cloud infrastructure strategy.

Today we’re excited to announce Pulumi Insights, the next major productivity enhancement for infrastructure as code. Pulumi Insights provides intelligence, search, and analytics over any infrastructure, in any cloud across your organization, leveraging the latest advances in generative AI and Large Language Models (LLMs). Whether you have an AWS VPC, a Kubernetes CRD, or a DataDog alarm definition, Pulumi Insights enables you to intelligently find and interact with all of your resources from within the Pulumi Cloud.

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Today we are launching Pulumi Team Edition, a new way for teams to adopt and use Pulumi and the Pulumi Service to collaborate on building, managing and deploying cloud infrastructure as code. Pulumi Team Edition is priced based on the number of cloud resources under management, with a generous free tier to ensure that teams can get up and running with Pulumi Team Edition at no cost.

Pulumi Enterprise Edition, which offers larger organizations advanced security, policy, access control, support and billing options, is also now available with usage-based pricing, including prepaid options with bulk discounts available.

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