Kubernetesでアプリの安定稼働と高頻度のアップデートを両立するためのプラクティス / Best Practices for Applications on Kubernetes�to Achieve Both Frequent Updates and Stability
Rapidly self-serve the assembly of customized dashboards in minutes - without the need for advanced coding or design experience - to create flexible and scalable, Python enabled data visualization applications Use a few lines of simple configuration to create complex dashboards, which are automatically assembled utilizing libraries such as Plotly and Dash, with inbuilt coding and design best pract
AWS News Blog Amazon Bedrock Is Now Generally Available – Build and Scale Generative AI Applications with Foundation Models Update October 10, 2023 — Amazon Bedrock is now available in 3 regions globally: US East (N. Virginia), US West (Oregon), and Asia Pacific (Tokyo). This April, we announced Amazon Bedrock as part of a set of new tools for building with generative AI on AWS. Amazon Bedrock is
We want to empower you to experiment with LLM models, build your own applications, and discover untapped problem spaces. That’s why we sat down with GitHub’s Alireza Goudarzi, a senior machine learning researcher, and Albert Ziegler, a principal machine learning engineer, to discuss the emerging architecture of today’s LLMs. In this post, we’ll cover five major steps to building your own LLM app,
[ GitHub | Notebook | Anyscale Endpoints | Ray Docs] · 55 min read Note: Check out the new evaluation reports and cost analysis with mixtral-8x7b-instruct-v0.1 and our data flywheel workflow to continuously improve our RAG applications. In this guide, we will learn how to: 💻 Develop a retrieval augmented generation (RAG) based LLM application from scratch. 🚀 Scale the major workloads (load, ch
This article covers the following “hyperparameters” sorted by their relevant stage. In the ingestion stage of a RAG pipeline, you can achieve performance improvements by: Data cleaningChunkingEmbedding modelsMetadataMulti-indexingIndexing algorithmsAnd in the inferencing stage (retrieval and generation), you can tune: Query transformationsRetrieval parametersAdvanced retrieval strategiesRe-ranking
It’s the start of a new year and perhaps you’re looking to break into the RAG scene by building your very first RAG system. Or, maybe you’ve built Basic RAG systems and are now looking to enhance them to something more advanced in order to better handle your user’s queries and data structures. In either case, knowing where or how to begin may be a challenge in and of itself! If that’s true, then h
Researchers at Microsoft have been working for nearly a decade to address the increasing demand for data storage mechanisms to support the rapid advances in interactive web applications and services. Our new cache-store system called Garnet, which offers several advantages over legacy cache-stores, has been deployed in multiple use cases at Microsoft, such as those in the Windows & Web Experiences
Building towards a new default rendering model for web applicationsA look at Partial Prerendering with Next.js 14 on Vercel. At this year’s Next.js Conf, we discussed the developer and user experience challenges of global delivery of dynamic web applications. How can we fetch data without expensive waterfalls and also deliver content directly from the edge? The answer to all of these current chall
Learn methods like sentence-window retrieval and auto-merging retrieval, improving your RAG pipeline's performance beyond the baseline.Learn evaluation best practices to streamline your process, and iteratively build a robust system.Dive into the RAG triad for evaluating the relevance and truthfulness of an LLM's response:Context Relevance, Groundedness, and Answer Relevance. Retrieval Augmented G
Using localStorage in Modern Applications: A Comprehensive Guide When it comes to client-side storage in web applications, the localStorage API stands out as a simple and widely supported solution. It allows developers to store key-value pairs directly in a user's browser. In this article, we will explore the various aspects of the localStorage API, its advantages, limitations, and alternative sto
When a single-page application needs to fetch data from a remote source, it needs to do so while remaining responsive and providing feedback to the user during an often slow query. Five patterns help with this. Asynchronous State Handler wraps these queries with meta-queries for the state of the query. Parallel Data Fetching minimizes wait time. Fallback Markup specifies fallback displays in marku
This website uses cookies to analyze our traffic and only share that information with our analytics partners. Accept The OWASP Top 10 for Large Language Model Applications project aims to educate developers, designers, architects, managers, and organizations about the potential security risks when deploying and managing Large Language Models (LLMs). The project provides a list of the top 10 most c
AWS DevOps Blog Import entire applications into AWS CloudFormation AWS Infrastructure as Code (IaC) enables customers to manage, model, and provision infrastructure at scale. You can declare your infrastructure as code in YAML or JSON by using AWS CloudFormation, in a general purpose programming language using the AWS Cloud Development Kit (CDK), or visually using Application Composer. IaC configu
Amazon CloudFront announces managed cache policies for web applications Amazon CloudFront announces two new managed cache policies, UseOriginCacheControlHeaders and UseOriginCacheControlHeaders-QueryStrings, for dynamically generated websites and applications that return Cache-Control headers. With the new managed cache policies, CloudFront caches content based on the Cache-Control headers returne
AWS Compute Blog Re-platforming Java applications using the updated AWS Serverless Java Container This post is written by Dennis Kieselhorst, Principal Solutions Architect. The combination of portability, efficiency, community, and breadth of features has made Java a popular choice for businesses to build their applications for over 25 years. The introduction of serverless functions, pioneered by
Yahya Sinwar, Mohammed Diab Ibrahim Al-Masri (Deif), Ismail Haniyeh On the basis of evidence collected and examined by my Office, I have reasonable grounds to believe that Yahya SINWAR (Head of the Islamic Resistance Movement (“Hamas”) in the Gaza Strip), Mohammed Diab Ibrahim AL-MASRI, more commonly known as DEIF (Commander-in-Chief of the military wing of Hamas, known as the Al-Qassam Brigades),
AWS Machine Learning Blog Personalize your generative AI applications with Amazon SageMaker Feature Store Large language models (LLMs) are revolutionizing fields like search engines, natural language processing (NLP), healthcare, robotics, and code generation. The applications also extend into retail, where they can enhance customer experiences through dynamic chatbots and AI assistants, and into
The FBI, the Defense Criminal Investigative Service, and the Department of Commerce's Office of Export Enforcement have published a public service announcement (the “PSA”) for individuals and businesses to better understand and guard against the 911 S5 residential proxy service and botnet. The PSA is available at ic3.gov/Media/Y2024/PSA240529. As explained in the PSA, 911 S5 began operating in May
AWS News Blog Build generative AI applications with Amazon Bedrock Studio (preview) Today, we’re introducing Amazon Bedrock Studio, a new web-based generative artificial intelligence (generative AI) development experience, in public preview. Amazon Bedrock Studio accelerates the development of generative AI applications by providing a rapid prototyping environment with key Amazon Bedrock features,
Over the past few months, I have been thinking a lot about workflows to automatically and dynamically improve LLM applications using production data. This stems from our research on validating data quality in LLM pipelines and applications—which is starting to be productionized in both vertical AI applications and LLMOps companies. (I am always very thankful to the teams in industry who find my wo
Back to blog CheerpJ 3.0 now available A WebAssembly JVM to run real-world applications in the browser CheerpJ 3.0, a state-of-the-art WebAssembly JVM that runs in the browser, is now available! In this post, we’ll give an overview of what CheerpJ is, what this new major release brings, and share an exciting demo we’ve been working on. CheerpJ 3.0 replaces CheerpJ 2.3 as our long-term supported ve
Introduction GenAI applications are those that use large language models (LLMs) to generate natural language texts or perform natural language understanding tasks. LLMs are powerful tools that can enable various scenarios such as content creation, summarization, translation, question answering, and conversational agents. However, LLMs also pose significant security challenges that need to be addre
AWS Machine Learning Blog Evaluate the reliability of Retrieval Augmented Generation applications using Amazon Bedrock Retrieval Augmented Generation (RAG) is a technique that enhances large language models (LLMs) by incorporating external knowledge sources. It allows LLMs to reference authoritative knowledge bases or internal repositories before generating responses, producing output tailored to
Philosophy We strive to create an environment conducive to many different types of research across many different time scales and levels of risk. Learn more about our Philosophy Learn more
AWS News Blog Amazon EKS Pod Identity simplifies IAM permissions for applications on Amazon EKS clusters Starting today, you can use Amazon EKS Pod Identity to simplify your applications that access AWS services. This enhancement provides you with a seamless and easy to configure experience that lets you define required IAM permissions for your applications in Amazon Elastic Kubernetes Service (Am
AWS News Blog Build enterprise-grade applications with natural language using AWS App Studio (preview) Organizations often struggle to solve their business problems in areas like claims processing, inventory tracking, and project approvals. Custom business applications could provide a solution to solve these problems and help an organization work more effectively, but have historically required a
Today, Amazon Elastic Container Service (Amazon ECS) enhanced tasks scheduling to make customers’ applications even more resilient to unpredictable load spikes. Now, Amazon ECS will first start a healthy replacement for each unhealthy task, that failed to pass a container or load balancer health check, before terminating it. This enhancement increases the resilience of customers’ applications with
Precision Medicine Market Projected to Reach USD 159.77 Billion by 2032, Exhibiting a Remarkable CAGR of 12.5%: Analysis of Technological Advancements, Therapeutic Applications, and Strategic Industry Growth Factors 03-15-2024 05:37 PM CET | Health & Medicine Press release from: Market Research Future (MRFR) / PR Agency: Market Research Future (MRFR) Market Overview The precision medicine market h
Networking & Content Delivery Managing global AWS Local Zones applications with Amazon Route 53 Geoproximity routing In an earlier post, we discussed how the hub-and-spoke architecture introduced by Local Zones unlocks more choices than ever for geographies where lower latency access can be introduced. Through workload placement techniques offered by service mesh technology for “east-west traffic”
Amazon CloudFront announces managed cache policies for web applications Amazon CloudFront announces two new managed cache policies, UseOriginCacheControlHeaders and UseOriginCacheControlHeaders-QueryStrings, for dynamically generated websites and applications that return Cache-Control headers. With the new managed cache policies, CloudFront caches content based on the Cache-Control headers returne
More post series:1. File descriptors, pipes, terminals, user sessions, process groups and daemons2. Linux Page Cache mini book3. Resolvers and Dual-Stack applications new What every SRE should know about GNU/Linux resolvers and Dual-Stack applications #In this series of posts, I’d like to make a deep dive into the GNU/Linux local facilities used to convert a domain name or hostname into IP address
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