TechCrunch

MAY 3, 2022

The modern architecture of databases makes this complicated, with information potentially distributed across Kubernetes containers, Lambda, ECS and EC2 and more.

Data 192

Data Artificial Inteligence Lambda Analytics 192

AWS Machine Learning - AI

NOVEMBER 14, 2024

Architecture The following figure shows the architecture of the solution. The user’s request is sent to AWS API Gateway , which triggers a Lambda function to interact with Amazon Bedrock using Anthropic’s Claude Instant V1 FM to process the user’s request and generate a natural language response of the place location.

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Artificial Inteligence Generative AI Travel AWS 102

AWS Machine Learning - AI

MAY 30, 2024

In this post, we describe how CBRE partnered with AWS Prototyping to develop a custom query environment allowing natural language query (NLQ) prompts by using Amazon Bedrock, AWS Lambda , Amazon Relational Database Service (Amazon RDS), and Amazon OpenSearch Service. A Lambda function with business logic invokes the primary Lambda function.

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AWS Lambda Performance Artificial Inteligence 122

Xebia

MAY 2, 2023

AWS CDK is specifically designed for provisioning AWS resources and provides a more AWS-centric approach, with AWS-specific constructs, libraries, and APIs that allow you to define AWS resources in a more native way. Vpc level 2 construct. ClusterHandler is a Lambda function for interacting with EKS API to manage the cluster lifecycle.

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AWS Infrastructure Applications Construction 130

AWS Machine Learning - AI

MAY 17, 2024

With prompt chaining, you construct a set of smaller subtasks as individual prompts. The application uses event-driven architecture (EDA), a powerful software design pattern that you can use to build decoupled systems by communicating through events. It invokes an AWS Lambda function with a token and waits for the token.

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Generative AI Artificial Inteligence Systems Review Software Review 129

AWS Machine Learning - AI

MARCH 7, 2024

The following diagram provides a simplified view of the solution architecture and highlights the key elements. The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow. Constructs a request payload for the Amazon Bedrock InvokeModel API. Invokes the Amazon Bedrock InvokeModel API action.

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AWS Lambda Generative AI Report 132

Mike Roberts

NOVEMBER 16, 2017

Scaling and State This is Part 9 of Learning Lambda, a tutorial series about engineering using AWS Lambda. So far in this series we’ve only been talking about processing a small number of events with Lambda, one after the other. Finally I mention Lambda’s limited, but not trivial, vertical scaling capability.

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Lambda Software Review AWS Serverless 52

Stackery

APRIL 11, 2019

Lately, I’ve seen some talk about an architectural pattern that I believe will become prevalent in the near future. It will scale just fine… unless you hit your account-wide Lambda limit. 6.10, which is approaching EOL for AWS Lambda? I then sift through all this data to identify patterns and trends. What if that’s Node.js

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Serverless Lambda AWS Banking 104

Xebia

AUGUST 29, 2023

A target group can refer to Instances, IP addresses, a Lambda function or an Application Load Balancer. Participants were happy with the service abstraction cross EC2 / EKS / Lambda allowing inter-connectivity between different stacks without worrying about the underlying details. However, it does have consequences.

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AWS Load Balancer Microservices Lambda 130

CloudGeometry

FEBRUARY 7, 2022

Behind the curtain, selling essentially the same software to different users and companies, again and again, relies on a distinct product architecture: secure multi-tenancy. Tenant isolation is the keystone of the SaaS architecture, holding it all together and keeping it up and running. Let’s take a closer look.

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Honeycomb

MARCH 5, 2024

In this post, I describe how to send OpenTelemetry (OTel) data from an AWS Lambda instance to Honeycomb. I will be showing these steps using a Lambda written in Python and created and deployed using AWS Serverless Application Model (AWS SAM). Add OTel and Honeycomb environment variables to your template configuration for your Lambda.

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Lambda AWS Data Serverless 52

AWS Machine Learning - AI

MARCH 7, 2025

In this post, we describe the development journey of the generative AI companion for Mozart, the data, the architecture, and the evaluation of the pipeline. The following diagram illustrates the solution architecture. For constructing the tracked difference format, containing redlines, Verisk used a non-FM based solution.

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Generative AI Technical Review Insurance Policies 81

CIO

APRIL 25, 2023

Five years later, transformer architecture has evolved to create powerful models such as ChatGPT. ChatGPT was trained with 175 billion parameters; for comparison, GPT-2 was 1.5B (2019), Google’s LaMBDA was 137B (2021), and Google’s BERT was 0.3B (2018). GPT stands for generative pre-trained transformer.

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AWS Machine Learning - AI

SEPTEMBER 20, 2024

If required, the agent invokes one of two Lambda functions to perform a web search: SerpAPI for up-to-date events or Tavily AI for web research-heavy questions. The Lambda function retrieves the API secrets securely from Secrets Manager, calls the appropriate search API, and processes the results.

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Generative AI Lambda Applications AWS 102

AWS Machine Learning - AI

MAY 7, 2024

Generative AI CDK Constructs , an open-source extension of AWS CDK, provides well-architected multi-service patterns to quickly and efficiently create repeatable infrastructure required for generative AI projects on AWS. Transcripts are then stored in the project’s S3 bucket under /transcriptions/TranscribeOutput/.

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Artificial Inteligence Meeting AWS Generative AI 122

Mike Roberts

DECEMBER 13, 2017

Lambda is a wonderful platform. The problems In Learning Lambda Part 9 , I described Lambda’s scaling behavior? Lambda can overwhelm downstream resources that do not have similar scaling properties. A thousand-times scaled Lambda could easily cause significant performance problems to a modest SQL database server.

Lambda 40

Lambda AWS Architecture Microservices 40

Mike Roberts

DECEMBER 13, 2017

Lambda is a wonderful platform. The problems In Learning Lambda Part 9 , I described Lambda’s scaling behavior? Lambda can overwhelm downstream resources that do not have similar scaling properties. A thousand-times scaled Lambda could easily cause significant performance problems to a modest SQL database server.

Lambda 40

Lambda AWS Architecture Microservices 40

Mike Roberts

NOVEMBER 16, 2017

Scaling and State This is Part 9 of Learning Lambda, a tutorial series about engineering using AWS Lambda. So far in this series we’ve only been talking about processing a small number of events with Lambda, one after the other. Finally I mention Lambda’s limited, but not trivial, vertical scaling capability.

Lambda 40

Lambda Software Review AWS Serverless 40

AWS Machine Learning - AI

SEPTEMBER 6, 2024

Understanding the intrinsic value of data network effects, Vidmob constructed a product and operational system architecture designed to be the industry’s most comprehensive RLHF solution for marketing creatives. Dynamo DB stores the query and the session ID, which is then passed to a Lambda function as a DynamoDB event notification.

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Generative AI Artificial Inteligence Data AWS 113

AWS Machine Learning - AI

AUGUST 15, 2024

Figure 1: QnABot Architecture Diagram The high-level process flow for the solution components deployed with the CloudFormation template is as follows: The admin deploys the solution into their AWS account, opens the Content Designer UI or Amazon Lex web client, and uses Amazon Cognito to authenticate.

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Artificial Inteligence Generative AI Knowledge Base Lambda 119

AWS Machine Learning - AI

DECEMBER 6, 2023

Then we introduce you to a more versatile architecture that overcomes these limitations. We also present a more versatile architecture that overcomes these limitations. In practice, we implemented this solution as outlined in the following detailed architecture. The search precision can also be improved with metadata filtering.

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Artificial Inteligence Analytics Knowledge Base Lambda 118

AWS Machine Learning - AI

SEPTEMBER 4, 2024

The agent queries the product information stored in an Amazon DynamoDB table, using an API implemented as an AWS Lambda function. The following diagram illustrates the solution architecture. The agent uses an API backed by Lambda to get product information. Lastly, the Lambda function looks up product data from DynamoDB.

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AWS Machine Learning - AI

OCTOBER 14, 2024

The application architecture for building the example chat-based Generative AI Claims application with fine-grained access controls is shown in the following diagram. The application architecture flow is as follows: User accesses the Generative AI Claims web application (App).

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AWS Machine Learning - AI

JUNE 21, 2024

Solution overview eSentire customers expect rigorous security and privacy controls for their sensitive data, which requires an architecture that doesn’t share data with external large language model (LLM) providers. The following diagram visualizes the architecture diagram and workflow.

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Artificial Inteligence Generative AI AWS Serverless 114

AWS Machine Learning - AI

OCTOBER 24, 2024

The agent can recommend software and architecture design best practices using the AWS Well-Architected Framework for the overall system design. Create and associate an action group with an API schema and a Lambda function. Delete the Lambda function. Examples given later in the post.) Create, invoke, test, and deploy the agent.

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Generative AI Artificial Inteligence Applications Knowledge Base 89

O'Reilly Media - Ideas

MAY 19, 2020

So we constructed a survey and ran it earlier this year: from January 9th through January 31st, 2020. Interestingly, multi-cloud, or the use of multiple cloud computing and storage services in a single homogeneous network architecture, had the fewest users (24% of the respondents). All told, we received 1,283 responses.

Cloud 144

Cloud Microservices Serverless Survey 144

Stackery

JULY 1, 2020

Modern applications are constructed via collections of managed services. Lambda Function ? In the above example, we are adding permission for a Lambda Function to create, read, update, and delete items inside the table. Cloud applications have three core infosec needs: resource-level access controls. secrets management.

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Stackery

DECEMBER 6, 2019

Tod introduced a high-level sample architecture for SaaS with serverless: web application (in this case, React hosting in an S3 Bucket) ? and the actual application services; in this case, a Lambda Function. The architecture went something like this: Tenant 1 and 2 ? tenant context, role, etc) Custom authorizer Lambda.

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AWS Machine Learning - AI

OCTOBER 2, 2024

You can securely integrate and deploy generative AI capabilities into your applications using services such as AWS Lambda , enabling seamless data management, monitoring, and compliance (for more details, see Monitoring and observability ). The following diagram illustrates these options.

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Generative AI Artificial Inteligence AWS Government 113

O'Reilly Media - Ideas

JANUARY 14, 2020

, authors Mike Roberts and John Chapin identify the core insight that makes serverless unique: With a fully serverless app, you are no longer thinking about any part of your architecture as a resource running on a host. AWS Lambda is the canonical example and can be invoked from applications directly or triggered by other AWS services.

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Serverless Lambda AWS Architecture 59

Stackery

AUGUST 15, 2019

Engineers have an overarching goal of using these skills to construct experiences that enable end-users to complete a task successfully and they hope to provide enjoyment and comfort along the way. Solving the hardest software problems we face usually means adopting the best architectural patterns available.

Software Engineering 49

Software Engineering Engineering Software Serverless 49

Altexsoft

JUNE 1, 2020

You will also learn what are the essential building blocks of a data lake architecture, and what cloud-based data lake options are available on AWS, Azure, and GCP. Data Lake Architecture. Cloud Data Lake Architectures: The Big Three. What Is a Data Lake? When creating a data lake, you can create it as a single repository.

Data 69

Data Cloud Azure Technical Review 69

Capgemini

DECEMBER 10, 2020

This utilizes AWS Step Functions to sequence AWS Lambda Functions in a serverless way. The planning and construction took longer than building a standard, non-configurable venue, but the payoff is a space that adapts to various needs – without having to build a whole new theater for each. It’s pretty cool, and clean.

Analytics 52

Analytics Cloud AWS Serverless 52

AWS Machine Learning - AI

SEPTEMBER 12, 2024

Llama 3 uses a decoder-only transformer architecture and new tokenizer that provides improved model performance with 128K size. Solution overview You will construct a RAG QnA system on a SageMaker notebook using the Llama3-8B model and BGE Large embedding model.

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Artificial Inteligence Applications Generative AI AWS 124

Modus Create

OCTOBER 1, 2019

Ionic 4 web components retain native-like platform UX, allowing engineers the freedom to construct layouts instead of worrying about inconsistencies. While Workers share similarities with other serverless compute providers like AWS Lambda, there are places where we can easily distinguish the differences.

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AWS Machine Learning - AI

APRIL 8, 2024

The following diagram shows the step-by-step architecture of this solution outlined in the following sections. load_data() Build the index: The key feature of LlamaIndex is its ability to construct organized indexes over data, which is represented as documents or nodes. The indexing facilitates efficient querying over the data.

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Artificial Inteligence Applications Knowledge Base AWS 115

Apiumhub

APRIL 12, 2023

That is to say, that code written in Java would not need to be compiled into native code specific to an exact computer architecture. As previously mentioned, Spring Boot applications leverage dependency injection to construct and populate objects in the system without the developer having to write this wiring code out themselves.

Software Review 73

Software Review Systems Review Virtualization Programming 73