High Scalability

FEBRUARY 22, 2019

PaulDJohnston : Lambda done badly is still better than Kubernetes done well. Don't miss all that the Internet has to say on Scalability, click below and become eventually consistent with all scalability knowledge (which means this post has many more items to read so please keep on reading).

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Scalability Internet Software Review Lambda 15

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 Machine Learning - AI

NOVEMBER 14, 2024

This innovative service goes beyond traditional trip planning methods, offering real-time interaction through a chat-based interface and maintaining scalability, reliability, and data security through AWS native services. Architecture The following figure shows the architecture of the solution.

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Artificial Inteligence Generative AI Travel AWS 109

AWS Machine Learning - AI

MARCH 7, 2024

The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow. Constructs a request payload for the Amazon Bedrock InvokeModel API. Constructs a request payload for the Amazon Bedrock InvokeModel API. The Step Functions workflow invokes a Lambda function to generate a status report.

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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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AWS Machine Learning - AI

MARCH 7, 2025

This action invokes an AWS Lambda function to retrieve the document embeddings from the OpenSearch Service database and present them to Anthropics Claude 3 Sonnet FM, which is accessed through Amazon Bedrock. For constructing the tracked difference format, containing redlines, Verisk used a non-FM based solution. Tarik Makota is a Sr.

Generative AI 89

Generative AI Technical Review Insurance Policies 89

AWS Machine Learning - AI

MAY 17, 2024

With prompt chaining, you construct a set of smaller subtasks as individual prompts. Then construct an email response based on the sentiment you determine and enclose the email in JSON format. It invokes an AWS Lambda function with a token and waits for the token. Together, these subtasks make up the overall complex task.

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Generative AI Artificial Inteligence Systems Review Software Review 135

Xebia

AUGUST 29, 2023

Transit VPCs are a specific hub-and-spoke network topology that attempts to make VPC peering more scalable. A target group can refer to Instances, IP addresses, a Lambda function or an Application Load Balancer. It is simple and straightforward but does not scale well when the number of VPCs grows.

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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 129

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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O'Reilly Media - Ideas

NOVEMBER 19, 2018

Effective Java, 3rd Edition — Joshua Bloch covers language and library features added in Java 7, 8, and 9, including the functional programming constructs that were added to its object-oriented roots. Many new items have been added, including a chapter devoted to lambdas and streams.

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AWS Machine Learning - AI

OCTOBER 14, 2024

Verified Permissions is a scalable permissions management and authorization service for custom applications built by you. The Claims Agent Helper retrieves claim records from Claims DB and constructs a claims list object. As a result of this region filter on the authorization policy, only open claims for the user’s region are returned.

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Generative AI Applications Lambda Policies 89

CloudGeometry

FEBRUARY 7, 2022

Isolation vs. Authentication & Authorization Isolation is a fundamental choice in a SaaS architecture because security and reliability are not a single construct. Legacy Architecture – the constructs of the legacy architecture that supports an application also directly affect the choice of isolation model.

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Architecture Policies Resources Construction 130

AWS Machine Learning - AI

DECEMBER 6, 2023

A prompt is constructed from the concatenation of a system message with a context that is formed of the relevant chunks of documents extracted in step 2, and the input question itself. We suggest using SQL to store this information and retrieve answers due to its popularity, ease of use, and scalability.

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Artificial Inteligence Analytics Knowledge Base AWS 124

Gorilla Logic

OCTOBER 21, 2022

Scalable : the architecture uses a message queue system to run an arbitrary number of workers. By default, the executor will run inside the scheduler, but production instances will often utilize workers for better scalability. These are the building blocks used to construct tasks. Executor : handles running the tasks.

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Scalability Data Examples Lambda 52

InnovationM

FEBRUARY 9, 2023

For lambda expressions, we are not required to define the method every time for its implementation. For lambda expressions, we are not required to define the method every time for its implementation. Thus, Lambda Expressions ( -> ) in Java are treated as a “Function”. This is a final class present in the “java.util package”.

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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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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. Today, that means adopting “serverless” approaches that handle a lot of scalability and high availability concerns for you.

Software Engineering 49

Software Engineering Engineering Software Serverless 49

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. Further, each stateful connection adds overhead and limits the scalability of databases.

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Confluent

APRIL 30, 2019

release, let’s first examine how a user’s specified processing logic is presented in the constructed Streams processor topology, and why such a topology could be better optimized in the first place. Using the Processor API, you have full control constructing the topology graph by adding processor nodes and connecting them together.

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Applications Construction Software Review Examples 90

O'Reilly Media - Ideas

JANUARY 14, 2020

Serverless also offers an innovative billing model and easier scalability. While AWS Lambda is viewed as the specific technology that kicked off the movement, other vendors offer platforms for reducing operational overhead. For instance, AWS CloudWatch logging costs will increase rapidly as AWS Lambdas write to it.

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Cloud Conformity

MARCH 1, 2019

It’s important that security is looked at from all angles and on multiple levels: before construction with security-led design, during use with proactive risk assessments and after incident mishaps with well-rehearsed and practised plans. Ultimately it is the user’s responsibility when it comes to the security in the cloud.

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AWS Cloud Software Review Infrastructure 40

Modus Create

APRIL 19, 2022

Most popular cloud providers are supported, such as AWS Lambda, Cloudflare, Vercel, or a custom Express server. Instead, they construct a content hierarchy. Software architects responsible for a mission-critical, highly-scalable enterprise project may want to spend time experimenting with Remix.

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AWS Machine Learning - AI

NOVEMBER 20, 2024

Amazon S3 invokes an AWS Lambda function to synchronize the data source with the knowledge base. The Lambda function starts data ingestion by calling the StartIngestionJob API function. A Lambda function retrieves the email content from Amazon S3. This bucket is designated as the knowledge base data source.

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AWS Machine Learning - AI

APRIL 14, 2025

This post demonstrates how enterprises can implement a scalable agentic text-to-SQL solution using Amazon Bedrock Agents , with advanced error-handling tools and automated schema discovery to enhance database query efficiency. The Lambda function sends the query to Athena to execute.

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AWS Machine Learning - AI

MARCH 11, 2025

This architecture uses different AWS Lambda Lambda is a serverless AWS compute service that runs event driven code and automatically manages the compute resources. The first Lambda function, DetectIngredients harnesses the power of Amazon Rekognition by using the Boto3 Python API. Choose Create Lambda function.

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AWS Machine Learning - AI

OCTOBER 21, 2024

In this second part, we dive into the architectural considerations and development lifecycle practices that can help you build robust, scalable, and secure intelligent agents. We also recommend that you get started using our Agent Blueprints construct. Building agents that run tasks requires function definitions and Lambda functions.

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AWS Machine Learning - AI

NOVEMBER 21, 2024

The RAG approach, at this time an established solution to enhance LLMs with private knowledge, is implemented using a blend of AWS services that enable us to streamline the processing, searching, and querying of documents while at same time meeting non-functional requirements related to efficiency, scalability, and reliability.

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AWS Machine Learning - AI

APRIL 24, 2025

The solution uses the data domain to construct prompt inputs for the generative LLM. This mapping is similar in nature to intent classification, and enables the construction of an LLM prompt that is scoped for each input query (described next). Scoping data domain for focused prompt construction This is a divide-and-conquer pattern.

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Artificial Inteligence Enterprise Generative AI Technical Review 54

AWS Machine Learning - AI

NOVEMBER 27, 2024

These resolvers queue moves for processing by AWS Step Functions , providing reliable and scalable game flow management. With seven AWS certifications including ML Specialty, he has helped customers in many industries, including insurance, telecom, utilities, engineering, construction, and real estate.

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