AWS Machine Learning - AI

OCTOBER 29, 2024

We have built a custom observability solution that Amazon Bedrock users can quickly implement using just a few key building blocks and existing logs using FMs, Amazon Bedrock Knowledge Bases , Amazon Bedrock Guardrails , and Amazon Bedrock Agents.

Generative AI 100

Generative AI Applications AWS Knowledge Base 100

AWS Machine Learning - AI

SEPTEMBER 25, 2024

Amazon Bedrock Knowledge Bases is a fully managed capability that helps you implement the entire RAG workflow—from ingestion to retrieval and prompt augmentation—without having to build custom integrations to data sources and manage data flows. Latest innovations in Amazon Bedrock Knowledge Base provide a resolution to this issue.

Knowledge Base 110

Knowledge Base Artificial Inteligence Analysis AWS 110

AWS Machine Learning - AI

MARCH 4, 2025

We demonstrate how to harness the power of LLMs to build an intelligent, scalable system that analyzes architecture documents and generates insightful recommendations based on AWS Well-Architected best practices. This scalability allows for more frequent and comprehensive reviews.

Generative AI 96

Generative AI Technical Review Software Review Systems Review 96

AWS Machine Learning - AI

FEBRUARY 19, 2024

One way to enable more contextual conversations is by linking the chatbot to internal knowledge bases and information systems. Integrating proprietary enterprise data from internal knowledge bases enables chatbots to contextualize their responses to each user’s individual needs and interests.

Knowledge Base 111

Knowledge Base Artificial Inteligence Applications Lambda 111

AWS Machine Learning - AI

AUGUST 5, 2024

Included with Amazon Bedrock is Knowledge Bases for Amazon Bedrock. As a fully managed service, Knowledge Bases for Amazon Bedrock makes it straightforward to set up a Retrieval Augmented Generation (RAG) workflow. With Knowledge Bases for Amazon Bedrock, we first set up a vector database on AWS.

Knowledge Base 100

Knowledge Base Artificial Inteligence Programming Generative AI 100

AWS Machine Learning - AI

NOVEMBER 22, 2024

The map functionality in Step Functions uses arrays to execute multiple tasks concurrently, significantly improving performance and scalability for workflows that involve repetitive operations. Furthermore, our solutions are designed to be scalable, ensuring that they can grow alongside your business.

Generative AI 77

Generative AI AWS Technical Review Backup 77

AWS Machine Learning - AI

SEPTEMBER 24, 2024

We will walk you through deploying and testing these major components of the solution: An AWS CloudFormation stack to set up an Amazon Bedrock knowledge base, where you store the content used by the solution to answer questions. This solution uses Amazon Bedrock LLMs to find answers to questions from your knowledge base.

Knowledge Base 92

Knowledge Base Generative AI Artificial Inteligence Lambda 92

AWS Machine Learning - AI

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. Depending on the use case and data isolation requirements, tenants can have a pooled knowledge base or a siloed one and implement item-level isolation or resource level isolation for the data respectively.

Generative AI 103

Generative AI AWS Artificial Inteligence Enterprise 103

AWS Machine Learning - AI

FEBRUARY 25, 2025

Error retrieval and context gathering The Amazon Bedrock agent forwards these details to an action group that invokes the first AWS Lambda function (see the following Lambda function code ). This contextual information is then sent back to the first Lambda function. Provide the troubleshooting steps to the user.

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Lambda Generative AI AWS Software Review 62

AWS Machine Learning - AI

JULY 11, 2024

Diagram analysis and query generation : The Amazon Bedrock agent forwards the architecture diagram location to an action group that invokes an AWS Lambda. An AWS account with the appropriate IAM permissions to create Amazon Bedrock agents and knowledge bases, Lambda functions, and IAM roles.

Software Review 125

Software Review Infrastructure Lambda Generative AI 125

AWS Machine Learning - AI

APRIL 24, 2024

It uses the provided conversation history, action groups, and knowledge bases to understand the context and determine the necessary tasks. This is based on the instructions that are interpreted by the assistant as per the system prompt and user’s input. Additionally, you can access device historical data or device metrics.

Artificial Inteligence 124

Artificial Inteligence Lambda Knowledge Base IoT 124

AWS Machine Learning - AI

MARCH 13, 2025

The Lambda function spins up an Amazon Bedrock batch processing endpoint and passes the S3 file location. The second Lambda function performs the following tasks: It monitors the batch processing job on Amazon Bedrock. Amazon Bedrock batch processes this single JSONL file, where each row contains input parameters and prompts.

Artificial Inteligence 93

Artificial Inteligence Systems Review System Generative AI 93

Xebia

MARCH 11, 2025

With the rise of AI, you also need a knowledge base. These knowledge bases can be hosted in OpenSearch. For this reason, I developed a Lambda function that would stop the pipeline when no messages are in the queue. The truth is it is easy, but it all depends on how much you care about the data you are ingesting.

AWS 147

AWS Knowledge Base Lambda Serverless 147

AWS Machine Learning - AI

OCTOBER 15, 2024

By using Amazon Bedrock Agents , action groups , and Amazon Bedrock Knowledge Bases , we demonstrate how to build a migration assistant application that rapidly generates migration plans, R-dispositions, and cost estimates for applications migrating to AWS.

Lambda 87

Lambda Knowledge Base AWS Generative AI 87

AWS Machine Learning - AI

MARCH 20, 2025

The Asure team was manually analyzing thousands of call transcripts to uncover themes and trends, a process that lacked scalability. Staying ahead in this competitive landscape demands agile, scalable, and intelligent solutions that can adapt to changing demands.

Generative AI 71

Generative AI Artificial Inteligence Metrics AWS 71

AWS Machine Learning - AI

OCTOBER 23, 2024

Built using Amazon Bedrock Knowledge Bases , Amazon Lex , and Amazon Connect , with WhatsApp as the channel, our solution provides users with a familiar and convenient interface. Cost efficiency is achieved through minimized development resources and lower operational costs compared to maintaining custom knowledge management systems.

Lambda 88

Lambda Knowledge Base Generative AI AWS 88

AWS Machine Learning - AI

NOVEMBER 14, 2024

Solution overview This solution uses the Amazon Bedrock Knowledge Bases chat with document feature to analyze and extract key details from your invoices, without needing a knowledge base. We use Anthropic’s Claude 3 Sonnet model in Amazon Bedrock and Streamlit for building the application front-end.

Software Review 96

Software Review Technical Review AWS Artificial Inteligence 96

AWS Machine Learning - AI

SEPTEMBER 20, 2024

Amazon Bedrock agents use LLMs to break down tasks, interact dynamically with users, run actions through API calls, and augment knowledge using Amazon Bedrock Knowledge Bases. With just a few configuration steps, you can dramatically expand your chatbot’s knowledge base and capabilities, all while maintaining a streamlined UI.

Generative AI 101

Generative AI Lambda Applications AWS 101

AWS Machine Learning - AI

MARCH 7, 2025

During the solution design process, Verisk also considered using Amazon Bedrock Knowledge Bases because its purpose built for creating and storing embeddings within Amazon OpenSearch Serverless. Vaibhav Singh is a Product Innovation Analyst at Verisk, based out of New Jersey. Tarik Makota is a Sr.

Generative AI 71

Generative AI Technical Review Insurance Policies 71

AWS Machine Learning - AI

MAY 7, 2024

For a generative AI powered Live Meeting Assistant that creates post call summaries, but also provides live transcripts, translations, and contextual assistance based on your own company knowledge base, see our new LMA solution. Transcripts are then stored in the project’s S3 bucket under /transcriptions/TranscribeOutput/.

Artificial Inteligence 121

Artificial Inteligence Meeting AWS Generative AI 121

AWS Machine Learning - AI

DECEMBER 6, 2023

To create AI assistants that are capable of having discussions grounded in specialized enterprise knowledge, we need to connect these powerful but generic LLMs to internal knowledge bases of documents. To understand these limitations, let’s consider again the example of deciding where to invest based on financial reports.

Artificial Inteligence 117

Artificial Inteligence Analytics Knowledge Base AWS 117

AWS Machine Learning - AI

MARCH 5, 2025

To scale ground truth generation and curation, you can apply a risk-based approach in conjunction with a prompt-based strategy using LLMs. The serverless batch pipeline architecture we presented offers a scalable solution for automating this process across large enterprise knowledge bases.

Generative AI 74

Generative AI Systems Review Artificial Inteligence Software Review 74

AWS Machine Learning - AI

SEPTEMBER 12, 2024

Architecture The solution uses Amazon API Gateway , AWS Lambda , Amazon RDS, Amazon Bedrock, and Anthropic Claude 3 Sonnet on Amazon Bedrock to implement the backend of the application. Technical Account Manager with AWS based out of New York. User authentication and authorization is done using Amazon Cognito. Sukhomoy Basak is a Sr.

Generative AI 120

Generative AI Healthcare Artificial Inteligence Insurance 120

AWS Machine Learning - AI

MARCH 14, 2024

We use AWS Lambda as our orchestration function responsible for interacting with various data sources, LLMs and error correction based on the user query. The unified, scalable pipeline we developed allows the PGA TOUR to scale to their full history of data, some of which goes back to the 1800s.

Generative AI 117

Generative AI Artificial Inteligence Virtualization UI/UX 117

AWS Machine Learning - AI

JULY 30, 2024

Mediasearch Q Business supercharges the way you consume media files by using them as part of the knowledge base used by Amazon Q Business to generate reliable answers to user questions. For more information, see the pricing pages for Amazon Q Business , Amazon Kendra , Amazon Transcribe , Lambda , DynamoDB , and EventBridge.

Media 97

Media Lambda AWS Video 97

AWS Machine Learning - AI

AUGUST 26, 2024

Our internal AI sales assistant, powered by Amazon Q Business , will be available across every modality and seamlessly integrate with systems such as internal knowledge bases, customer relationship management (CRM), and more.

Generative AI 115

Generative AI AWS Artificial Inteligence Technical Review 115

Perficient

AUGUST 20, 2024

AWS Bedrock offers several key benefits: Scalability : AWS Bedrock models can scale to meet the demands of large and complex applications. Integration with AWS Services : Bedrock models seamlessly integrate with other AWS services, such as AWS Lambda, Amazon S3, and Amazon SageMaker.

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AWS Artificial Inteligence Lambda Training 52

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 ).

Generative AI 111

Generative AI Artificial Inteligence AWS Government 111

AWS Machine Learning - AI

OCTOBER 1, 2024

We demonstrate the process of integrating Anthropic Claude’s advanced natural language processing capabilities with the serverless architecture of Amazon Bedrock, enabling the deployment of a highly scalable and cost-effective solution.

Serverless 78

Serverless Artificial Inteligence AWS Software Review 78

Cloud Conformity

MARCH 1, 2019

The framework underpins our entire platform and forms our Knowledge Base to ensure your cloud infrastructure is the most resilient, secure and efficient for your needs. Not only does it involve recovery from failure or service disruptions, but it also includes the issue of capacity management and scalability.

AWS 40

AWS Cloud Software Review Infrastructure 40

AWS Machine Learning - AI

DECEMBER 4, 2024

When users pose questions through the natural language interface, the chat agent determines whether to query the structured data in Amazon Athena through the Amazon Bedrock IDE function, search the Amazon Bedrock knowledge base, or combine both sources for comprehensive insights.

Generative AI 98

Generative AI Applications Technical Review Software Review 98

AWS Machine Learning - AI

NOVEMBER 20, 2024

The combination of retrieval augmented generation (RAG) and knowledge bases enhances automated response accuracy. The combination of retrieval-based and generation-based models in RAG allows for accessing databases and generating accurate and contextually relevant responses.

Knowledge Base 102

Knowledge Base Lambda Artificial Inteligence AWS 102

AWS Machine Learning - AI

MARCH 21, 2025

This post presents a comprehensive AIOps solution that combines various AWS services such as Amazon Bedrock , AWS Lambda , and Amazon CloudWatch to create an AI assistant for effective incident management. This solution also uses Amazon Bedrock Knowledge Bases and Amazon Bedrock Agents.

Artificial Inteligence 105

Artificial Inteligence Knowledge Base Generative AI Lambda 105

AWS Machine Learning - AI

NOVEMBER 27, 2024

The Amazon Bedrock agent forwards the details to an action group that invokes a Lambda function. Upon completion, the action group (Lambda function) sends the information back to the Amazon Bedrock agent, which then displays the status to the user. This gives your agent access to required services, such as Lambda.

Software Review 95

Software Review Lambda Artificial Inteligence Generative AI 95

AWS Machine Learning - AI

JANUARY 24, 2025

Application controller layer (LLM orchestrator Lambda function) The application controller layer is usually vulnerable to risks such as LLM01:2025 Prompt Injection, LLM05:2025 Improper Output Handling, and LLM 02:2025 Sensitive Information Disclosure.

Generative AI 96

Generative AI Artificial Inteligence Lambda AWS 96

AWS Machine Learning - AI

JANUARY 9, 2025

The knowledge base contains loan-related documents to respond to loan-related queries. The loan handler AWS Lambda function uses the information in the KYC documents to check the credit score and internal risk score. The notification Lambda function emails information about the loan application to the customer.

AWS 106

AWS Knowledge Base Generative AI Lambda 106

AWS Machine Learning - AI

MARCH 31, 2025

Traditional SaaS solutions are designed for horizontal scalability and general applicability, which makes them suitable for managing repetitive tasks across diverse sectors, but they often lack domain-specific intelligence and the flexibility to address unique challenges in dynamic environments.

Systems Review 137

Systems Review System Artificial Inteligence AWS 137