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 135

Knowledge Base Artificial Inteligence Applications Lambda 135

AWS Machine Learning - AI

FEBRUARY 8, 2024

You can now use Agents for Amazon Bedrock and Knowledge Bases for Amazon Bedrock to configure specialized agents that seamlessly run actions based on natural language input and your organization’s data. System integration – Agents make API calls to integrated company systems to run specific actions.

Knowledge Base 140

Knowledge Base Insurance Lambda AWS 140

AWS Machine Learning - AI

APRIL 22, 2025

Infosys Event AI is designed to make knowledge universally accessible, making sure that valuable insights are not lost and can be efficiently utilized by individuals and organizations across diverse industries both during the event and after the event has concluded. MediaConnect securely transmits the stream to MediaLive for processing.

Media 85

Media Knowledge Base AWS Systems Review 85

AWS Machine Learning - AI

APRIL 1, 2025

Whether youre an experienced AWS developer or just getting started with cloud development, youll discover how to use AI-powered coding assistants to tackle common challenges such as complex service configurations, infrastructure as code (IaC) implementation, and knowledge base integration.

AWS 119

AWS Software Review Knowledge Base Artificial Inteligence 119

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. Verisk also has a legal review for IP protection and compliance within their contracts.

Generative AI 104

Generative AI Technical Review Insurance Policies 104

AWS Machine Learning - AI

MARCH 5, 2025

Ground truth data in AI refers to data that is known to be factual, representing the expected use case outcome for the system being modeled. By providing an expected outcome to measure against, ground truth data unlocks the ability to deterministically evaluate system quality.

Generative AI 76

Generative AI Systems Review Software Review Artificial Inteligence 76

AWS Machine Learning - AI

APRIL 1, 2025

AI agents extend large language models (LLMs) by interacting with external systems, executing complex workflows, and maintaining contextual awareness across operations. Whether youre connecting to external systems or internal data stores or tools, you can now use MCP to interface with all of them in the same way.

Generative AI 134

Generative AI AWS Artificial Inteligence Software Review 134

AWS Machine Learning - AI

NOVEMBER 22, 2024

Using Amazon Bedrock, you can easily experiment with and evaluate top FMs for your use case, privately customize them with your data using techniques such as fine-tuning and Retrieval Augmented Generation (RAG), and build agents that execute tasks using your enterprise systems and data sources.

Generative AI 101

Generative AI AWS Technical Review Backup 101

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.

Lambda 66

Lambda Generative AI AWS Software Review 66

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 113

Generative AI AWS Enterprise Artificial Inteligence 113

AWS Machine Learning - AI

APRIL 18, 2024

This standardization is made possible by using advanced prompts in conjunction with Knowledge Bases for Amazon Bedrock , which stores information on organization-specific Terraform modules. In parallel, the AVM layer invokes a Lambda function to generate Terraform code. For creating lambda function, please follow instructions.

AWS 129

AWS Applications Lambda Knowledge Base 129

AWS Machine Learning - AI

APRIL 24, 2024

With AWS generative AI services like Amazon Bedrock , developers can create systems that expertly manage and respond to user requests. An AI assistant is an intelligent system that understands natural language queries and interacts with various tools, data sources, and APIs to perform tasks or retrieve information on behalf of the user.

Artificial Inteligence 137

Artificial Inteligence Lambda Knowledge Base IoT 137

AWS Machine Learning - AI

JANUARY 22, 2025

In the response, you can review the flow traces, which provide detailed visibility into the execution process. These traces help you monitor and debug response times for each step, track the processing of customer inputs, verify if guardrails are properly applied, and identify any bottlenecks in the system.

Travel 131

Travel Hotels AWS Generative AI 131

AWS Machine Learning - AI

JUNE 26, 2024

The interaction shows how AI-powered assistants recognize and plan based on user’s prompts, come up with steps to retrieve context from data stores, and pass through various tools and LLM to arrive at a response. Both the action groups and knowledge base are optional and not required for the agent itself.

Artificial Inteligence 136

Artificial Inteligence Research Knowledge Base Applications 136

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. Choose Create knowledge base and enter a name and optional description.

Lambda 93

Lambda Knowledge Base AWS Generative AI 93

AWS Machine Learning - AI

MAY 14, 2024

In this post, we introduce a solution for integrating a “near-real-time human workflow” where humans are prompted by the generative AI system to take action when a situation or issue arises. This can also be a ruled-based method that can determine where, when and how your expert teams can be part of generative AI – user conversations.

Generative AI 121

Generative AI Artificial Inteligence AWS Applications 121

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. The result is improved accuracy in FM responses, with reduced hallucinations due to grounding in verified data.

Lambda 93

Lambda Knowledge Base AWS Generative AI 93

AWS Machine Learning - AI

MARCH 20, 2025

Furthermore, by integrating a knowledge base containing organizational data, policies, and domain-specific information, the generative AI models can deliver more contextual, accurate, and relevant insights from the call transcripts. The following screenshots show the UI.

Generative AI 95

Generative AI Artificial Inteligence Metrics AWS 95

AWS Machine Learning - AI

OCTOBER 24, 2024

They use the developer-provided instruction to create an orchestration plan and then carry out the plan by invoking company APIs and accessing knowledge bases using Retrieval Augmented Generation (RAG) to provide a final response to the end user. We use Amazon Bedrock Agents with two knowledge bases for this assistant.

Generative AI 97

Generative AI Artificial Inteligence Applications Knowledge Base 97

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. The ReAct approach enables agents to generate reasoning traces and actions while seamlessly integrating with company systems through action groups.

Generative AI 106

Generative AI Lambda Applications AWS 106

AWS Machine Learning - AI

DECEMBER 22, 2023

This solution is intended to act as a launchpad for developers to create their own personalized conversational agents for various applications, such as virtual workers and customer support systems. Amazon Lex then invokes an AWS Lambda handler for user intent fulfillment. ConversationIndexTable – Tracks the conversation state.

Generative AI 126

Generative AI Lambda AWS Technical Review 126

AWS Machine Learning - AI

SEPTEMBER 13, 2024

This could be Amazon Elastic Compute Cloud (Amazon EC2), AWS Lambda , AWS SDK , Amazon SageMaker notebooks, or your workstation if you are doing a quick proof of concept. For the purpose of this post, this code is running on a t3a.micro EC2 instance with Amazon Linux 2023. CUR data stored in an S3 bucket.

Generative AI 102

Generative AI AWS Technical Review Artificial Inteligence 102

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. From the period of September 2023 to March 2024, sellers leveraging GenAI Account Summaries saw a 4.9%

Generative AI 128

Generative AI AWS Artificial Inteligence Technical Review 128

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. In Part 1, we review the RAG design pattern and its limitations on analytical questions.

Artificial Inteligence 126

Artificial Inteligence Analytics Knowledge Base Lambda 126

AWS Machine Learning - AI

OCTOBER 7, 2024

Amazon Kendra can index content from a wide range of sources, including databases, content management systems, file shares, and web pages. This makes it well-suited for powering the retrieval component of a RAG system, allowing the model to access a broad knowledge base when generating responses. Ask me a question.”

Generative AI 105

Generative AI Artificial Inteligence AWS Lambda 105

AWS Machine Learning - AI

JULY 10, 2024

Before introducing the details of the new capabilities, let’s review how prompts are typically developed, managed, and used in a generative AI application. This involves integrating the prompt into a larger system or workflow. This allows teams to track changes, compare performance across versions, and access proven prompts for reuse.

Generative AI 133

Generative AI Artificial Inteligence Development AWS 133

AWS Machine Learning - AI

NOVEMBER 30, 2023

SageMaker also actively monitors instances that are processing inference requests and intelligently routes requests based on which instances are available—achieving 20% lower inference latency (on average). Conjecture, Salesforce, and Slack are already using SageMaker for hosting models due to these inference optimizations.

Generative AI 145

Generative AI AWS Artificial Inteligence Software Review 145

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 ). This is illustrated in the following diagram. Where to start?

Generative AI 129

Generative AI Artificial Inteligence AWS Government 129

AWS Machine Learning - AI

MARCH 13, 2025

In this collaboration, the Generative AI Innovation Center team created an accurate and cost-efficient generative AIbased solution using batch inference in Amazon Bedrock , helping GoDaddy improve their existing product categorization system. It writes the output to another S3 location. It shuts down the endpoint when processing is complete.

Artificial Inteligence 117

Artificial Inteligence Systems Review System Generative AI 117

AWS Machine Learning - AI

NOVEMBER 20, 2024

This technology allows for automated responses, with only complex cases requiring manual review by a human, streamlining operations and enhancing overall productivity. The combination of retrieval augmented generation (RAG) and knowledge bases enhances automated response accuracy.

Knowledge Base 111

Knowledge Base Lambda Artificial Inteligence AWS 111

AWS Machine Learning - AI

MARCH 21, 2025

IT operations teams face the challenge of providing smooth functioning of critical systems while managing a high volume of incidents filed by end-users. AIOps helps IT teams manage and monitor large-scale systems by automatically detecting, diagnosing, and resolving incidents in real time. This creates visibility gaps for IT teams.

Artificial Inteligence 121

Artificial Inteligence Knowledge Base Generative AI Lambda 121

AWS Machine Learning - AI

MARCH 31, 2025

The enterprise AI landscape is undergoing a seismic shift as agentic systems transition from experimental tools to mission-critical business assets. Although agents is the buzzword of 2025, its important to understand what an AI agent is and where deploying an agentic system could yield benefits. billion in 2024 to $47.1

Systems Review 139

Systems Review System Artificial Inteligence Software Review 139

AWS Machine Learning - AI

JANUARY 24, 2025

RAG data store The Retrieval Augmented Generation (RAG) data store delivers up-to-date, precise, and access-controlled knowledge from various data sources such as data warehouses, databases, and other software as a service (SaaS) applications through data connectors.

Generative AI 117

Generative AI Artificial Inteligence Lambda AWS 117

AWS Machine Learning - AI

NOVEMBER 27, 2024

Using graph data processing and the integration of natural language-based search on embedded graphs, these hybrid systems can unlock powerful insights from complex data structures. The RDF is converted into text and loaded into an S3 bucket, which is accessed by Amazon Bedrock (4) as the source of the knowledge base.

Enterprise 108

Enterprise Artificial Inteligence Data Knowledge Base 108

AWS Machine Learning - AI

OCTOBER 21, 2024

Amazon Bedrock Agents also provides you with traces , a detailed overview of the steps being orchestrated by the agents, the underlying prompts invoking the FM, the references being returned from the knowledge bases, and code being generated by the agent.

Generative AI 98

Generative AI Artificial Inteligence Applications AWS 98

AWS Machine Learning - AI

JANUARY 7, 2025

The answer lay in using generative AI through Amazon Bedrock Flows, enabling them to build an automated, intelligent request handling system that would transform their client service operations. Path to the solution When evaluating solutions for email triage automation, several approaches appeared viable, each with its own pros and cons.

Technical Review 108

Technical Review Artificial Inteligence Generative AI AWS 108

AWS Machine Learning - AI

JANUARY 15, 2025

The solution extracts valuable insights from diverse data sources, including OEM transactions, vehicle specifications, social media reviews, and OEM QRT reports. The system is equipped to understand and respond to these inquiries effectively. This enhances decision-making and competitiveness in the dynamic automotive industry.

Automotive 104

Automotive Artificial Inteligence AWS Technical Review 104