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. The following diagram illustrates the solution architecture. The following are some example prompts: Create a new claim.

Knowledge Base 133

Knowledge Base Insurance Lambda AWS 133

AWS Machine Learning - AI

JULY 2, 2024

In November 2023, we announced Knowledge Bases for Amazon Bedrock as generally available. Knowledge bases allow Amazon Bedrock users to unlock the full potential of Retrieval Augmented Generation (RAG) by seamlessly integrating their company data into the language model’s generation process.

Knowledge Base 117

Knowledge Base Artificial Inteligence Lambda Authentication 117

AWS Machine Learning - AI

FEBRUARY 29, 2024

Knowledge Bases for Amazon Bedrock allows you to build performant and customized Retrieval Augmented Generation (RAG) applications on top of AWS and third-party vector stores using both AWS and third-party models. If you want more control, Knowledge Bases lets you control the chunking strategy through a set of preconfigured options.

Knowledge Base 127

Knowledge Base Artificial Inteligence Study AWS 127

AWS Machine Learning - AI

JULY 1, 2024

Generative artificial intelligence (AI)-powered chatbots play a crucial role in delivering human-like interactions by providing responses from a knowledge base without the involvement of live agents. You can simply connect QnAIntent to company knowledge sources and the bot can immediately handle questions using the allowed content.

Knowledge Base 114

Knowledge Base Artificial Inteligence Generative AI AWS 114

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 109

Knowledge Base Artificial Inteligence Analysis AWS 109

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 110

Knowledge Base Artificial Inteligence Applications Lambda 110

AWS Machine Learning - AI

OCTOBER 31, 2024

By implementing this architectural pattern, organizations that use Google Workspace can empower their workforce to access groundbreaking AI solutions powered by Amazon Web Services (AWS) and make informed decisions without leaving their collaboration tool. In the following sections, we explain how to deploy this architecture.

Generative AI 113

Generative AI Lambda Applications AWS 113

AWS Machine Learning - AI

MARCH 4, 2025

Building cloud infrastructure based on proven best practices promotes security, reliability and cost efficiency. To achieve these goals, the AWS Well-Architected Framework provides comprehensive guidance for building and improving cloud architectures. This systematic approach leads to more reliable and standardized evaluations.

Generative AI 94

Generative AI Technical Review Software Review Systems Review 94

AWS Machine Learning - AI

NOVEMBER 20, 2024

One of its key features, Amazon Bedrock Knowledge Bases , allows you to securely connect FMs to your proprietary data using a fully managed RAG capability and supports powerful metadata filtering capabilities. Context recall – Assesses the proportion of relevant information retrieved from the knowledge base.

Artificial Inteligence 105

Artificial Inteligence Applications Knowledge Base Generative AI 105

AWS Machine Learning - AI

DECEMBER 4, 2024

The following diagram illustrates the conceptual architecture of an AI assistant with Amazon Bedrock IDE. Solution architecture The architecture in the preceding figure shows how Amazon Bedrock IDE orchestrates the data flow. Choose Create new Knowledge Base and enter a name for your new knowledge base.

Generative AI 96

Generative AI Applications Technical Review Software Review 96

AWS Machine Learning - AI

APRIL 1, 2025

Amazon Bedrock Agents enables this functionality by orchestrating foundation models (FMs) with data sources, applications, and user inputs to complete goal-oriented tasks through API integration and knowledge base augmentation. You can use inline agents to define and configure Amazon Bedrock agents dynamically at runtime.

Generative AI 130

Generative AI AWS Artificial Inteligence Software Review 130

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. versions, catering to different programming preferences.

Generative AI 99

Generative AI Applications AWS Knowledge Base 99

AWS Machine Learning - AI

NOVEMBER 22, 2024

Seamless integration of latest foundation models (FMs), Prompts, Agents, Knowledge Bases, Guardrails, and other AWS services. Flexibility to define the workflow based on your business logic. Knowledge base node : Apply guardrails to responses generated from your knowledge base.

Generative AI 103

Generative AI Artificial Inteligence Knowledge Base AWS 103

AWS Machine Learning - AI

SEPTEMBER 19, 2024

Amazon Bedrock Knowledge Bases provides foundation models (FMs) and agents in Amazon Bedrock contextual information from your company’s private data sources for Retrieval Augmented Generation (RAG) to deliver more relevant, accurate, and customized responses. Amazon Bedrock Knowledge Bases offers a fully managed RAG experience.

Knowledge Base 83

Knowledge Base Data Technical Advisors AWS 83

AWS Machine Learning - AI

DECEMBER 11, 2024

When Amazon Q Business became generally available in April 2024, we quickly saw an opportunity to simplify our architecture, because the service was designed to meet the needs of our use caseto provide a conversational assistant that could tap into our vast (sales) domain-specific knowledge bases.

AWS 87

AWS Generative AI Technical Review Artificial Inteligence 87

AWS Machine Learning - AI

SEPTEMBER 24, 2024

It’s a fully serverless architecture that uses Amazon OpenSearch Serverless , which can run petabyte-scale workloads, without you having to manage the underlying infrastructure. The following diagram illustrates the solution architecture. This solution uses Amazon Bedrock LLMs to find answers to questions from your knowledge base.

Knowledge Base 90

Knowledge Base Generative AI Artificial Inteligence Lambda 90

AWS Machine Learning - AI

MARCH 20, 2025

With visual grounding, confidence scores, and seamless integration into knowledge bases, it powers Retrieval Augmented Generation (RAG)-driven document retrieval and completes the deployment of production-ready AI workflows in days, not months.

Data 100

Data Generative AI Artificial Inteligence Compliance 100

CIO

NOVEMBER 1, 2024

As part of MMTech’s unifying strategy, Beswick chose to retire the data centers and form an “enterprisewide architecture organization” with a set of standards and base layers to develop applications and workloads that would run on the cloud, with AWS as the firm’s primary cloud provider.

Generative AI 183

Generative AI Technical Advisors Insurance Weak Development Team 183

AWS Machine Learning - AI

NOVEMBER 15, 2024

As Principal grew, its internal support knowledge base considerably expanded. With QnABot, companies have the flexibility to tier questions and answers based on need, from static FAQs to generating answers on the fly based on documents, webpages, indexed data, operational manuals, and more.

Generative AI 111

Generative AI AWS Groups Artificial Inteligence 111

AWS Machine Learning - AI

JANUARY 29, 2025

Accelerate your generative AI application development by integrating your supported custom models with native Bedrock tools and features like Knowledge Bases, Guardrails, and Agents. The resulting distilled models, such as DeepSeek-R1-Distill-Llama-8B (from base model Llama-3.1-8B 8B 128K model to 8 Units for a Llama 3.1

Generative AI 118

Generative AI Artificial Inteligence AWS Serverless 118

AWS Machine Learning - AI

APRIL 10, 2025

They offer fast inference, support agentic workflows with Amazon Bedrock Knowledge Bases and RAG, and allow fine-tuning for text and multi-modal data. To do so, we create a knowledge base. Complete the following steps: On the Amazon Bedrock console, choose Knowledge Bases in the navigation pane.

Case Study 102

Case Study Artificial Inteligence Study Generative AI 102

CIO

NOVEMBER 1, 2024

As part of MMTech’s unifying strategy, Beswick chose to retire the data centers and form an “enterprisewide architecture organization” with a set of standards and base layers to develop applications and workloads that would run on the cloud, with AWS as the firm’s primary cloud provider.

Generative AI 158

Generative AI Technical Advisors Insurance Weak Development Team 158

CIO

AUGUST 8, 2024

The process would start with an overhaul of large on-premises or on-cloud applications and platforms, focused on migrating everything to the latest tech architecture. Only then, could those data points be converted into a unified view of the customer, albeit one that would be out-of-date the moment a new interaction occurred.

Generative AI 196

Generative AI Innovation Artificial Inteligence Business Transformation 196

AWS Machine Learning - AI

JANUARY 13, 2025

Enterprises provide their developers, engineers, and architects with a range of knowledge bases and documents, such as usage guides, wikis, and tools. But these resources tend to become siloed over time and inaccessible across teams, resulting in reduced knowledge, duplication of work, and reduced productivity.

Generative AI 91

Generative AI AWS Innovation Knowledge Base 91

CIO

FEBRUARY 20, 2024

The company can also unify its knowledge base and promote search and information use that better meets its needs. This data, which is stored on Avanade Insight Discovery, is then processed through Microsoft Copilot, an AI assistant that enables simple and effective search and analysis.

Generative AI 147

Generative AI Architecture Data Artificial Inteligence 147

AWS Machine Learning - AI

NOVEMBER 20, 2024

In this post, we explore how you can use Amazon Q Business , the AWS generative AI-powered assistant, to build a centralized knowledge base for your organization, unifying structured and unstructured datasets from different sources to accelerate decision-making and drive productivity.

Data 105

Data AWS Groups Knowledge Base 105

AWS Machine Learning - AI

JULY 11, 2024

This solution shows how Amazon Bedrock agents can be configured to accept cloud architecture diagrams, automatically analyze them, and generate Terraform or AWS CloudFormation templates. Solution overview Before we explore the deployment process, let’s walk through the key steps of the architecture as illustrated in Figure 1.

Software Review 123

Software Review Infrastructure Lambda Generative AI 123

AWS Machine Learning - AI

JANUARY 29, 2025

In this post, we evaluate different generative AI operating model architectures that could be adopted. Generative AI architecture components Before diving deeper into the common operating model patterns, this section provides a brief overview of a few components and AWS services used in the featured architectures.

Generative AI 76

Generative AI Organization Enterprise Artificial Inteligence 76

CIO

SEPTEMBER 19, 2024

The challenge is that these architectures are convoluted, requiring multiple models, advanced RAG [retrieval augmented generation] stacks, advanced data architectures, and specialized expertise.” Reinventing the wheel is indeed a bad idea when it comes to complex systems like agentic AI architectures,” he says.

CTO Coach 207

CTO Coach Artificial Inteligence Open Source Fractional CTO 207

AWS Machine Learning - AI

APRIL 18, 2024

With Amazon Bedrock, teams can input high-level architectural descriptions and use generative AI to generate a baseline configuration of Terraform scripts. AWS Landing Zone architecture in the context of cloud migration AWS Landing Zone can help you set up a secure, multi-account AWS environment based on AWS best practices.

AWS 118

AWS Applications Lambda Knowledge Base 118

Capgemini

OCTOBER 8, 2024

Navigating knowledge bases efficiently: The power of Gen AI and Snowflake Cortex AI Dawid Benski 7th October 2024 Facebook Twitter Linkedin Most companies that rely heavily on document stores for knowledge sharing and team collaboration often end up with many pages created by users. Slide to submit Thank you for reaching out.

Knowledge Base 52

Knowledge Base Artificial Inteligence Technical Review Development Team Review 52

TechCrunch

SEPTEMBER 6, 2022

Although companies continue to invest in their security architecture, security teams are also feeling the market squeeze, which is impacting IT budgets, and sometimes headcount in an industry that was already facing a shortage of expertise. .” The resulting platform has found particular traction in the current market climate.

Weak Development Team 232

Weak Development Team Network Testing Artificial Inteligence 232

AWS Machine Learning - AI

MARCH 18, 2025

This transcription then serves as the input for a powerful LLM, which draws upon its vast knowledge base to provide personalized, context-aware responses tailored to your specific situation. These data sources provide contextual information and serve as a knowledge base for the LLM.

Artificial Inteligence 98

Artificial Inteligence Technical Review Healthcare Systems Review 98

AWS Machine Learning - AI

OCTOBER 11, 2024

The assistant can filter out irrelevant events (based on your organization’s policies), recommend actions, create and manage issue tickets in integrated IT service management (ITSM) tools to track actions, and query knowledge bases for insights related to operational events. It has several key components.

Cloud 90

Cloud AWS Serverless Lambda 90

The Programmer's Paradox

OCTOBER 10, 2012

each of which is mostly an independent ‘base’ of knowledge about the field. What’s really interesting about most knowledge bases is that they are easy to over-simplify and also frequently counter-intuitive in their depths. That can drive the architecture and constrain the path forward in dangerous ways.

Knowledge Base 40

Knowledge Base Weak Development Team Technical Advisors Analysis 40

John Snow Labs

DECEMBER 13, 2024

John Snow Labs Generative AI platform can access, understand, and apply the latest evidence-based research from the most authoritative knowledge bases. This new AI solution is powered by John Snow Labs , the award-winning Healthcare AI company and the worlds leading provider of Medical Language Models.

Knowledge Base 52

Knowledge Base Generative AI Artificial Inteligence Guidelines 52

CIO

APRIL 25, 2023

Five years later, transformer architecture has evolved to create powerful models such as ChatGPT. ChatGPT’s conversational interface is a distinguished method of accessing its knowledge. This interface paired with increased tokens and an expansive knowledge base with many more parameters, helps ChatGPT to seem quite human-like.

Generative AI 174

Generative AI ChatGPT Artificial Inteligence Artificial Intelligence 174