AWS Machine Learning - AI

APRIL 1, 2025

Were excited to announce the open source release of AWS MCP Servers for code assistants a suite of specialized Model Context Protocol (MCP) servers that bring Amazon Web Services (AWS) best practices directly to your development workflow. I also want to add a tool for the chatbot to call our internal API.

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Netflix Tech

FEBRUARY 3, 2021

By Paul Bakker and Kavitha Srinivasan , Images by David Simmer , Edited by Greg Burrell Netflix has developed a Domain Graph Service (DGS) framework and it is now open source. Our colleagues wrote a Netflix Tech Blog post describing the details of this architecture. Our framework is battle-hardened by our use at scale.

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CIO

FEBRUARY 18, 2025

But in many cases, the prospect of migrating to modern cloud native, open source languages 1 seems even worse. Assessment : Deciphers and documents the business logic, dependencies and functionality of legacy code. With their outdated technology and high costs, legacy codebases hold enterprises back.

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O'Reilly Media - Ideas

NOVEMBER 19, 2024

See the primary sources “ REALM: Retrieval-Augmented Language Model Pre-Training ” by Kelvin Guu, et al., Here’s a simple rough sketch of RAG: Start with a collection of documents about a domain. Split each document into chunks. One more embellishment is to use a graph neural network (GNN) trained on the documents.

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AWS Machine Learning - AI

DECEMBER 23, 2024

To address this, customers often begin by enhancing generative AI accuracy through vector-based retrieval systems and the Retrieval Augmented Generation (RAG) architectural pattern, which integrates dense embeddings to ground AI outputs in relevant context.

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The Crazy Programmer

AUGUST 14, 2021

Vue is often seen just like its predecessor Ember that came before React became quite powerful enough for those who really need documentation reading skills from Google or Microsoft Word’s help function. The Vue framework has seen an architecture shift to decoupled modules, following the JavaScript framework trends.

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Netflix Tech

DECEMBER 3, 2019

by David Berg , Ravi Kiran Chirravuri , Romain Cledat , Savin Goyal , Ferras Hamad , Ville Tuulos tl;dr Metaflow is now open-source! The infrastructure should allow them to exercise their freedom as data scientists but it should provide enough guardrails and scaffolding, so they don’t have to worry about software architecture too much.

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Xebia

MARCH 9, 2023

What I didn’t know was that this curiosity would lead me to my first open-source contribution. The architecture of Redis OM Spring Redis OM Spring is built on top of Spring Data Redis, which in turn, is built on top of Jedis or Lettuce, two different drivers for connecting Java to a Redis Server.

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O'Reilly Media - Ideas

JANUARY 14, 2025

However, Anthropics documentation is full of warnings about serious security vulnerabilities that remain to be solved. Interest in Data Lake architectures rose 59%, while the much older Data Warehouse held steady, with a 0.3% Usage of material about Software Architecture rose 5.5% Finally, ETL grew 102%.

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Xebia

DECEMBER 16, 2024

Initially, our industry relied on monolithic architectures, where the entire application was a single, simple, cohesive unit. Ever increasing complexity To overcome these limitations, we transitioned to Service-Oriented Architecture (SOA). This could also mean that the samples in this document are outdated and no longer work.

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Altexsoft

JUNE 18, 2019

The Red Hat specialists note that APIs are sometimes considered contracts, where documentation is an agreement between the parties: “If party first sends a remote request structured a particular way, this is how the second party’s software will respond.” We will talk more about the documentation in one of the next sections.

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AWS Machine Learning - AI

DECEMBER 6, 2023

Such data often lacks the specialized knowledge contained in internal documents available in modern businesses, which is typically needed to get accurate answers in domains such as pharmaceutical research, financial investigation, and customer support. Then we introduce you to a more versatile architecture that overcomes these limitations.

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AWS Machine Learning - AI

NOVEMBER 20, 2024

In today’s data-intensive business landscape, organizations face the challenge of extracting valuable insights from diverse data sources scattered across their infrastructure. The following diagram illustrates the solution architecture. Each unit can support up to 20,000 documents. For Retrievers , select Use native retriever.

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CIO

SEPTEMBER 26, 2024

Naturally, you’ll consider the scope of your use cases, including what architecture, processes and tools will help you achieve the outcomes you seek. Meta’s Llama open-source LLM makes for a solid choice; enterprises such as Goldman Sachs, AT&T, and Accenture use Llama for customer service, code generation, and document reviews.

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AWS Machine Learning - AI

OCTOBER 29, 2024

In contrast, our solution is an open-source project powered by Amazon Bedrock , offering a cost-effective alternative without those limitations. The frontend is built on Cloudscape , an open source design system for the cloud. Many commercial generative AI solutions available are expensive and require user-based licenses.

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AWS Machine Learning - AI

OCTOBER 29, 2024

For a detailed breakdown of the features and implementation specifics, refer to the comprehensive documentation in the GitHub repository. You can follow the steps provided in the Deleting a stack on the AWS CloudFormation console documentation to delete the resources created for this solution.

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O'Reilly Media - Ideas

FEBRUARY 4, 2025

It allows users to add documents to the context. When generating an answer, Claude includes citations that show exactly which parts of the documents were used in developing the response. Skys performance is similar to OpenAI o1-preview, and its fully open: Training data, weights, code, and infrastructure are all open source.

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Artificial Inteligence Trends Software Review Open Source 77

Instaclustr

JULY 22, 2021

In the news recently was Instaclustr’s acquisition of Credativ , experts in the open source PostgreSQL database (and other technologies). So that’s enough PostgreSQL fun for the time being, let’s move onto the real reason we’re using it, which is to explore the new pipeline architecture. Step 1: PostgreSQL database.

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Netlify

OCTOBER 18, 2020

Using Angular in your Jamstack architecture? As always, the Scully team would love your ideas, code, and feedback in the Open Source repo for Scully. Scully Documentation. I’m very excited that the #1, and only (*??-), static site generator for Angular, Scully , has officially released their v1! Hope you enjoy it.

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Perficient

DECEMBER 27, 2024

ShadCN is an open-source component library that focuses on providing a highly customizable, accessible, and consistent design framework. Its modular architecture ensures that youre not locked into rigid designs, making it ideal for both small and large-scale projects. Lets dive in. What is ShadCN?

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AWS Machine Learning - AI

MARCH 3, 2025

Overview of Pixtral 12B Pixtral 12B, Mistrals inaugural VLM, delivers robust performance across a range of benchmarks, surpassing other open models and rivaling larger counterparts, according to Mistrals evaluation. Mistral developed a novel architecture for Pixtral 12B, optimized for both computational efficiency and performance.

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Insurance AWS eCommerce Software Review 89

Dzone - DevOps

JANUARY 24, 2022

Chaos Mesh is an open-source, cloud-native Chaos Engineering platform built on Kubernetes (K8s) custom resource definitions (CRDs). If you’re not familiar with Chaos Mesh, please review the Chaos Mesh documentation to get a basic knowledge of its architecture.

Engineering 119

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CIO

JANUARY 15, 2024

Overall, the agency houses more than 88,000 datasets and 715,000 documents across 128 data sources. The mission of the OSSI: a commitment to the open sharing of software, data, and knowledge (including algorithms, papers, documents, and ancillary information) as early as possible in the scientific process.

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CIO

AUGUST 16, 2023

Companies are looking at Google’s Bard, Anthropic’s Claude, Databricks’ Dolly, Amazon’s Titan, or IBM’s WatsonX, but also open source AI models like Llama 2 from Meta. Open source models are also getting easier to deploy. We feel that every hyperscaler will have open source generative AI models quickly.”

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CIO

SEPTEMBER 21, 2023

ML was used for sentiment analysis, and to scan documents, classify images, transcribe recordings, and other specific functions. One of the best immediate use cases is summarizing documents and extracting information from material, he says. Open-source AI Open source has long been a driver of innovation in the AI space.

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Artificial Inteligence Enterprise Trends Open Source 195

CIO

SEPTEMBER 25, 2024

Companies typically start with either a commercial or open-source model and then fine-tune it on their own data to improve accuracy, avoiding the need to create their own foundation model from scratch. Instead, they use a commercially available or an open-source one, and then customize or fine-tune it for their own needs.

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Artificial Inteligence Open Source Training Software Review 214

O'Reilly Media - Ideas

MARCH 4, 2025

Codename Goose is a new open source framework for developing agentic AI applications. It uses Anthropics Model Context Protocol for communicating with systems that have data, and can discover new data sources on the fly. The book is apparently internal documentation from Google DeepMind. Alibaba has launched Qwen2.5-Max

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CIO

FEBRUARY 7, 2024

Of course, these technologies must integrate back into the larger architecture, but the IT team can help them with that.” We released a couple of options for our employees to experiment with, one commercial LLM service and one that’s open source.” I believe your employees can experiment regardless of your architecture,” he says.

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AWS Machine Learning - AI

JANUARY 29, 2025

Intelligent document processing , translation and summarization, flexible and insightful responses for customer support agents, personalized marketing content, and image and code generation are a few use cases using generative AI that organizations are rolling out in production.

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Altexsoft

MARCH 23, 2019

GraphQL is a modern alternative to the REST-based architecture aimed at solving its shortcomings. This article introduces GraphQL toolset and its key features; elaborates on how GraphQL is taking API design architecture to a new level, and in what ways it is still losing to REST. Autogenerating API documentation.

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CIO

JUNE 12, 2024

Most enterprise data is unstructured and semi-structured documents and code, as well as images and video. For example, gen AI can be used to extract metadata from documents, create indexes of information and knowledge graphs, and to query, summarize, and analyze this data.

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TechCrunch

FEBRUARY 6, 2023

Steinberger promises that Magic will be able to do the same — and more — thanks to a “new neural network architecture that can read 100x more lines of code than Transformers.”

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AWS Machine Learning - AI

MARCH 3, 2025

Hybrid architecture with AWS Local Zones To minimize the impact of network latency on TTFT for users regardless of their locations, a hybrid architecture can be implemented by extending AWS services from commercial Regions to edge locations closer to end users. We use Metas open source Llama 3.2-3B

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CIO

DECEMBER 20, 2023

Faster app development: By leveraging Generative AI, companies can automate documentation generation, improve software reusability, and seamlessly integrate AI functions such as chatbots and image recognition into low-code applications.

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Honeycomb

NOVEMBER 19, 2024

is so much more effective at enabling and accelerating the entire software development lifecycle is because the single source of truth and wide, dense, cardinality-rich data allow you do things you can’t in an observability 1.0 DuckDB is now available in the open-source realm. The reason observability 2.0

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CIO

AUGUST 14, 2024

“They’re more able to connect to a diverse set of data sources, build more complex context around queries going through the model, and do retrieval augmented generation,” he adds. If you pull your data from a document with no permission set on it, then there’s no information to be had,” he adds. This isn’t a new issue.

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AWS Machine Learning - AI

JUNE 25, 2024

Jamba-Instruct is built by AI21 Labs, and most notably supports a 256,000-token context window, making it especially useful for processing large documents and complex Retrieval Augmented Generation (RAG) applications. Prompt guidance for Jamba-Instruct can be found in the AI21 model documentation.

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