Openxcell

JANUARY 20, 2025

The inner transformer architecture comprises a bunch of neural networks in the form of an encoder and a decoder. It is an open-source model that offers extensive fine-tuning capabilities using reinforcement learning (based on human response). USE CASES: To develop custom AI workflow and transformer architecture-based AI agents.

Artificial Inteligence 105

Artificial Inteligence Tools Open Source Architecture 105

CIO

APRIL 15, 2025

CIO s Isaac Sacolick outlines seven types of tech debt that could cripple your business , including data debt, open source dependency debt, and architectural debt. Inadequate documentation: If poorly documented, even well-written code will cost your team and their successors wasted time and effort down the line.

Technical Advisors 124

Technical Advisors Technical Review Weak Development Team Software Review 124

Xebia

APRIL 20, 2022

Since 2018 React Native team has been investing a lof of time and effort to re-build the current framework architecture. In this article I’ll try to keep things simple and explain the following main topics: Current architecture. New architecture. Let’s see what changes from now on: Current architecture.

Architecture 130

Architecture Open Source Applications Performance 130

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.

Open Source 98

Open Source Software Review Architecture Technical Review 98

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 With their outdated technology and high costs, legacy codebases hold enterprises back.

Software Review 78

Software Review Artificial Inteligence Government Data 78

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.

Artificial Inteligence 128

Artificial Inteligence Construction Open Source Training 128

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.

Trends 363

Trends MVC Performance Open Source 363

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.

Open Source 95

Open Source Data Machine Learning Artificial Inteligence 95

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.

AWS 119

AWS Software Review Knowledge Base Artificial Inteligence 119

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.

Open Source 130

Open Source Software Review Testing Data 130

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.

Insurance 108

Insurance AWS eCommerce Software Review 108

CIO

FEBRUARY 3, 2023

Optical character recognition, for example, might extract a purchase order from an uploaded document image and trigger accounting software to deal with it. The ability to suck words and numbers from images are a big help for document-heavy businesses such as insurance or banking.

Tools 218

Tools Open Source Lambda Weak Development Team 218

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.

Artificial Inteligence 126

Artificial Inteligence Analytics Knowledge Base Lambda 126

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.

Software Development 130

Software Development Software Cloud Development 130

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.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

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.

Generative AI 111

Generative AI Video Engineering Artificial Inteligence 111

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.

Data 111

Data AWS Groups Knowledge Base 111

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.

Generative AI 98

Generative AI Organization Enterprise Artificial Inteligence 98

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.

Software Review 100

Software Review Technical Review Systems Review Operating System 100

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.

Generative AI 211

Generative AI Strategy Artificial Inteligence Technical Review 211

Cloudera

OCTOBER 7, 2021

Within the context of a data mesh architecture, I will present industry settings / use cases where the particular architecture is relevant and highlight the business value that it delivers against business and technology areas. Introduction to the Data Mesh Architecture and its Required Capabilities.

Architecture 124

Architecture Data Security Technical Review 124

Honeycomb

APRIL 23, 2025

Your bill increases in line with: Traffic volume Instrumentation density Instrumentation density is partly a function of architecture (a system with hundreds of microservices is going to generate a lot more spans than a monolith will) and partly a function of engineering intent. Is open source the future? People need options.

Weak Development Team 110

Weak Development Team Metrics Storage Engineering 110

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.

Open Source 140

Open Source Video Architecture Resources 140

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?

Games 52

Games UI/UX Guidelines Architecture 52

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

AWS 82

AWS Artificial Inteligence Technical Review Systems Review 82

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

Engineering Software Review Open Source Systems Review 119

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.

Artificial Inteligence 197

Artificial Inteligence Generative AI Artificial Intelligence Research 197

AWS Machine Learning - AI

APRIL 16, 2025

Businesses are increasingly seeking domain-adapted and specialized foundation models (FMs) to meet specific needs in areas such as document summarization, industry-specific adaptations, and technical code generation and advisory. The following diagram is the solution architecture. Regular adapters can be as large as the base model.

Artificial Inteligence 101

Artificial Inteligence Generative AI AWS Storage 101

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.

Artificial Inteligence 132

Artificial Inteligence Generative AI Windows AWS 132

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.”

Artificial Inteligence 148

Artificial Inteligence Generative AI Open Source ChatGPT 148

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.

Artificial Inteligence 195

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.

Artificial Inteligence 214

Artificial Inteligence Open Source Training Software Review 214

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.

Artificial Inteligence 68

Artificial Inteligence Trends Software Review Open Source 68

AWS Machine Learning - AI

APRIL 29, 2025

In this post, we explore how AWS services can be seamlessly integrated with open source tools to help establish a robust red teaming mechanism within your organization. LangFuse , an open source tool, plays a key role in providing transparency by keeping an audit trail of model decisions.

Generative AI 74

Generative AI Weak Development Team AWS Artificial Inteligence 74

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.

Artificial Inteligence 158

Artificial Inteligence Generative AI KPI Architecture 158

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.

Artificial Inteligence 211

Artificial Inteligence Data Training ChatGPT 211

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.”

Software Review 245

Software Review Artificial Inteligence Technical Review Software Engineering 245