CIO

MARCH 18, 2025

These issues can hinder AI scalability and limit its benefits. Why the ideal time to shift to AI PCs is now With Windows 10 nearing end-of-support, businesses must decide whether to update their existing hardware or upgrade completely when shifting to Windows 11. Fortunately, a solution is at hand.

Business Transformation 115

Business Transformation Hardware Windows Study 115

CIO

MARCH 31, 2025

Core challenges for sovereign AI Resource constraints Developing and maintaining sovereign AI systems requires significant investments in infrastructure, including hardware (e.g., high-performance computing GPU), data centers, and energy.

Technical Review 117

Technical Review Artificial Inteligence Compliance Open Source 117

CIO

APRIL 1, 2024

And if the Blackwell specs on paper hold up in reality, the new GPU gives Nvidia AI-focused performance that its competitors can’t match, says Alvin Nguyen, a senior analyst of enterprise architecture at Forrester Research. You can have effective basic performance, but you still have that long-term scalability issue,” he says.

Hardware 147

Hardware Artificial Inteligence Off-The-Shelf Generative AI 147

TechCrunch

JANUARY 9, 2023

In December, reports suggested that Microsoft had acquired Fungible, a startup fabricating a type of data center hardware known as a data processing unit (DPU), for around $190 million. ” A DPU is a dedicated piece of hardware designed to handle certain data processing tasks, including security and network routing for data traffic. .”

Azure 282

Azure Data Center Data Storage 282

AWS Machine Learning - AI

NOVEMBER 26, 2024

there is an increasing need for scalable, reliable, and cost-effective solutions to deploy and serve these models. AWS Trainium and AWS Inferentia based instances, combined with Amazon Elastic Kubernetes Service (Amazon EKS), provide a performant and low cost framework to run LLMs efficiently in a containerized environment.

AWS 103

AWS Load Balancer Software Review Artificial Inteligence 103

TechCrunch

JANUARY 11, 2023

For the foreseeable future, global markets will require billions of highly specialized electric machines that perform much better than the inefficient relics of the past. Initially, we approached this as a hardware challenge until we determined that the key to meeting next-generation electric motor demand actually lies in software.

Company 247

Company Off-The-Shelf Hardware Software Engineering 247

TechCrunch

SEPTEMBER 13, 2021

The startup has no intention of building hardware for its auto clients (though it does work with robotics companies for whom the company does manufacture sensors, a company spokesperson said). Software fundamentally improves with better hardware in each generation that’s released.

Software 226

Software Hardware Scalability Company 226

AWS Machine Learning - AI

DECEMBER 2, 2024

For generative AI models requiring multiple instances to handle high-throughput inference requests, this added significant overhead to the total scaling time, potentially impacting application performance during traffic spikes. We ran 5+ scaling simulations and observed consistent performance with low variations across trials.

Generative AI 107

Generative AI Artificial Inteligence Machine Learning AWS 107

CIO

JANUARY 20, 2023

Some are relying on outmoded legacy hardware systems. Most have been so drawn to the excitement of AI software tools that they missed out on selecting the right hardware. Dealing with data is where core technologies and hardware prove essential. An organization’s data, applications and critical systems must be protected.

Analytics 205

Analytics Artificial Inteligence Artificial Intelligence Hardware 205

TechCrunch

DECEMBER 1, 2022

One of the top problems facing device manufacturers today is overheating hardware. The chips inside PCs generate heat, which — when allowed to build up — majorly hurts performance. This means consumers never really get the full processor performance they pay for. Image Credits: Frore.

Hardware 209

Hardware Mobile Performance System 209

AWS Machine Learning - AI

MARCH 13, 2025

The following figure illustrates the performance of DeepSeek-R1 compared to other state-of-the-art models on standard benchmark tests, such as MATH-500 , MMLU , and more. SM_NUM_GPUS : This parameter specifies the number of GPUs to use for model inference, allowing the model to be sharded across multiple GPUs for improved performance.

Artificial Inteligence 107

Artificial Inteligence AWS Machine Learning Load Balancer 107

TechCrunch

AUGUST 16, 2022

Pliop’s processors are engineered to boost the performance of databases and other apps that run on flash memory, saving money in the long run, he claims. “While CPU performance is increasing, it’s not keeping up, especially where accelerated performance is critical. Image Credits: Pliops.

Data Center 208

Data Center Analytics Weak Development Team Data 208

TechCrunch

OCTOBER 6, 2021

Rigetti Computing , one of the most visible quantum hardware startups, today announced that it is going public through a merger with the Supernova Partners Acquisition Company II SPAC. Once the transaction closes, Rigetti’s ticker symbol on the New York Stock Exchange will be “RGTI.”

Hardware 247

Hardware Scalability Groups Trends 247

CIO

JUNE 18, 2024

Utilizing standard 2u servers outfitted with a robust set of specifications ensures the reliability and performance needed for critical operations. This architecture integrates a strategic assembly of server types across 10 racks to ensure peak performance and scalability.

Artificial Inteligence 166

Artificial Inteligence Storage Artificial Intelligence Hardware 166

AWS Machine Learning - AI

JANUARY 29, 2025

Their DeepSeek-R1 models represent a family of large language models (LLMs) designed to handle a wide range of tasks, from code generation to general reasoning, while maintaining competitive performance and efficiency. 70B-Instruct ), offer different trade-offs between performance and resource requirements.

Generative AI 132

Generative AI Artificial Inteligence AWS Serverless 132

Xebia

AUGUST 29, 2023

How does High-Performance Computing on AWS differ from regular computing? Today’s server hardware is powerful enough to execute most compute tasks. For this HPC will bring massive parallel computing, cluster and workload managers and high-performance components to the table. Why HPC and cloud are a good fit?

AWS 147

AWS Performance Storage Linux 147

CIO

JULY 22, 2024

According to a recent Skillable survey of over 1,000 IT professionals, it’s highly likely that your IT training isn’t translating into job performance. Four in 10 IT workers say that the learning opportunities offered by their employers don’t improve their job performance. The team turned to virtual IT labs as an alternative.

Technical Review 165

Technical Review Performance Training Software Review 165

MagmaLabs

APRIL 24, 2025

Ruby on Rails has long been a favorite for building scalable applications quicklyand with the release of Rails 8, its even more powerful. Ruby on Rails 8 introduces a range of hidden features that dramatically reduce development time while improving performance and flexibility. Thats why choosing the right tech stack is crucial.

Minimum Viable Product 59

Minimum Viable Product Authentication Web Development Scalability 59

AWS Machine Learning - AI

NOVEMBER 14, 2024

In this post, we explore advanced prompt engineering techniques that can enhance the performance of these models and facilitate the creation of compelling imagery through text-to-image transformations. This post provided practical tips and techniques to optimize performance and elevate the creative possibilities within Stable Diffusion 3.5

Engineering 115

Engineering AWS 3D Generative AI 115

TechCrunch

AUGUST 25, 2021

Bodo.ai , a parallel compute platform for data workloads, is developing a compiler to make Python portable and efficient across multiple hardware platforms. Bodo.ai, headquartered in San Francisco, was founded in 2019 by Nasre and Ehsan Totoni, CTO, to make Python higher performing and production ready.

Artificial Inteligence 234

Artificial Inteligence Machine Learning Data Artificial Intelligence 234

AWS Machine Learning - AI

MARCH 13, 2025

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies, such as AI21 Labs, Anthropic, Cohere, Meta, Mistral, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Generative AI 113

Generative AI CTO Coach AWS Artificial Inteligence 113

Cloudera

MAY 3, 2021

Cloudera sees success in terms of two very simple outputs or results – building enterprise agility and enterprise scalability. In the last five years, there has been a meaningful investment in both Edge hardware compute power and software analytical capabilities. Let’s start at the place where much of Industry’s 4.0

Scalability 103

Scalability Agile Data Systems Review 103

TechCrunch

AUGUST 24, 2023

Bringing Modular’s total raised to $130 million, the proceeds will be put toward product expansion, hardware support and the expansion of Modular’s programming language, Mojo, CEO Chris Lattner says. Deci , backed by Intel, is among the startups offering tech to make trained AI models more efficient — and performant.

Tools 197

Tools Technical Cofounder Hardware Machine Learning 197

AWS Machine Learning - AI

APRIL 30, 2025

Amazon Bedrock Model Distillation is generally available, and it addresses the fundamental challenge many organizations face when deploying generative AI : how to maintain high performance while reducing costs and latency. This provides optimal performance by maintaining the same structure the model was trained on.

Artificial Inteligence 115

Artificial Inteligence Generative AI AWS Training 115

TechCrunch

OCTOBER 6, 2022

“Off-the-shelf hardware is more reliable and proven than custom-engineered hardware and our software is drone-agnostic so we can source from a large supply chain with no factory to manage.” ” Gather isn’t the first to market with a drone-based inventory monitoring system.

Off-The-Shelf 221

Off-The-Shelf Hardware Artificial Inteligence Machine Learning 221

CIO

OCTOBER 9, 2024

This includes Dell Data Lakehouse for AI, a data platform built upon Dell’s AI-optimized hardware, and a full-stack software suite for discovering, querying, and processing enterprise data. In particular, Dell PowerScale provides a scalable storage platform for driving faster AI innovations.

Strategy 215

Strategy Data Artificial Inteligence Storage 215

TechCrunch

DECEMBER 1, 2020

The other major change was beginning to rely on hardware acceleration of said codecs — your computer or GPU might have an actual chip in it with the codec baked in, ready to perform decompression tasks with far greater speed than an ordinary general-purpose CPU in a phone. Mac-optimized TensorFlow flexes new M1 and GPU muscles.

Video 252

Video Hardware Technical Cofounder Artificial Inteligence 252

CIO

JANUARY 4, 2024

With its deep AI and HPC [High Performance Computing] domain knowledge and enterprise-grade GenAI deployments, Articul8 is well positioned to deliver tangible business outcomes for Intel and our broader ecosystem of customers and partners,” Intel CEO Pat Gelsinger said in a news release.

Enterprise 182

Enterprise Company Generative AI Telecommunications 182

InnovationM

APRIL 15, 2025

At InnovationM, we are constantly searching for tools and technologies that can drive the performance and scalability of our AI-driven products. Recently, we made progress with vLLM, a high-performance model inference engine designed to deploy Large Language Models (LLMs) more efficiently. We had a defined challenge.

Artificial Inteligence 59

Artificial Inteligence Performance Training Scalability 59

TechCrunch

FEBRUARY 3, 2022

Aptiv comes on as a strategic investor at a time when the company is working on accelerating the transition to the software-defined car by offering a complete stack to automakers, one that includes high-performance hardware, cloud connectivity and a software architecture that is open, scalable and containerized. .

Software 211

Software Automotive Architecture Hardware 211

AWS Machine Learning - AI

MARCH 11, 2025

For example, DeepSeek-R1-Distill-Llama-8B offers an excellent balance of performance and efficiency. By integrating this model with Amazon SageMaker AI , you can benefit from the AWS scalable infrastructure while maintaining high-quality language model capabilities.

Artificial Inteligence 77

Artificial Inteligence AWS Generative AI Metrics 77

AWS Machine Learning - AI

NOVEMBER 26, 2024

Using vLLM on AWS Trainium and Inferentia makes it possible to host LLMs for high performance inference and scalability. We will also talk about performance tuning the inference graph. max-num-seqs 32 : This is set to the hardware batch size or a desired level of concurrency that the model server needs to handle.

Artificial Inteligence 105

Artificial Inteligence AWS Artificial Intelligence Generative AI 105

Dzone - DevOps

JANUARY 20, 2023

Having a distributed and scalable graph database system is highly sought after in many enterprise scenarios. Do Not Be Misled Designing and implementing a scalable graph database system has never been a trivial task.

Scalability 75

Scalability Fashion Architecture Big Data 75

TechCrunch

FEBRUARY 6, 2023

The promise of lower hardware costs has spurred startups to migrate services to the cloud, but many teams were unsure how to do this efficiently or cost-effectively. These companies are worried about the future of their cloud infrastructure in terms of security, scalability and maintainability.

Infrastructure 246

Infrastructure Cloud Minimum Viable Product Weak Development Team 246

AWS Machine Learning - AI

APRIL 16, 2025

These models are tailored to perform specialized tasks within specific domains or micro-domains. This challenge is further compounded by concerns over scalability and cost-effectiveness. They can host the different variants on a single EC2 instance instead of a fleet of model endpoints, saving costs without impacting performance.

Artificial Inteligence 101

Artificial Inteligence Generative AI AWS Storage 101

Infinidat

NOVEMBER 4, 2021

Driving the High Performance of the InfiniBox SSA™. Think highest-performance model that makes people’s heads turn. It is powered by Infinidat’s proven deep learning software algorithms and extensive DRAM cache, consistently delivering performance and latency results that surpass all-flash arrays (AFAs). Adriana Andronescu.

Performance 98

Performance Systems Review Technical Review Sport 98

AWS Machine Learning - AI

SEPTEMBER 26, 2024

To accelerate iteration and innovation in this field, sufficient computing resources and a scalable platform are essential. With these capabilities, customers are adopting SageMaker HyperPod as their innovation platform for more resilient and performant model training, enabling them to build state-of-the-art models faster.

Case Study 119

Case Study Video Training Scalability 119