2025

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Introducing Docker Model Runner: A Better Way to Build and Run GenAI Models Locally

Docker Blog

Generative AI is transforming software development, but building and running AI models locally is still harder than it should be. Todays developers face fragmented tooling, hardware compatibility headaches, and disconnected application development workflows, all of which hinder iteration and slow down progress. Thats why were launching Docker Model Runner a faster, simpler way to run and test AI models locally , right from your existing workflow.

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Cisco and NVIDIA Unite to Propel AI into the Enterprise

Cisco Wireless

Today Cisco and NVIDIA announced a mutual intent to expand a partnership that brings together two of the industrys most innovative data center networking and compute leaders. Our collaboration will help enterprises accelerate AI projects and make it easier for more customers than ever to standardize on Cisco as they modernize their data center networks.

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How YouTube Supports Billions of Users with MySQL and Vitess

ByteByteGo

Postgres for Agentic AI—Now in the Cloud (Sponsored) If you’re building LLM-powered features, you don’t need another black box. pgai on Timescale Cloud gives you full control over your vector data, memory, and retrieval logic—inside PostgreSQL. Everything runs in one place, with SQL and the tools your team already uses. From prototype to production, it's built to scale with you.

Server 293
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2025 ESG Report: Data centre environmental impact

DCNN Magazine

Structure Research has released its latest 2025 Environmental, Social, and Governance (ESG) Report , providing an in-depth look at the environmental footprint of data centre providers and hyperscale platforms. The report captures sustainability metrics from 26 data centre operators and nine hyperscale cloud platforms, offering a unique snapshot into carbon emissions, energy consumption and water usage across the global infrastructure ecosystem.

Energy 243
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How to Achieve High-Accuracy Results When Using LLMs

Speaker: Ben Epstein, Stealth Founder & CTO | Tony Karrer, Founder & CTO, Aggregage

When tasked with building a fundamentally new product line with deeper insights than previously achievable for a high-value client, Ben Epstein and his team faced a significant challenge: how to harness LLMs to produce consistent, high-accuracy outputs at scale. In this new session, Ben will share how he and his team engineered a system (based on proven software engineering approaches) that employs reproducible test variations (via temperature 0 and fixed seeds), and enables non-LLM evaluation m

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AI-powered newsletters - Faster creation, greater impact

Effective Software Design

Market Intelligence AI-powered newsletters - Faster creation, greater impact Summarize, analyze and personalize your newsletter with Feedly AI 15-second summary Finding engaging content for your newsletter is only part of the challenge. You must also summarize key concepts, extract trends, and tailor messages to your audience. Thats why weve added AI capabilities to make newsletters smarter and faster to craft.

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Redundant router-switch connection

Network Engineering

I have the following network: Gateway1 is a dedicated server with Juniper vSRX VM, Switch1 is Juniper QFX5xxx. There are multiple VLANs set up on the servers, so interface mode on the switch is set to trunk. Traffic inside a certain VLAN goes through the switch. InterVLAN traffic is routed through the gateway which has IP address in every VLAN that can be used as a default route on the servers.

Routers 130

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Article: Checklist for Kubernetes in Production: Best Practices for SREs

InfoQ Articles

This article provides SREs with a checklist for managing Kubernetes in production environments. It identifies common challenges including resource management, workload placement, high availability, health probes, storage, monitoring, and cost optimization. By implementing consistent GitOps automation across these areas, teams can significantly reduce complexity, and prevent downtime.

DevOps 130
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The Ultimate Free, Interactive Biology Teaching Tools for High School Classrooms

Khan Academy

If you’re a high school science teacher looking for interactive biology teaching tools that will engage your students, Khan Academy offers a range of free resources designed to support your teaching journey. Our new suite of high school biology resources aims to help you create meaningful, engaging lessons that align with modern teaching standards.

Education 124
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Cato CTRL™ Threat Research: OpenAI’s ChatGPT Image Generator Enables Creation of Fake Passports 

CATO Networks

Executive Summary On March 25, OpenAI introduced image generation for ChatGPT-4o and ChatGPT-4o mini. On March 31, it was announced that the tool was available for free to all users. Since then, users have quickly discovered that ChatGPTs image generator can be manipulated to create fake receipts and forge other documents. As noted in the 2025 Cato CTRL Threat Report , the emergence of generative AI (GenAI) tools like ChatGPT is democratizing cybercrime and creating a major shift in the threat l

Insurance 102
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PowerShell 101: Creating a Real-World Module: Scaffolding Functions

ATA Learning

Learn how to create powerful PowerShell modules from scratch by building a computer inventory tool. Perfect for sysadmins who need custom automation solutions.

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Improving the Accuracy of Generative AI Systems: A Structured Approach

Speaker: Anindo Banerjea, CTO at Civio & Tony Karrer, CTO at Aggregage

When developing a Gen AI application, one of the most significant challenges is improving accuracy. This can be especially difficult when working with a large data corpus, and as the complexity of the task increases. The number of use cases/corner cases that the system is expected to handle essentially explodes. 💥 Anindo Banerjea is here to showcase his significant experience building AI/ML SaaS applications as he walks us through the current problems his company, Civio, is solving.

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Run LLMs Locally with Docker: A Quickstart Guide to Model Runner

Docker Blog

AI is quickly becoming a core part of modern applications, but running large language models (LLMs) locally can still be a pain. Between picking the right model, navigating hardware quirks, and optimizing for performance, its easy to get stuck before you even start building. At the same time, more and more developers want the flexibility to run LLMs locally for development, testing, or even offline use cases.

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Transforming Mobile Networks: Delivering on Programmable Platform Promise

Cisco Wireless

At MWC2025, were showcasing our Mobility Services Platform, capable of delivering a high-value use cases for people, places, things, and fast-evolving intelligent machines. Built and deployed globally, and delivered as-a-service with an extensive API ecosystem, its open to developers, Communication Service Providers, and enterprises to create new, differentiated value from the network, from traditional IoT and voice services to a new wave of AI-based services for people, spaces, and machines.

IoT 318
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How Amazon S3 Stores 350 Trillion Objects with 11 Nines of Durability

ByteByteGo

🚀Faster mobile releases with automated QA Manual testing on personal devices is too slow and too limited. It forces teams to cut releases a week early just to test before submitting them to app stores. And without broad device coverage, issues slip through. QA Wolf’s AI-native service delivers 80% automated test coverage in weeks , with tests running on real iOS devices and Android emulators —all in 100% parallel with zero flakes. ✅ QA cycles reduced to just 15 minutes

Server 282
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EXA Infrastructure partners with IOEMA to boost connectivity

DCNN Magazine

EXA Infrastructure , a critical digital infrastructure platform provider, has been chosen by IOEMA as the landing partner for its new submarine cable in Leiston, UK. From the cable landing station, EXA will also provide critical backhaul connectivity to major data centres, including London Telehouse and Equinix. Launched in May 2024, IOEMA is a 1,600km repeated high-capacity submarine fibre optic network linking five key Northern European markets: the UK, Netherlands, Germany, Denmark, and Norwa

Gateway 288
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Launching LLM-Based Products: From Concept to Cash in 90 Days

Speaker: Christophe Louvion, Chief Product & Technology Officer of NRC Health and Tony Karrer, CTO at Aggregage

Christophe Louvion, Chief Product & Technology Officer of NRC Health, is here to take us through how he guided his company's recent experience of getting from concept to launch and sales of products within 90 days. In this exclusive webinar, Christophe will cover key aspects of his journey, including: LLM Development & Quick Wins 🤖 Understand how LLMs differ from traditional software, identifying opportunities for rapid development and deployment.

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Further fine-tune your AI Feeds with Natural Language Filters for Threat Intelligence

Effective Software Design

Threat Intelligence Further fine-tune your AI Feeds with Natural Language Filters for Threat Intelligence Use precise queries to track niche topics, filter noise, and expand your research 15-Second summary Feedly AI Feeds are already powerful, but what if you could fine-tune them even further? Introducing Natural Language Filters a new way to refine your feeds with precise, natural language queries on top of our AI Models.

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What are the common pitfalls in configuring BGP? [closed]

Network Engineering

I am configuring BGP on a network with multiple ISPs. I have encountered issues with route flapping and incorrect route advertisements. For example, when configuring route reflectors, I noticed that some routes are not being propagated correctly to all clients. Additionally, I am unsure about the best practices for setting up BGP communities to manage traffic effectively.

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RDP without the risk: Cloudflare's browser-based solution for secure third-party access

CloudFaire

Short-lived SSH access made its debut on Cloudflares SASE platform in October 2024. Leveraging the knowledge gained through the BastionZero acquisition , short-lived SSH access enables organizations to apply Zero Trust controls in front of their Linux servers. That was just the beginning, however, as we are thrilled to announce the release of a long-requested feature: clientless, browser-based support for the Remote Desktop Protocol (RDP).

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Run Gemma 3 with Docker Model Runner: Fully Local GenAI Developer Experience

Docker Blog

The landscape of generative AI development is evolving rapidly but comes with significant challenges. API usage costs can quickly add up, especially during development. Privacy concerns arise when sensitive data must be sent to external services. And relying on external APIs can introduce connectivity issues and latency. Enter Gemma 3 and Docker Model Runner , a powerful combination that brings state-of-the-art language models to your local environment, addressing these challenges head-on.

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Generative AI Deep Dive: Advancing from Proof of Concept to Production

Speaker: Maher Hanafi, VP of Engineering at Betterworks & Tony Karrer, CTO at Aggregage

Executive leaders and board members are pushing their teams to adopt Generative AI to gain a competitive edge, save money, and otherwise take advantage of the promise of this new era of artificial intelligence. There's no question that it is challenging to figure out where to focus and how to advance when it’s a new field that is evolving everyday. 💡 This new webinar featuring Maher Hanafi, VP of Engineering at Betterworks, will explore a practical framework to transform Generative AI pr

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Transforming Assurance for AI Connectivity: The Power of Network Intelligence

Cisco Wireless

Cisco Provider Connectivity Assurance User Experience, showcased at Mobile World Congress 2025, leverages AI to transform mobile network operations by delivering real-time insights for high-quality customer experiences. This innovative solution integrates seamlessly with the Cisco routing portfolio, providing actionable insights across wireline, wireless, and non-terrestrial networks.

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OOP Design Patterns and Anti-Patterns: What Works and What Fails

ByteByteGo

Writing clean, maintainable, and scalable code sounds easy as a requirement, but is a constant challenge when developing real-world applications. As projects grow, the task becomes more complex. One way to simplify it is by identifying recurring design problems, which can be solved using appropriate design patterns. Design patterns are proven, reusable solutions to common software design problems.

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Investment in data centre markets to reach new heights

DCNN Magazine

CBRE , a commercial real estate service company, is expecting an unprecedented amount of new data centre supply to be delivered in Europe this year, as providers aim to keep pace with fierce demand. According to the latest research from the company, there is 937MW of new supply expected in European markets this year. If this data centre supply is delivered, it will set reportedly a new record for Europe and would represent an increase of 282MW more than the 655MW of capacity delivered in 2024.

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Start Campus unveils new SIN01 data centre in Portugal

DCNN Magazine

Start Campus has celebrated the official inauguration of SIN01 in Portugal, its first operational facility within the companys 1.2GWSINES Data Campus. Located on Portugals southwest coast, SIN01 is now the largest data centre facility ever commissioned in the country and a pivotal milestone in positioning Portugal at the centre of the global data economy, strengthening its role as a key hub for digital infrastructure in Europe and globally.

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Reimagined: Building Products with Generative AI

“Reimagined: Building Products with Generative AI” is an extensive guide for integrating generative AI into product strategy and careers featuring over 150 real-world examples, 30 case studies, and 20+ frameworks, and endorsed by over 20 leading AI and product executives, inventors, entrepreneurs, and researchers.

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Meeting the Moment: Innovation for Unprecedented Times 

Cisco Wireless

In 2024 and 2025, we built innovations that are both accelerating the pace of AI innovation AND helping our customers adopt and integrate AI into their business safely, securely, and cost-effectively. Read highlights of the announcements made this year's Cisco Live EMEA showing us pushing the envelope further.

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New Docker Extension for Visual Studio Code

Docker Blog

Today, we are excited to announce the release of a new, open-source Docker Language Server and Docker DX VS Code extension. In a joint collaboration between Docker and the Microsoft Container Tools team, this new integration enhances the existing Docker extension with improved Dockerfile linting, inline image vulnerability checks, Docker Bake file support, and outlines for Docker Compose files.

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Leveraging Docker with TensorFlow Models & TensorFlow.js for a Snake AI Game

Docker Blog

The emergence of containerization has brought about a significant transformation in software development and deployment by providing a consistent and scalable environment on many platforms. For developers trying to optimize their operations, Docker in particular has emerged as the preferred technology. By using containers as the foundation, developers gain the same key benefits portability, scalability, efficiency, and security that they rely on for other workloads, seamlessly extending them t

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DataVolt and NEOM to develop net zero AI campus in Oxagon

DCNN Magazine

NEOM , the sustainable region taking shape in northwest Saudi Arabia, and DataVolt , a Saudi-based international developer, investor and operator of data centres, have signed a landmark agreement, marking a significant step toward realising the Kingdoms vision for a sustainable, data-driven economy. The development will take a phased approach, with phase one expected to be operational by 2028.

Energy 273
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A Tale of Two Case Studies: Using LLMs in Production

Speaker: Tony Karrer, Ryan Barker, Grant Wiles, Zach Asman, & Mark Pace

Join our exclusive webinar with top industry visionaries, where we'll explore the latest innovations in Artificial Intelligence and the incredible potential of LLMs. We'll walk through two compelling case studies that showcase how AI is reimagining industries and revolutionizing the way we interact with technology. Some takeaways include: How to test and evaluate results 📊 Why confidence scoring matters 🔐 How to assess cost and quality 🤖 Cross-platform cost vs. quality tr

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SEGRO and Pure DC announce new London data centre

DCNN Magazine

SEGRO has announced the formation of SEGRO Pure Premier Park Data Centre Limited, a 50:50 joint venture with Pure DC , a global data centre operator with over a decade of experience in the design, build and operation of data centres for hyperscale users. The joint venture has been created with the intent to develop and deliver a fully fitted data centre in Park Royal, West London.

Banking 224
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Non-Functional Requirements: The Backbone of Great Software - Part 2

ByteByteGo

Non-functional requirements (NFRs) are as critical as functional requirements because they define a system's qualities and operational parameters. Functional requirements specify what a software product should do (for example, “users must be able to log in”). However, non-functional requirements define how well it must accomplish these tasks under real-world conditions (for example, “the login process should respond within two seconds under peak load” or “all user c

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Nokia networking backbone to connect Australia data centres

DCNN Magazine

Nokia has been selected by Australian cloud provider, ResetData, to supply a networking backbone that supports its immediate rollout of sovereign AI Factory data centres across the continent. The Nokia IP solution will deliver the speed, scale and reliability required for lossless, low-latency performance as ResetData targets an Australian cloud services market that in 2024 saw a 19% year on year increase.

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Johnson Controls launches air-cooled chillers in Europe

DCNN Magazine

Johnson Controls , an expert in smart, safe, healthy and sustainable buildings, has expanded the availability of its YORK range of YVAM air-cooled magnetic bearing chillers to Europe to meet the growing demand in the data centre industry. As the European data centre market experiences significant growth driven by AI and cloud computing, the YVAM is a crucial thermal management technology for hyperscale and colocation facilities, Johnson Controls tells us.

Energy 228
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LLMOps for Your Data: Best Practices to Ensure Safety, Quality, and Cost

Speaker: Shreya Rajpal, Co-Founder and CEO at Guardrails AI & Travis Addair, Co-Founder and CTO at Predibase

Large Language Models (LLMs) such as ChatGPT offer unprecedented potential for complex enterprise applications. However, productionizing LLMs comes with a unique set of challenges such as model brittleness, total cost of ownership, data governance and privacy, and the need for consistent, accurate outputs. Putting the right LLMOps process in place today will pay dividends tomorrow, enabling you to leverage the part of AI that constitutes your IP – your data – to build a defensible AI strategy fo