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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.
Data center networking has transformed dramatically with AI, and Cisco is at the forefront by creating flexible, scalable networks to enhance bandwidth, reduce latency, and improve energy efficiency. Its our view that Ciscos recognition in the Gartner Magic Quadrant for Data Center Switching recognizes its innovative solutions in high-performance networking, simplified operations, security integration, and cloud management.
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.
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.
Speaker: Alex Salazar, CEO & Co-Founder @ Arcade | Nate Barbettini, Founding Engineer @ Arcade | Tony Karrer, Founder & CTO @ Aggregage
If AI agents are going to deliver ROI, they need to move beyond chat and actually do things. But, turning a model into a reliable, secure workflow agent isn’t as simple as plugging in an API. In this new webinar, Alex Salazar and Nate Barbettini will break down the emerging AI architecture that makes action possible, and how it differs from traditional integration approaches.
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.
I have a pair of QFX10002-36Q switches, and I want to disable or rate-limit multicast and broadcast traffic to a low value. When I try to configure a storm-control profile using set forwarding-options storm-control-profiles, I see that the only available action is shutdown. However, I do not want to shut down the portI just want to drop or discard the excess broadcast/multicast traffic.
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.
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.
A key enabler of a future-proofed workplace is a strong backbone for access networks. Deploying multigigabit switches with enough power to support a range of devices allows organizations to scale to meet future demands like AI and Wi-Fi 7, while simplifying the deployment of cameras, sensors, and other workplace technology with a single Ethernet cable.
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.
DataVita has become the first data centre operator in the UK to achieve an industry-leading accreditation – Open Compute Projects (OCP) Ready for Hyperscale certification – recognising the capabilities of its DV1 facility in supporting high-density workloads and AI. So far, this certification has only been awarded to three other companies in Europe and is one of the sectors most recognised and sought-after accreditations.
Market Intelligence Fine-tune your Feedly AI Feeds with Natural Language Filters Refine your research queries to target niche insights or remove noisy topics 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.
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
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.
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.
The updated Cisco Validated Design for industrial security is a comprehensive reference architecture to protect both plant networks and distributed infrastructure and deploy advanced OT security capabilities such as adaptive zone segmentation or zero-trust remote access.
WorkOS + MCP: Authentication for AI Agents (Sponsored) Don’t reinvent auth for AI agents. WorkOS AuthKit delivers SSO, MFA, and user management with modern APIs and minimal config. Gain confidence that MCP servers and AI agents stay within defined permissions, using scoped OAuth access. Watch the 3 min demo Disclaimer: The details in this post have been derived from the articles written by the Netflix engineering team.
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.
Vertiv , a global provider of critical digital infrastructure, has announced a collaboration with NVIDIA and renowned AI pioneer, iGenius, to deploy Colosseum, one of the worlds largest NVIDIA DGX AI supercomputers with NVIDIA Grace Blackwell Superchips. Set to deploy in 2025 in Italy, Colosseum will redefine the digital landscape through a first-of-its-kind sovereign AI data centre for regulated workloads.
Over the past few years, weve seen developers push the boundaries of whats possible with real-time communication tools for collaborative work, massive online watch parties, and interactive live classrooms are all exploding in popularity. We use AI more and more in our daily lives. Text-based interactions are evolving into something more natural: voice and video.
Hi all I'm a relatively new electrical engineer who's been asked to take 5 Cat 5 data lines and feed them to a hub which selects one of them upon receiving data in that line to send to a computer. As it is now, they have to unplug the one they're currently using and plug in the one they want to use. They want a solution where the cables stay plugged in and one input is selected based upon receiving data on that input (or manual mechanical control).
We are announcing the upcoming deprecation of QEMU as a virtualization option for Docker Desktop on Apple Silicon Macs. After serving as our legacy virtualization solution during the early transition to Apple Silicon, QEMU will be fully deprecated 90 days from today, on July 14, 2025. This deprecation does not affect QEMU’s role in emulating non-native architectures for multi-platform builds.
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.
Senior leaders from Colt, stc Group, and Swisscom share their strategies for the delivery of digital experiences in an AI-powered world. They are simplifying their networks to meet growing customer demands, and embracing assurance, automation, and autonomous networking to transform their operations, ensure the resiliency of their services, and drive new revenue streams.
Every large system that spirals out of control starts the same way: small, functional, and deceptively simple. However, as the system evolves, things spiral out of control. A feature is added here, a helper function squeezed there, and a “temporary” dependency for some urgent task that never gets removed. Months later, debugging requires going through five layers of indirection, and touching one module can break the entire system.
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.
In September 2024 , we introduced beta support for hosting, storing, and serving static assets for free on Cloudflare Workers something that was previously only possible on Cloudflare Pages. Being able to host these assets your client-side JavaScript, HTML, CSS, fonts, and images was a critical missing piece for developers looking to build a full-stack application within a single Worker.
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
Hope this question well fits this forum, it is reproducible on chrome browser on both macOS 15.3.2 and Windows 10, I am using VPN based on shadowsocks. I consistently observe this: before I connect to my VPN, I cannot access to any banned website in my browser tab, naturally. However, after I connect to VPN, as long as I am still using the same tag as before, I still cannot access to the websites, creating and using a new tab solves it.
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.
Explore how the innovative partnership between Cisco and St. Clair College is transforming data science education. Discover how this collaboration, highlighted by the college's victory in the 2024 Learn-A-Thon, sets new benchmarks for educational excellence in Canada. Learn how St. Clair College integrates Cisco's cutting-edge tools to empower students with real-world skills, fostering inclusivity and driving innovation across diverse sectors.
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
“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.
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.
Today, we are announcing the 1.0 release of the Cloudflare Vite plugin, as well as official support for React Router v7! Over the past few years, Vite s meteoric rise has seen it become one of the most popular build tools for web development, with a large ecosystem and vibrant community. The Cloudflare Vite plugin brings the Workers runtime right into its beating heart!
Hello fellow networking folks, I'm currently trying to build a small monitoring solution for multicasts. In our lab we have a Nexus9000 C93108TC-EX running version 7.0. I want to start with this device and maybe later continue supporting others. The goal is to see for each interface: "Which multicasts are entering and which are leaving." Sflow seems to be a viable solution for this problem since it "just" samples a defined subset of all the packets passing through the monitor
How to monitor containerized applications in Azure (Sponsored) In this eBook, you’ll learn how to deploy and monitor containerized applications using Azure and Datadog. Start monitoring AKS cluster status, AKS control plane, and understand critical AKS resource metrics. Plus, get best practices on collecting and tracking observability data across your container environment, and be alerted to performance issues and potential threats automatically.
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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