https://sparecores.com/
Spare Cores: Run DS/ML/AI Workloads Faster, Cheaper, and with Less Hassle
Help you auto-track resource usage and optimize allocations on optimal cloud servers.
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https://sysdig.pathfactory.com/c/pf-securing-ai-workload?x=u_WFRi
WHITEPAPER. Securing AI Workloads
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https://www.ciodive.com/news/cisco-ai-networking-upgrades-data-center-nvidia-aws/750483/
Cisco fortifies enterprise networking gear to support AI workloads | CIO Dive
The company is aiming to help enterprises bolster security and resilience as they power up compute-intensive AI workloads.
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https://www.ibm.com/think/topics/optimize-ai-workloads?lnk=thinkhpinfra6us
How to optimize Infrastructure for AI workloads | IBM
Nov 17, 2025 - Key strategies to optimize infrastructure for AI workloads, empowering organizations to harness the full potential of AI technologies.
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https://www.tigera.io/lp/calico-for-ai-workloads/
Calico: Network Security for AI Workloads | Tigera – Creator of Calico
Feb 3, 2026 - Calico: Network Security for AI Workloads Scalable networking and network security for your AI workloads in Kubernetes Request a demo Secure AI data, models,...
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https://docs.ray.io/en/latest/data/data.html
Ray Data: Scalable Data Processing for AI Workloads — Ray 2.55.1
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https://www.f5.com/company/news/press-releases/minio-f5-ai-workloads-object-storage-distributed-app-services
MinIO and F5 to Enhance AI Workloads with High-Performance Object Storage and Distributed...
Together, MinIO and F5 can address unique challenges of large-scale AI deployments by providing optimized data flow, robust security, and seamless hybrid and...
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https://forums.tomshardware.com/threads/cpu-requirements-for-ai-workloads-are-multiplying-driving-intensifying-shortages-and-price-hikes-%E2%80%94-intel-already-shifting-production-from-consumer.3895407/
News - CPU requirements for AI workloads are multiplying, driving intensifying shortages and price...
As workloads continue migrating towards inference and agentic AI, CPU-GPU ratios could converge to 1:1 or even tilt further in favor of CPUs. CPU...
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https://www.networkworld.com/article/4151356/network-and-storage-patterns-for-ai-workloads-the-overlooked-bottleneck.html
Network and storage patterns for AI workloads: The overlooked bottleneck | Network World
Mar 30, 2026 - Stop blaming the GPUs! Your AI feels slow because data is getting stuck in traffic. Fix the
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https://github.com/skypilot-org/skypilot
GitHub - skypilot-org/skypilot: Run, manage, and scale AI workloads on any AI infrastructure. Use...
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https://www.networkworld.com/article/4143898/study-finds-significant-savings-from-direct-current-power-for-ai-workloads.html
Study finds significant savings from direct current power for AI workloads | Network World
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https://www.networkworld.com/article/3952908/ibm-cloud-speeds-ai-workloads-with-intel-gaudi-3-accelerators.html
IBM Cloud speeds AI workloads with Intel Gaudi 3 accelerators | Network World
Jul 16, 2025 - IBM is making Intel Gaudi 3 AI accelerators available on IBM Cloud to help customers scale gen AI workloads and optimize performance for AI inferencing and...
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https://www.arm.com/company/success-library/pieces-for-developers
Pieces for Developers Brings Faster AI Workloads with Windows on Arm – Arm®
Learn how Pieces for Developers leverages real-time, on-device AI and Arm-based PCs to boost performance, reduce latency, and streamline workflows for...
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https://www.fortinet.com/products/fortiaigate
FortiAIgate - Secure AI Workloads and LLMs | Fortinet
FortiAIGate secures large language models (LLMs) from security risks. Manage traffic flows to preventing model manipulations, prompt injections, excessive...
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https://www.tigera.io/tigera-products/ai-workloads/
Calico for AI Workloads | Tigera – Creator of Calico
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https://www.cockroachlabs.com/guides/vector-search-meets-distributed-sql/
Vector Search Meets Distributed SQL for AI Workloads
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https://flipboard.com/@TomsHardware/cpu-requirements-for-ai-workloads-are-multiplying-driving-intensifying-shortage/a-tA5IS7D1RYqnF-b8yi1MdQ%3Aa%3A1829740277-bc34088d1e%2Ftomshardware.com
CPU requirements for AI workloads are multiplying, driving intensifying shortages and price hikes —...
Apr 24, 2026 - tomshardware.com - As workloads continue migrating towards inference and agentic AI, CPU-GPU ratios could converge to 1:1 or even tilt further in favor of CPUs.
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https://kubex.ai/product/demo/
K8s, GPUs &AI Workloads Resource Optimization Demo
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https://www.networkworld.com/article/3613868/data-centers-go-nuclear-for-power-hungry-ai-workloads.html
Data centers go nuclear for power-hungry AI workloads | Network World
May 28, 2025 - As demand for clean electricity to run data centers increases, operators are considering nuclear energy. But the path to power has a few roadblocks.
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https://www.nokia.com/customer-success/nokia-building-ip-network-to-support-ai-workloads-at-nscales-new-sustainable-data-center/
Nokia building IP network to support AI workloads at Nscale’s new sustainable data center |...
Nokia selected by Nscale, the AI and cloud provider engineered for AI, to deliver an IP network solution to support AI workloads at Nscale’s new data center in...
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https://www.f5.com/company/blog/secure-and-scale-apis-for-ai
AWS multicloud AI workloads: secure and scale APIs for AI | F5
Unlock the full potential of AI in hybrid multicloud environments. Learn how F5 and AWS solutions enable secure, high-performance infrastructure for AI...
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https://www.f5.com/company/blog/accelerate-kubernetes-and-ai-workloads-with-f5-big-ip-and-aws-eks
Accelerate Kubernetes and AI workloads with F5 BIG-IP and AWS EKS | F5
The F5 BIG-IP Next for Kubernetes software will soon be available in AWS Marketplace to accelerate managed Kubernetes performance on AWS EKS.
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https://www.fortinet.com/blog/security-operations/fortiaigate-optimizing-and-protecting-ai-workloads
FortiAIGate: Optimizing and Protecting AI Workloads | Fortinet Blog
Fortinet introduces FortiAIGate, an advanced AI runtime security gateway that protects large language models (LLMs) from prompt injections, data leakage, model...
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https://www.nvidia.com/en-us/data-center/products/certified-storage/
NVIDIA-Certified Storage for AI Workloads
Deploy NVIDIA-Certified Storage from trusted partners to deliver enterprise-grade performance, security, and scale for agentic and physical AI workloads.
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https://www.networkworld.com/article/3982198/nutanix-partnerships-target-storage-ai-workloads-as-it-aims-to-take-on-vmware.html
Nutanix partnerships target storage, AI workloads as it aims to take on VMware | Network World
May 9, 2025 - At its .NEXT 2025 conference, Nutanix unveiled a slew of partnerships in storage, cloud and AI with players Nvidia, Pure Storage, Google Cloud and Canonical.
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https://www.networkworld.com/article/4160469/broadcoms-facebook-friend-will-help-train-it-to-accelerate-ai-workloads.html
Broadcom's Facebook friend will help train it to accelerate AI workloads | Network World
Apr 17, 2026 - Broadcom will provide the networking backbone to support Meta’s in-house AI chips.
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https://www.computerweekly.com/news/366554173/How-Pure-Storage-is-supporting-AI-workloads
How Pure Storage is supporting AI workloads | Computer Weekly
Pure Storage’s cloud-compatible and energy-efficient modular flash storage architecture is well-poised to address the data storage demands of artificial...
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https://www.datadoghq.com/product/gpu-monitoring/
GPU Monitoring for AI Workloads | Datadog
Monitor GPU capacity, performance, health, and cost in one place. Pinpoint stalled AI workloads, reclaim idle capacity, and reduce wasted spend.
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https://www.tomshardware.com/pc-components/cpus/shifting-need-for-cpus-in-ai-workloads-drives-intensifying-shortages-price-hikes
CPU requirements for AI workloads are multiplying, driving intensifying shortages and price hikes —...
Apr 24, 2026 - Intel says CPU-to-GPU deployment ratios have tightened from 1:8 to 1:4, and could reach 1:1.
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https://www.i-programmer.info/news/80-java/18791-java-26-released-with-focus-on-ai-workloads.html
Java 26 Released With Focus On AI Workloads
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https://www.networkworld.com/article/2086971/google-cloud-adds-more-infrastructure-support-for-ai-workloads.html
Google Cloud adds more infrastructure support for AI workloads | Network World
May 29, 2025 - Infrastructure enhancements targeting AI workloads include updates to compute hardware, new Nvidia GPU offerings, and storage optimization.
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https://www.infoworld.com/article/4123878/how-neoclouds-meet-the-demands-of-ai-workloads.html?utm=hybrid_search
How neoclouds meet the demands of AI workloads | InfoWorld
Feb 12, 2026 - For customers who must run high-performance AI workloads cost-effectively at scale, neoclouds provide a truly purpose-built solution.
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https://telconews.co.uk/story/google-unveils-virgo-network-for-next-gen-ai-workloads
Google unveils Virgo Network for next-gen AI workloads
Apr 23, 2026 - Google launches Virgo Network to link 134,000 TPU 8t chips, promising faster AI training and lower latency across its data centres.
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https://www.infoworld.com/article/4156198/the-hyperscalers-are-pricing-themselves-out-of-ai-workloads.html
The hyperscalers are pricing themselves out of AI workloads | InfoWorld
Apr 14, 2026 - AWS, Microsoft Azure, and Google Cloud risk losing the next phase of the AI market by charging too much for the same level of compute.
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https://info.yugabyte.com/yugabytedb-distributed-sql-ai-architecture
White Paper | Assessment of Distributed SQL Database for AI Workloads
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https://www.datacenterknowledge.com/next-gen-data-centers/anthropic-s-memory-push-turns-ai-into-a-data-center-systems-problem
Anthropic’s Managed Agents with Memory Are Reshaping AI Workloads
Apr 24, 2026 - Anthropic’s managed agents shift AI to coordinated, multistep workflows, making data movement, orchestration, and low-latency networking central.
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https://rafay.co/platform/rafay-paas
The Rafay Platform – Infrastructure Orchestration for AI Workloads | Rafay
Sep 4, 2025 - The Rafay Platform delivers a turnkey PaaS experience for AI and cloud-native workloads—enabling enterprises and service providers to orchestrate, govern, and...
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https://www.datacenterknowledge.com/next-gen-data-centers/data-center-world-2026-how-microsoft-and-google-plan-and-place-ai-workloads
How Microsoft and Google Plan and Place AI Workloads
Apr 22, 2026 - At Data Center World 2026, Microsoft and Google leaders described planning cycles, late-binding designs, and clusters built to absorb volatile AI demand.
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https://www.fortinet.com/products/fortiai-secure
FortiAI – Security for AI Models, LLM Data and AI Workloads | Fortinet
FortiAI Secures AI models and systems, prevents data leakage from LLM, and secures AI workloads with layered defense across network, application and data...
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https://grafana.com/blog/ai-observability-for-agents-in-grafana-cloud/?pg=blog
AI Observability in Grafana Cloud: A complete solution for monitoring your agentic workloads |...
AI Observability is now available in public preview, helping you understand what your AI is doing, how well it’s doing it, and where issues are emerging.
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https://www.techtarget.com/searchdatamanagement/news/366641958/Redis-unveils-Feature-Form-to-improve-AI-ML-workloads
Redis unveils Feature Form to improve AI, ML workloads | TechTarget
With enterprises struggling to deploy and maintain models, the latest from database specialist Redis is an improved environment for AI and ML workloads.
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