Large language models operate in distinct compute-bound prefill followed by memory bandwidth-bound decode phases. Hybrid Mamba-Transformer models inherit this a...
Approximate Membership Query (AMQ) structures are essential for high-throughput systems in databases, networking, and bioinformatics. While Bloom filters offer ...
The rapid proliferation of the Internet of Things (IoT) and smart applications has led to a surge in data generated by distributed sensing devices. Edge computi...
Multimodal AI — systems that understand and generate combinations of text, images, audio, and video — is exploding from labs into production. These workloads ar...
Open Sovereign Cloud Day arrives at a moment when digital sovereignty has moved from an abstract policy conversation to an urgent, practical engineering priorit...
AI agents can now generate in minutes what once took teams weeks, but the real shift is not faster coding. It is the collapse of code scarcity. As software prod...
High-quality LLM request scheduling requires achieving two key objectives: whether the routed instance has KV to accelerate the request execution and whether th...
Google’s Gemini CLI Plan Mode enforces read‑only research‑first workflows—using higher‑reasoning models for strategy, ask_user prompts for clarification, and re...
!Pavel Despothttps://www.akamai.com/site/en/images/blog/userpics/pavel-despot%20.png Pavel Despot has more than 20 years of experience designing and deploying c...
Observability can generate massive data volumes. Learn how sustainable observability reduces telemetry waste, lowers costs and improves insight....
GPU sharing is critical for maximizing hardware utilization in modern data centers. However, existing approaches present a stark trade-off: coarse-grained tempo...
Weekly DevOps jobs roundup, this week highlighting top roles in Massachusetts, New Jersey, Chicago, Charlotte, and Seattle, with pay ranges and hiring trends to...
Quantum computing provides the feasible multi-layered security challenges to classical blockchain systems. Whereas, quantum-secured blockchains relied on quantu...
Protocols for causal message delivery are widely used in distributed systems. Traditionally, causal delivery can be enforced either on the message sender's side...
The AI agent world is messy. Teams are reaching for LangChain, LlamaIndex, CrewAI, AutoGen, or building custom solutions from scratch. Good. That's how it shoul...
In already a few short years, AI technology has evolved from basic chat completions to autonomous, long‑running agents. This poses a challenge for IT teams who...
Navigating the complexities of AI infrastructure shouldn’t be a barrier to innovation. Red Hat has completed the first phase of AI Cloud Ready status for the NV...
Welcome to my vlog! I am continuing my DevOps journey, and this is my first vlog. The only prerequisite before moving forward is a basic knowledge of Docker. Do...
markdown !Cover image for Organising and Protecting Azure Resources: A Guide to Tags and Lockshttps://media2.dev.to/dynamic/image/width=1000,height=420,fit=cove...
Comunicação entre Containers Por padrão, containers Docker são isolados. Para que eles consigam se comunicar entre si, é necessário conectá‑los a uma mesma red...
Um container é uma instância em execução de uma imagem. Quando uma imagem é executada usando Docker, o Docker cria um container isolado onde a aplicação roda; a...
Introduction After configuring the virtual network, virtual machine, and storage resources in the previous exercises, the next step is to improve how these res...
Here, in the vast, indifferent blackness of space, something extraordinary is about to happen. Something that has never happened before in the four‑billion‑year...
Survey: AI Coding Exacerbates Existing DevOps Workflow Issues A global survey of 700 software engineering practices published this week finds that thanks to in...
2026-03-16 5 min read !Illustration of migration challengeshttps://cf-assets.www.cloudflare.com/zkvhlag99gkb/6YBZZg4MLbnavKyH4oQE0N/548cb6616a67d99a805a5b25c61d...
Create a storage container 1. From the Storage account page, select the storage account you created in the Prepare exercise. 2. In the storage account blade, u...
Scenario With the network settings updated to support segmenting the Linux virtual machine, you’re ready to manage the virtual machine itself. The first task i...
Overview You need to add a new subnet for an FTP server, create a Network Security Group NSG with an inbound rule, and associate the NSG with the new subnet in...
Traditional lock-free parallel algorithms for combinatorial optimization problems, such as shortest paths, stable matching, and job scheduling require programme...
Amazon API Gateway AWS provides Lambda-based authorization capabilities for both API Gateway and AppSync, each designed to secure different API paradigms, high...
For years, most low-code platforms have focused on one primary challenge: efficiency. The goal was to help teams build applications faster and with less effort,...
Announcing Docker Hardened System Packages Date: Mar 3, 2026 Secure your container stack from the base image down. Docker Hardened System Packages offer multi‑...
Announcing Docker Hardened System Packages Mar 3, 2026 Secure your container stack from the base image down. Docker Hardened System Packages offer multi‑distro...
Agents have enormous potential to power secure, personal AI assistants that automate complex tasks and workflows. Realizing that potential, however, requires st...
Analysis AI-driven code generation accelerates dependency decisions and expands supply‑chain risk. This necessitates a shift‑left governance approach, prompt‑l...
Observability Day has become a cornerstone gathering for the cloud native observability community. The event evolved from FluentCon at KubeCon Europe 2022 in Va...
Existing convergence of distributed optimization methods in non-Euclidean geometries typically rely on kernel assumptions: (i) global Lipschitz smoothness and (...
Nowadays, service providers often deploy multiple types of LLM services within shared clusters. While the service colocation improves resource utilization, it i...
Overview OpenTelemetry eBPF Instrumentation OBI — combined with OpenTelemetry Injector — removes barriers to full observability by enabling zero‑code, kernel‑l...
Executive Summary The use of AI in vulnerability discovery brings both significant benefits and risks, particularly the potential for generating false positive...
Financial platforms and enterprise systems frequently provide transaction export capabilities to support reporting, reconciliation, auditing, and regulatory com...
Managing AWS environments across multiple accounts introduces a visibility problem that the console alone doesn't solve well. Cost anomalies accumulate quietly...
vLLM Semantic Router: Signal‑driven decision routing for mixture‑of‑modality models As large language models LLMs diversify across modalities, capabilities, an...
Managing a hybrid cloud environment spanning on-premise data centers, edge deployments, and multiple public clouds often results in subscription sprawl. Even in...
!Ashesh Badanihttps://www.redhat.com/rhdc/managed-files/Ashesh-AIstack-blogpost_headerimage_750x350.png In the next decade, AI will redraw the map of technology...
As AI coding tools accelerate software delivery, they are also intensifying a problem DevOps and SRE teams have been dealing with for years: the unchecked growt...
Immutable Infrastructure in Kubernetes: A Cluster API Perspective Since the Cluster API 1.12 release announcement^1, I keep getting questions about immutabilit...
Introduction When refactoring Helm charts—whether moving logic, simplifying templates, merging files, or cleaning up loops and functions—the goal is to keep th...
