How Automation Prepares You for Agentic NetOps
Enterprises embracing cloud and AI still perform most NetOps tasks manually, creating scalability and error‑prone challenges. Network automation promises to cut human error, improve security, and lower operating costs, serving as the foundation for the emerging agentic NetOps model. By establishing a single source of truth, automation feeds high‑quality data to AI, enabling proactive, autonomous network management. However, market confusion, perceived skill gaps, and fragmented environments keep two‑thirds of networking work manual.
Why IDPs Are the Only Way to Scale Kubernetes Beyond Experts
Kubernetes excels at infrastructure orchestration but was never meant to be a developer’s primary interface, leading to growing operational friction as organizations scale. Internal developer platforms (IDPs) introduce abstraction layers—golden paths, service catalogs, and self‑service APIs—that shield developers from cluster‑level...
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AI Assistants for Kubernetes: Secure Cluster Operations with MCP and Rafay ZTKA
The Model Context Protocol (MCP) lets AI assistants run Kubernetes commands through a local server while Rafay’s Zero Trust Kubectl Access (ZTKA) supplies a secure, token‑less kubeconfig. This architecture places the MCP server on the admin workstation, routes traffic via...
Run GPU Hackathons at Scale: How Rafay Enables GPU Cloud Providers
Rafay’s platform lets GPU cloud operators provision and manage thousands of GPU‑backed Jupyter notebooks for hackathons through a declarative API and templated SKUs. By batching parallel API calls and using an inventory‑aware scheduler, operators can spin up 1,000 environments in...
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Validate GPU Health in Kubernetes with Rafay Zero Trust Kubectl Access
Rafay’s zero‑trust kubectl lets operators run commands inside pods on remote GPU‑enabled Kubernetes clusters without exposing the API or using bastion hosts. Using this workflow, they open an exec session to the nvidia‑dcgm‑exporter pod and execute nvidia‑smi to verify driver,...
AI Quickstart: Protecting Inference with F5 Distributed Cloud and Red Hat AI
F5 Distributed Cloud and Red Hat AI have released a joint AI quickstart that secures LLM inference endpoints. The modular blueprint integrates F5’s API security services with Red Hat’s AI platform and can be deployed in under 90 minutes. It adds schema...
The Data Context Gap: An Evaluation Guide for Agent-Ready Infrastructure
AI agents often fail in production because they lack environmental parity, a mismatch known as the data context gap. Providing agents with a production‑identical sandbox—including live schema, services, and data—eliminates this blind spot. Modern platforms achieve this through metadata‑level cloning...
Building an AI Gateway on Fastly Compute
Developers are moving LLM routing logic to the edge to avoid downtime, latency spikes, and scattered code. A proof‑of‑concept built on Fastly Compute acts as an AI gateway that classifies each request with a lightweight model and forwards it to...
This New Claude Code Review Tool Uses AI Agents to Check Your Pull Requests for Bugs - Here's How
Anthropic has launched Claude Code Review, a beta feature that adds AI‑driven agents to automatically analyze pull requests for bugs and security issues. Internal testing shows substantive review comments rose from 16% to 54%, effectively tripling the amount of useful...
Parasoft Sets New Bar for C/C++ Test Automation With Certified GoogleTest and Agentic AI at Embedded World 2026
Parasoft announced at embedded world 2026 new C/C++test CT featuring the industry’s first TÜV‑certified GoogleTest framework for functional safety, plus agentic AI workflows powered by its MCP server. The certified framework provides built‑in compliance evidence for ISO 26262, IEC 61508 and related standards,...
Combining AI and DevOps for Cutting Edge Innovation with Delphix, Redgate, and 3T Software
AI‑assisted tools are now woven into every stage of the DevOps lifecycle, speeding code generation, expanding test coverage, and improving observability. In a recent DBTA webinar, leaders from Delphix, Redgate and 3T Software discussed how AI‑driven automation must be paired...
Tesla Loses Software Director Who Built Its OTA and Robotaxi Infrastructure
Tesla’s over‑the‑air (OTA) and Robotaxi software director, Thomas Dmytryk, announced his departure after 11 years, ending a tenure that grew the OTA pipeline from a five‑person team to a system serving nearly 10 million vehicles worldwide. His group also built the...
Moving AI Apps From Prototype to Production Requires Enterprise-Grade Postgres Infrastructure
AI adoption surged to 78% of organizations in 2024, yet most initiatives remain prototypes. A new Apptio survey shows 90% of tech leaders can’t measure AI ROI, highlighting the gap between experimentation and production. Traditional databases lack vector search and...
KubeCon + CloudNativeCon Europe 2026 Co-Located Event Deep Dive: OpenTofu Day
At KubeCon + CloudNativeCon Europe 2026, the inaugural OpenTofu Day highlighted the rapid maturation of the OpenTofu project, a Terraform‑compatible, open‑source IaC engine. The CNCF officially accepted OpenTofu into its sandbox, unveiling version 1.2 with native Kubernetes providers and enhanced security...
SaaS Application Testing: From Traditional Methods to AI-Powered QA
SaaS firms are racing to ship features faster, but legacy testing can’t keep up with the complexity of modern, AI‑enhanced platforms. Traditional manual and scripted automation struggle with multi‑tenant, integration‑heavy environments, leading to backlogs and production bugs. AI‑powered QA introduces...
Registry Mirror Authentication with Kubernetes Secrets
The CRI‑O credential provider enables Kubernetes clusters to authenticate to private registry mirrors using namespace‑scoped Secrets instead of global node‑level credentials. Leveraging the kubelet image‑credential‑provider plugin API (stable since K8s 1.26) and the KubeletServiceAccountTokenForCredentialProviders feature gate, the provider extracts the pod’s...
Snowflake Cortex Code CLI Adds Dbt and Apache Airflow Support for AI-Powered Data Pipelines
Snowflake has expanded its Cortex Code CLI, an AI‑driven coding agent, to support the open‑source data‑pipeline frameworks dbt and Apache Airflow. The extension leverages Anthropic’s Agent Skills to automate debugging, testing, and optimization of pipelines, and is offered through a new...
Leading by Example: Embracing Tools Internally Before Shipping Them Externally
Dynatrace’s VP of Delivery, Reliability & Security, Thomas Reisenbichler, advocates a “use‑your‑own‑product” strategy, urging developers to act as customers before external release. By embedding the observability platform in daily internal workflows, teams surface technical and usability gaps early, turning failures...
Anthropic Turns Claude Code Into a Background Worker with Local Scheduled Tasks
Anthropic has expanded its Claude Code AI coding assistant with a new "/loop" command that lets users schedule recurring background tasks. The feature supports standard cron expressions, allowing intervals from minutes to days, and can handle up to 50 tasks...
Karpathy’s March of Nines Shows Why 90% AI Reliability Isn’t Even Close to Enough
Andrej Karpathy’s “March of Nines” highlights that achieving 90% AI reliability is only the first step; each additional nine of uptime demands comparable engineering effort. In multi‑step agentic workflows, the probability of success compounds exponentially, turning a seemingly robust demo...
Open-Source Complexity Is Rising — Managed Platforms May Be the Missing Link
Open‑source technologies such as Cassandra, Kafka and PostgreSQL now power most modern applications, but enterprises face growing operational complexity as they scale. TheCUBE Research reports 61% of firms run hybrid environments and 32% take hours to detect production issues, while...
Hands-On With Kubernetes 1.35
Kubernetes 1.35 adds production‑grade in‑place pod vertical scaling and structured authentication, both reaching GA status, while introducing Alpha‑level gang scheduling via a native Workload API and node‑declared feature advertising. Hands‑on tests on an Azure VM showed CPU scaling without restarts, memory...
Channel Brief: Automation, AI, and Compliance Expand MSP Service Opportunities
Managed service providers are rapidly adopting automation, AI‑enabled platforms, and compliance solutions to reduce manual effort and meet rising regulatory demands. Vendors such as GitLab, LogicMonitor, ConnectSecure, Cork Cyber, and Monjur are launching AI‑driven tools that let MSPs package DevSecOps...
Best Tool for AI-Powered Automated Testing: Reflect Vs. ACCELQ
AI‑powered testing is reshaping how rapid‑release teams automate QA, with traditional selector‑based tools causing up to 60% of QA effort to be spent on maintenance. The article compares SmartBear Reflect and ACCELQ, highlighting Reflect’s visual AI, self‑healing, and natural‑language test...
Celebrating Women in AI: 3 Questions with Cecilia Liu on Leading Docker’s MCP Strategy
Docker’s Model Container Platform (MCP) Catalog and Toolkit, overseen by senior product manager Cecilia Liu, offers a container‑based solution for discovering, configuring, and scaling AI model servers. The product bundles in‑product setup guides, role‑based access controls, audit logging and custom...
Why Enterprises Are Still Bad at Multicloud
In 2026 enterprises are spread across AWS, Azure and Google Cloud largely due to mergers, product deadlines and lock‑in avoidance, not a deliberate strategy. Multicloud adoption has outpaced the development of a unified operating model, leaving companies with three separate...
Migration Checklist: Moving From Fragmented Workflows to a Unified Platform
Enterprises are shifting from fragmented, tool‑specific workflows to a single, unified platform to eliminate hidden dependencies and production risk. A detailed checklist guides teams through preparation, sequencing, change management, and validation phases, emphasizing low‑risk pilots and clear ownership. The approach...
High-Performance Envelope Encryption at Ariso.ai with Vault
Ariso.ai integrated HashiCorp Vault’s Transit engine to secure its multi‑tenant AI assistant, Ari, using envelope encryption across 21 database tables. A single master key with context‑based derivation provides organization, user, and session isolation while eliminating key sprawl. DEK caching yields...
What Are The Security Risks of CI/CD Plugin Architectures?
Plugin‑centric CI/CD platforms such as Jenkins rely on thousands of community‑maintained extensions, exposing pipelines to inconsistent security practices, abandoned code, and broad permission grants. In 2025 Jenkins alone recorded over seventy plugin‑related CVEs, including remote‑code‑execution flaws that lingered on exposed...
TestSprite 2.1 Released
TestSprite unveiled version 2.1, delivering a 4‑5× faster AI testing engine, broader test coverage, a visual Test Modification Interface, and native GitHub integration that runs tests on every pull request. The release targets the four chief developer pain points—speed, coverage, control,...
OpenAI Releases Symphony: An Open Source Agentic Framework for Orchestrating Autonomous AI Agents Through Structured, Scalable Implementation Runs
OpenAI unveiled Symphony, an open‑source framework that orchestrates autonomous AI coding agents through structured implementation runs. Built on Elixir and the Erlang/BEAM runtime, it leverages fault‑tolerant concurrency to manage hundreds of isolated tasks. The system polls issue trackers such as...
Regression Testing: What It Is, Why It Matters, and How to Automate It with CI/CD
Regression testing re‑runs existing tests after code changes to verify that previously working functionality remains intact, and modern CI/CD pipelines execute these suites automatically on every commit. By catching side‑effects early, teams shift testing left, turning potential production incidents into...
Best OpenLens Alternatives for Kubernetes Visibility in 2025
OpenLens remains a favorite IDE for developers exploring a single Kubernetes cluster, but its single‑cluster focus limits its usefulness as organizations adopt multi‑cluster, RBAC‑heavy, GitOps‑driven environments. 2026 visibility demands tools that span clouds, enforce granular permissions, and integrate with CI/CD...
Codenotary Trust Delivers Autonomous AI Security for Linux and Kubernetes
Codenotary unveiled Codenotary Trust, a SaaS platform that leverages artificial intelligence to detect, prioritize, and autonomously remediate security, configuration, and performance issues across Linux, containers, VMs, and applications. The solution is built for junior and mid‑level administrators, addressing the talent gap...
The Great Migration: Why Every AI Platform Is Converging on Kubernetes
Kubernetes has become the de‑facto operating system for AI, with 82% of container users and two‑thirds of generative‑AI teams running production workloads on the platform. The shift from stateless microservices to data processing, distributed training, LLM inference, and autonomous agents...
Stack Overflow on AI: A Computer Weekly Downtime Upload Podcast
Stack Overflow CEO Prashanth Chandrasekar says AI agents can write functional code faster, though often less elegant than expert developers. He frames agentic AI as a platform shift that will fundamentally reshape roles for designers, product managers and engineers. The...
Why the Future of AI Depends on a Portable, Open PyTorch Ecosystem
Red Hat is championing an open, portable PyTorch ecosystem to ensure AI models run on any accelerator, cloud, or hardware. By contributing to projects like vLLM, vLLM‑CPU, OpenReg, and advanced kernels, Red Hat aims to democratize inference and reduce reliance...
Routing OpenTelemetry Logs to Sentry Using OTLP
The guide shows how to pipe OpenTelemetry logs into Sentry via the OTLP protocol by setting just two environment variables, eliminating any need to modify existing logging code. It walks through obtaining Sentry’s OTLP credentials, configuring a Node.js Express sample,...
MCP Security: Implementing Robust Authentication and Authorization
The Model Context Protocol (MCP) is becoming a core interface for AI agents to invoke tools and access enterprise data. To mitigate rising security threats, the latest guidance recommends treating MCP servers as OAuth 2.1 resource servers and adopting modern authentication...
Now GA: Up to 20x Faster Pulumi Operations for Everyone
Pulumi has moved its journaling performance enhancement to general availability, making it the default for all Pulumi Cloud operations when using CLI version 3.225.0 or later. The change replaces full‑snapshot state saves with incremental journaling, enabling parallel updates and delivering up to...
Now in Public Beta: Store Terraform State in Pulumi Cloud
Pulumi Cloud has launched a public‑beta Terraform state backend, letting teams point their Terraform or OpenTofu CLI at Pulumi Cloud without altering HCL. The service stores state encrypted, provides automatic locking, versioned history, RBAC and audit policies, and surfaces the...
Generating Metrics From Traces with Cardinality Control: A Closer Look at HyperLogLog in Tempo
Grafana Tempo’s optional metrics‑generator can derive RED metrics directly from tracing data, eliminating the need for separate instrumentation. However, automatically creating metric series can trigger a cardinality explosion, driving up storage costs. In the Tempo 2.10 release, the team introduced a...
A Transaction-Grade Performance Blueprint for Spring Boot FinTech Microservices (Tracing, Histograms, and Kubernetes)
FinTech payment‑authorization microservices demand continuous performance tuning, not a one‑off effort. The article presents a transaction‑grade blueprint that combines Kubernetes orchestration, OpenTelemetry tracing, and Prometheus histograms to meet strict latency and error SLOs. It walks through defining service‑level objectives, instrumenting...
The Verification Imperative: How One Framework Is Reshaping Trust in Financial Code
Financial institutions are tightening code integrity after supply‑chain attacks. Mitsubishi UFJ VP Jamshir Qureshi introduced the Hybrid Chain of Trust (HCoT), a framework that cryptographically signs and continuously validates software and container artifacts within CI/CD pipelines. The model enables compliance‑ready...
Introducing Studio AI: Stronger Validation, Less Friction
Cypress introduced Studio AI, an extension to Cypress Studio that automatically generates assertion suggestions by analyzing visible DOM changes during recorded test steps. The feature, called Smart Recommendations, offers code snippets, explanations, and before‑after snapshots, using stable selectors and filtering...
OSPOlogy Day Cloud Native at KubeCon + CloudNativeCon Europe
OSPOlogy Day Cloud Native, hosted by the CNCF and the TODO Europe Chapter, will convene a small group of open‑source program offices at KubeCon + CloudNativeCon Europe on March 23, 2026. The half‑day session uses lightning talks and round‑table discussions under the Chatham House...
Scaling AI Testing Across Large Product Teams
Enterprises are grappling with the need to scale AI testing as model updates become frequent and data‑driven. Traditional deterministic QA cannot capture the probabilistic behavior, bias, and drift inherent in machine‑learning systems. Global App Testing proposes a structured framework that...
The Right Way to Architect Modern Web Applications
The article argues there is no single “right” way to build modern web applications; instead, teams should adopt hybrid, constraint‑driven architectures that combine server‑side rendering with client‑side hydration. It explains how today’s apps span servers, edge caches, and browsers, requiring...
AI Workloads Force a Fundamental Redesign of Middle East Datacentres
AI workloads are prompting a fundamental redesign of Middle East data centres, shifting from legacy digital architectures to AI‑centric designs. Huawei’s SuperPoD solution, announced at MWC 2026, delivers up to 96.6% UPS efficiency and a 25% smaller footprint to meet soaring...
How Gremlin Makes Disaster Recovery Testing Easier and Faster
Gremlin has introduced a Disaster Recovery Testing feature that lets organizations simulate catastrophic failures across all services with a few clicks. The tool builds on pre‑built test suites to establish baseline reliability scores, then supports regular weekly testing of individual...