Why Broadcom Is Betting on a Private Cloud Comeback
Broadcom is doubling down on private‑cloud resurgence by evolving VMware Cloud Foundation (VCF) into a Kubernetes‑native, on‑prem platform. At KubeCon Europe 2026, executives highlighted how VCF now serves platform‑engineering teams with a single declarative pipeline for containers and VMs. The shift is driven by data‑sovereignty concerns amplified by AI adoption and a maturing open‑source ecosystem. Broadcom’s strategy emphasizes community contributions and on‑prem stability over a pure SaaS model.
Anaconda Releases Desktop in Public Beta, Unifying AI Development Workflow
Anaconda has launched a public‑beta of Anaconda Desktop, a single application that merges model discovery, local LLM inference, and conda environment management. The tool extends the familiar Anaconda Navigator interface with native AI capabilities while retaining package installation, environment handling,...
Turning Secret Detection Into Measurable Risk Reduction
HashiCorp’s Vault Radar extends secret detection beyond visibility by adding correlation, automated workflow integration, and reporting. The platform matches discovered secrets with Vault or AWS Secrets Manager, enabling teams to see which exposures are already managed and which represent governance...
Aerospike Debuts New AI-Native Developer Experience Solutions
Aerospike announced a unified AI‑native developer experience that blends visual tools, AI coding assistants, and updated SDKs for its real‑time NoSQL database. The offering includes the Voyager visual workspace, an MCP Server that lets AI agents interact directly with clusters,...
![How We Built a System for AI Agents to Ship Real Code Across 75+ Repos [Part 2 of 2]](/cdn-cgi/image/width=1200,quality=75,format=auto,fit=cover/https://www.mabl.com/hubfs/Geoffs%20Blog%20Featured%20Image%202.png)
How We Built a System for AI Agents to Ship Real Code Across 75+ Repos [Part 2 of 2]
mabl has operationalized AI agents across more than 100 repositories using a four‑phase pipeline—analysis, planning, implementation, and review—integrated with Jira. Confidence‑based gating reduces implementation failures by roughly 60 % and forces human oversight before code merges. Between October 2025 and March 2026 the...
Implementing Security-First CI/CD: A Hands-On Guide to DevSecOps Automation
The DZone Trend Report outlines a hands‑on, security‑first CI/CD framework that embeds DevSecOps practices from code scanning to policy‑as‑code enforcement, SBOM generation, zero‑trust identity management, and AI‑driven remediation. It details how early shift‑left scans, Open Policy Agent gates, and immutable...
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[Livestream] TeamCity 2026.1: AI, Pipelines, and Enterprise CI/CD Improvements
JetBrains announced TeamCity 2026.1, delivering AI‑enhanced CI/CD capabilities and a more flexible pipeline experience. The release adds native support for both Kotlin DSL and YAML pipelines, and introduces a new TeamCity CLI that embeds popular AI coding agents such as...
Aranya Debuts Cluster-Scale Operating System, Partners with Hydra Host on ‘Bare-Metal AI’
Aranya Inc., founded in 2025, launched its cluster‑scale operating system, ClusteredOS, in partnership with Nvidia‑aligned Hydra Host. The platform turns Kubernetes into a self‑healing, reproducible system for AI inference, cutting cluster setup from weeks to under 48 hours and slashing downtime...
MathWorks Adds AI Copilots in MATLAB and Simulink
MathWorks unveiled Release 2026a, embedding AI‑driven copilots across MATLAB, Simulink and Polyspace. Simulink Copilot can explain models, locate blocks and suggest next steps, while Polyspace Copilot interprets static‑analysis results and guides defect resolution. MATLAB Copilot automates test generation and code snippets,...
OpenAI’s Symphony Spec Pushes Coding Agents From Prompts to Orchestration
OpenAI unveiled Symphony, an open‑source specification that turns issue‑tracker systems like Linear into control planes for Codex coding agents. The orchestration layer lets agents autonomously claim tickets, run in isolated workspaces, monitor CI pipelines, and prepare pull requests for human...
Kubernetes v1.36 Haru - Security, GPUs and Observability Grow Up
Kubernetes 1.36, codenamed Haru, shipped on 22 April 2026 with 70 enhancements, including 18 new Stable features. The release emphasizes security—fine‑grained kubelet API authorization, external ServiceAccount token signing, and constrained impersonation—while adding GPU‑focused capabilities like Resource Health Status and Workload‑Aware Scheduling. Long‑awaited...
Blog: Bootstrapping Flux with Terraform, the Right Way
ControlPlane.io released a Terraform (and OpenTofu) module that automates the bootstrap of the Flux Operator on a new Kubernetes cluster. The module creates only the initial namespace, RBAC and a Job that installs Flux, then steps back so Flux alone...
Streaming Architecture and Speculative Decoding: How Companies Are Unlocking Cheaper AI
Enterprises facing GPU scarcity and high power costs are adopting software techniques such as streaming architecture and speculative decoding to run AI models on cheaper hardware. These methods break inference into incremental token chunks and pre‑compute likely sequences, cutting compute...
Introducing Seer Agent: The Answer Is Already in Sentry. Now You Can Ask for It.
Sentry has launched Seer Agent, an AI‑driven debugging assistant now in open beta. The tool lets engineers describe symptoms and automatically traverses Sentry’s trace‑connected telemetry to pinpoint root causes, as demonstrated when it identified a region‑specific rate‑limit outage in minutes....
GitOps for MongoDB with Harness DB DevOps
Modern DevOps pipelines excel at code delivery but often exclude database changes, leaving MongoDB updates unmanaged and error‑prone. Harness DB DevOps extends GitOps to MongoDB by treating schema modifications, index creations, and migration scripts as version‑controlled changes stored in Git....
GitLab and Anthropic: Governed AI for Enterprise Development
GitLab has deepened its integration with Anthropic’s Claude model, making it the default AI engine within the GitLab Duo Agent Platform. The partnership embeds Claude‑driven code generation, review, chat, and vulnerability resolution directly into GitLab’s existing software development lifecycle, preserving...
Building a Hardened, Image-Based Foundation for AI Agents
This week a community‑driven operating system image, built with Fedora‑bootc, was released as a prototype for running AI agents. The image‑based OS is immutable, read‑only, and updates transactionally like a git commit, eliminating system drift. It bundles a non‑root Podman...
How to Build CI/CD Observability at Scale
GitLab introduced a CI/CD Observability solution that converts raw pipeline data into actionable insights for self‑managed deployments. A leading financial services firm implemented the stack using the open‑source gitlab‑ci‑pipelines‑exporter together with Prometheus and Grafana on a Kubernetes cluster. The solution...
How Automated Testing Helps Agencies Meet DoD Modernization Requirements
U.S. defense agencies are turning to AI‑enabled automated testing to meet the Department of Defense’s Acquisition Transformation Strategy (ATS) requirements. Manual regression testing can no longer keep pace with rapid ERP upgrades, high‑impact cloud migrations, and legacy‑modern system integrations. Continuous,...
Kubernetes v1.36: Mutable Pod Resources for Suspended Jobs (Beta)
Kubernetes v1.36 promotes mutable pod resources for suspended Jobs to beta, allowing CPU, memory, GPU and extended resources to be edited while a Job remains suspended. The change relaxes the long‑standing immutability of pod templates, letting queue controllers or admins...
Christophe Pettus: Notice of Obsolescence
David Steele announced he is stepping away from pgBackRest, ending development after thirteen years. The tool, the most widely used dedicated PostgreSQL backup solution, will see its last release at version 2.58.0, with no further bug fixes or security patches....
Beyond Caching: Content Delivery Networks
Content Delivery Networks (CDNs) distribute proxy and cache servers across global points of presence to serve web assets from locations nearest to end users. By routing requests through edge servers, CDNs cut round‑trip time, offload traffic from origin servers, and...
Argo CD’s Rise and the Future of AI-Driven Deployments
GitOps has become a production standard, with roughly two‑thirds of organizations now running Argo CD in production. At KubeCon Europe, Akuity co‑founders Mike Vizard and Hong Wang identified the next hurdle: automating continuous promotion across development, staging, QA, and production...
Customize Preconfigured Views for AWS, Azure, and Google Cloud with Cloud Provider Observability in Grafana Cloud
Grafana Cloud has introduced customizable views for its Cloud Provider Observability product, letting users replace or augment the default AWS, Azure, and Google Cloud dashboards. Through a single "Configure" page, teams can attach existing Grafana dashboards, generate new ones with...
Kubernetes for Platform Teams: Leveraging K0s and K0rdent
The blog demonstrates how combining the lightweight k0s distribution, the multi‑cluster orchestrator k0rdent, and Hosted Control Planes (HCP) on OpenStack creates a scalable, cost‑efficient Kubernetes platform. By centralizing the API server, etcd and controllers in a single management cluster, only...
Daniel Benjamin: The Engineer Building the Infrastructure Layer Modern Systems Depend On
Daniel Benjamin, a Nigerian software and infrastructure engineer, has been the silent architect behind high‑performing fintech and consumer apps. At Risevest he led mobile engineering, slashing crashes and enabling seamless expansion into three African countries. He then built the backend...
AI Is Reshaping DevSecOps to Bring Security Closer to the Code
Artificial intelligence is fundamentally reshaping DevSecOps by embedding security controls directly into code‑generation tools, expanding vulnerability detection with large‑language‑model scanners, and automating remediation suggestions. AI‑assisted coding assistants now enforce policies at the point of creation, while LLMs identify logic flaws...
Anthropic's Magic Code-Sniffer: More Swiss Cheese than Cheddar, for Now
Anthropic’s new AI code‑security model, Mythos, is being rolled out through Project Glasswing to a limited set of trusted partners. The tool excels at spotting known vulnerability patterns but still struggles with novel, unseen flaws. Its early‑stage deployment reflects both...
Patch Applies Fake Diffs From Commit Messages
GitHub’s .patch export includes any diff‑shaped text found in a commit message, not just the actual changes. When fed to GNU patch, this embedded “phantom” diff is applied as a real change, creating files that never existed in the commit. The...
MyClaw Review: The Easiest Way to Run Your Own AI Agent in 2026
MyClaw is a managed cloud platform that hosts OpenClaw, the open‑source autonomous AI agent with over 134,000 GitHub stars. By handling all infrastructure—Docker, SSL, backups—it lets users launch a private, always‑on instance in about 30 seconds without touching a terminal....
The One Slack Message that Proved Our Elite Engineering Team Was Flying Blind
A Slack question asking "What are we actually running across both cloud environments?" revealed that the engineering team lacked a unified view of its multi‑cloud footprint. The organization was spread across AWS, GCP, Azure, and Cloudflare after years of ad‑hoc...
“Your Apps Should Update Themselves” — Winget-AutoUpdate Is the Missing Piece for Automatic App Updates on Windows 11
Winget‑AutoUpdate (WAU) introduces a graphical interface that automates updates for apps installed via the Windows Package Manager on Windows 11. The tool lets users schedule updates, manage allow‑lists and block‑lists, and receive toast notifications without running manual commands like "winget upgrade...
Context Decay, Orchestration Drift, and the Rise of Silent Failures in AI Systems
Enterprise AI deployments are increasingly plagued by silent failures that evade traditional monitoring. Issues such as context decay, orchestration drift, and partial degradations cause models to produce confidently wrong answers without triggering alerts. The article argues that observability stacks built...
Christophe Pettus: All Your GUCs in a Row: Archive_command
PostgreSQL’s archive_command is the hook that moves completed WAL segments from the primary to durable storage, forming the backbone of point‑in‑time recovery, warm standbys, and backup solutions. The command is a single‑line shell script that must return a zero exit status...
Building a Center of Excellence for Ansible
As Ansible adoption accelerates, enterprises face fragmented automation efforts that hinder scale. Establishing a Center of Excellence (CoE) provides a governance hub that defines standards, curates reusable content, and coordinates cross‑team initiatives. The CoE’s core team—product owners, automation architects, engineers,...
SUSE Extends Single-Kernel Linux Strategy From Edge to Data Center
SUSE announced that its single‑kernel Linux model now spans from tiny edge devices to massive data‑center servers, using the same kernel, libraries and tooling across all deployments. The approach supports up to 8,192 CPUs per system and is built on...
OpenAI Codex Brings Agent AI Workflows to Coding Tasks
OpenAI unveiled Codex, an AI‑powered coding agent that can generate, execute, and edit code across multiple languages while running tasks in parallel cloud sandboxes. The platform now ships with the GPT‑5.5 model, positioning it as the default engine for complex...
How to Test AI Hallucinations Effectively
AI hallucinations—confident but incorrect outputs—pose financial, legal and safety risks in sectors such as banking and healthcare. Traditional quality assurance struggles to catch these errors because AI responses are nondeterministic and lack a single expected answer. Global App Testing (GAT)...
Mistral’s Leanstral Wants to Kill Off Human-in-the-Loop Code Checks, but Is It Blowing in the Wind?
Mistral AI unveiled Leanstral, an open‑source code‑generation agent that couples large‑language‑model output with Lean 4 formal verification to produce mathematically proven code. The system employs a 119‑billion‑parameter mixture‑of‑experts model, activating only 6.5 billion parameters for efficiency, and is offered via a free...
When Production Logs Become Your Best QA Asset
Tanvi Mittal, a veteran QA engineer, created LogMiner-QA to turn raw production logs into automated Gherkin test scenarios. The open‑source tool uses AI‑driven NLP, clustering and anomaly detection to surface real‑world user flows that traditional test suites miss. It includes...
Why Xray’s AI Test Model Generation Is Key to Scalable DevOps Quality
Xray Enterprise’s AI Test Model Generation, powered by Sembi IQ, automatically transforms natural‑language requirements into structured visual models, giving teams a clear framework for test coverage. The feature embeds directly in Jira, linking models to test cases, executions, and release metrics,...
More Ancient Linux Device Support Faces the Chop
The Linux kernel community is accelerating the removal of legacy drivers to curb long‑standing bugs exposed by LLM‑powered vulnerability scanners. Andrew Lunn’s 18‑patch series targets 3Com Ethernet cards, several Xircom and PCMCIA devices, and newer but still two‑decade‑old adapters like...
Hyve Managed Hosting to Partner with Red Hat to Modernize and Reduce Customer Costs
Hyve Managed Hosting has teamed up with Red Hat to deliver a fully managed platform built on Red Hat OpenShift. The solution lets customers run containerized applications alongside traditional virtual machines from a single control plane. Licensing is tied to physical server...
Open Telemetry Founder Tools up for Project Graduation Party
At GrafanaCon in Barcelona, OpenTelemetry founder Ted Young announced that the project’s top priority for the next year is to make the ecosystem “boring” by stabilizing all components, especially instrumentation, to achieve full CNCF graduation. While SDKs and collectors are...
Open Telemetry Founder Tools up for Project Graduation Party
At GrafanaCon in Barcelona, OpenTelemetry founder Ted Young announced that the project’s final push toward CNCF graduation hinges on making the ecosystem "boring" – meaning fully stable and production‑ready. The priority is to upgrade all instrumentation packages across every supported...
Cursor and Chainguard Partner to Lock Down the AI Agent Supply Chain
Cursor and Chainguard announced a partnership that embeds Chainguard’s catalog of hardened container images and vetted language libraries directly into Cursor’s AI‑driven coding agents. The integration lets agents pull dependencies from Chainguard’s signed artifact store instead of public registries, reducing...
Axios Npm Supply Chain Compromise – Guidance for Azure Pipelines Customers
On March 31 2026 malicious versions of the popular JavaScript HTTP client Axios (1.14.1 and 0.30.4) were briefly published to the npm registry, embedding a hidden dependency that contacted attacker‑controlled servers. The supply‑chain breach can affect Azure Pipelines builds that resolve dependencies...
How Spotify Used Agents to Migrate 1,800 Data Pipelines and Save 10 Weeks of Dev Work
Spotify’s internal Honk tool deployed autonomous agents to migrate roughly 1,800 data pipelines across its backend. The system generated and applied code changes automatically, eliminating the need for manual rewrites. By the end of the effort, Spotify saved an estimated...
Configuring NVIDIA NeMo Agent Toolkit With Docker Model Runner
2025 is being hailed as the year of AI agents, with frameworks like Docker cagent, Microsoft Agent Framework and Google ADK accelerating adoption. However, observability—tracking agent coordination, output quality, and failure diagnostics—has lagged behind. NVIDIA’s open‑source NeMo Agent Toolkit now...
Neo's Integration Catalog: Give Your Agent Access to the Tools It Needs
Pulumi announced the launch of the Neo Integration Catalog, a centralized hub that connects Pulumi Neo to six major DevOps tools—Atlassian, Datadog, Honeycomb, Linear, PagerDuty and Supabase—via the Model Context Protocol. Administrators configure API credentials once, and the encrypted tokens...