New Agentic AI Tool Analyzes Oracle Fusion and Workday Releases
Opkey has unveiled Release Advisor, an agentic AI platform that automates analysis of Oracle Fusion and Workday release notes. The tool promises to slash manual review time by 60‑80% and enable certification of updates in as little as three days. It ships in a free Lite edition that delivers AI‑generated summaries and a paid Pro edition that adds environment‑aware impact assessment, custom test case creation, and training guides. Powered by Opkey’s Argus AI, the solution targets IT, QA and business teams grappling with rapid SaaS change.
KernelEvolve: How Meta’s Ranking Engineer Agent Optimizes AI Infrastructure
Meta unveiled KernelEvolve, an autonomous agent that automates low‑level kernel creation and tuning for its diverse AI accelerator fleet—including NVIDIA GPUs, AMD GPUs, custom MTIA silicon, and CPUs. By treating kernel optimization as a search problem, the system compresses weeks...
BlueRock Launches Trust Context Engine for Agentic Systems
BlueRock unveiled its Trust Context Engine, a runtime layer that tags every action taken by AI agents with detailed metadata and trust signals. The engine classifies capabilities, components, and downstream effects, creating a unified view of the Agentic Action Path....
Kubernetes Is Finally Getting Rid of externalIPs
Kubernetes will remove the long‑standing externalIPs field in the upcoming v1.36 release, slated for the end of April. The change begins with deprecation warnings in the current version, giving operators time to adjust. ExternalIPs have been a frequent source of...
ScaleOps Closes $130M Series C to Advance Autonomous AI Infrastructure Management
ScaleOps announced a $130 million Series C round led by Insight Partners, lifting its valuation to roughly $800 million. The funding backs its autonomous AI‑driven platform that continuously balances compute, memory, storage and networking resources. Founded in 2022, the company targets chronic GPU...
Why Broadcom Gave Velero to the CNCF Sandbox — and What It Means for Kubernetes Data Protection
Broadcom has transferred ownership of the Velero backup and recovery project to the CNCF Sandbox, moving governance away from its VMware unit. The donation aims to eliminate perceived proprietary control and encourage broader community contributions. Broadcom positions this move as...
Datadog Debuts Experiments to Unify Product Testing and Observability Data
Datadog announced Datadog Experiments, a unified platform that lets product teams design, launch, and measure A/B tests alongside real‑time observability data. The service combines product analytics, application performance monitoring, and business metrics from data warehouses, eliminating the need for separate...
Mastering Azure Kubernetes Service: The Ultimate Guide to Scaling, Security, and Cost Optimization
Microsoft’s Azure Kubernetes Service (AKS) has matured into a full‑stack platform for enterprise workloads, demanding sophisticated approaches to scaling, security, and cost control. The guide details advanced scaling techniques such as Horizontal and Vertical Pod Autoscalers, Cluster Autoscaler, and event‑driven...
Docker Offload Now Generally Available: The Full Power of Docker, for Every Developer, Everywhere.
Docker announced Docker Offload is now generally available, moving the Docker engine to a fully managed cloud service. The shift lets developers run Docker Desktop in VDI, locked‑down laptops, and other restricted environments without changing workflows or UI. Offload offers...
Rootly | Rootly MCP Goes GA: Up to 95% Less Tokens
Rootly AI Labs announced its Model Context Protocol (MCP) server has reached general availability, logging over 7,000 monthly PyPI downloads and production deployments at firms like Brex and Canva. The GA release adds incident correlation, multiple consumption modes (SSE, self‑hosted,...
Send Your Existing OpenTelemetry Traces to Sentry
Sentry has launched an open‑beta OTLP endpoint that lets you forward existing OpenTelemetry traces to Sentry with just two environment variables, eliminating the need to rewrite instrumentation. The guide walks through configuring a Node.js Express service, generating a trace, and...
Automating the Modern Network: A Q1 Network Automation Recap
The Q1 2026 network automation recap shows Red Hat Ansible Automation Platform becoming the core execution layer for AI‑driven workloads, edge computing and hybrid‑cloud environments. Red Hat expanded Cisco‑certified content with BFD support, richer L3 interface modules, and introduced FIPS‑compliant Netconf options. Partner‑validated...
What Fast Debugging Actually Looks Like on Upsun
Upsun showcased a real‑world debugging session where an AI‑generated Drupal site failed due to broken Composer scripts and wrong database credentials. Developer Advocate Paul Gilzow walked through the process, starting with log analysis, inspecting the container, comparing to a clean...
Enabling Long-Term Stability: Introducing Red Hat Enterprise Linux Extended Life Cycle, Premium
Red Hat unveiled RHEL Extended Life Cycle, Premium, a standalone subscription that adds up to four extra years of support beyond the standard ten‑year window. The offering provides a 14‑year lifecycle for major releases and six years of extended maintenance...
Amazon Security Boss: AI Makes Pentesting 40% More Efficient
Amazon’s chief information security officer CJ Moses says AI‑driven penetration testing has lifted efficiency by roughly 40%, slashing human and operating costs. The AI handles data‑heavy vulnerability discovery while humans review critical exploit decisions, enabling continuous testing beyond traditional point‑in‑time...
AWS Permission Delegation Now Generally Available in HCP Terraform
HashiCorp has made AWS temporary permission delegation generally available in HCP Terraform, integrating AWS’s just‑in‑time (JIT) IAM model with HashiCorp’s dynamic provider credentials. The feature lets customers grant short‑lived, scoped IAM permissions to HashiCorp for automated setup of roles, permission...
Show HN: Real-Time Dashboard for Claude Code Agent Teams
The open‑source Claude Observe plugin adds a real‑time observability dashboard for Claude Code agents, capturing every hook event and streaming it to a local or remote web UI. It runs as a Docker container (or via a local server) and...
SD Times News Digest: Sonar, Nutrient, Outsystems — April 1, 2026
Sonar announced an open‑beta suite of three tools—Sonar Context, SonarQube Agentic Analysis, and SonarQube Remediation Agent—to automatically verify, detect, and fix code generated by AI agents. Nutrient expanded its AI Assistant with agentic document editing, enabling multi‑step workflows such as...
Azure IaaS: Keep Critical Applications Running with Built-In Resiliency at Scale
Microsoft’s Azure IaaS blog outlines how built‑in resiliency across compute, storage, and networking can keep mission‑critical applications running during disruptions. It highlights features such as Virtual Machine Scale Sets, availability zones, zone‑ and geo‑redundant storage, and Azure networking services like...
HCP Terraform Adds IP Allow List for Terraform Resources
HashiCorp announced that IP allow lists are now generally available in HCP Terraform, enabling organizations to define approved CIDR ranges for both platform access and Terraform agents. The new organization‑level setting can be scoped to individual agent pools, restricting UI,...
Docker Inc. Allies with NanoCo to Deploy General-Purpose AI Agent Safely
Docker Inc. has partnered with NanoCo to enable the deployment of NanoClaw, a lightweight general‑purpose AI agent, inside Docker Sandboxes that leverage MicroVM isolation. NanoClaw’s codebase consists of only 15 core files, making it up to 100 times smaller than...
5 Best Cloud Infrastructure Monitoring Tools for 2026
The article identifies IBM Instana, Datadog, Dynatrace, New Relic, and Site 24x7 as the top five cloud infrastructure monitoring tools for 2026, based on G2 Grid ratings and extensive user interviews. It highlights each platform’s core strengths—AI‑driven root‑cause analysis, full‑stack observability,...
NetBox Labs Builds On Rapid Channel Momentum With Ahead Partnership
NetBox Labs, the commercial steward of the open‑source NetBox platform, announced a strategic partnership with Chicago‑based solution provider Ahead. The collaboration will embed NetBox’s infrastructure‑management suite into Ahead’s network‑automation services, supporting cloud‑migration, security and AI‑infrastructure projects. NetBox expects partners to...
Rootly | The Claude Code Leak: Which Signals Could've Caught It?
Anthropic unintentionally published a 60 MB source‑map file to its public npm package, exposing internal Claude Code source code. The leak highlights how AI‑generated code can accelerate the distribution of risky artifacts, especially as GitGuardian reports a 34 % rise in hard‑coded secrets...
Mean Time to Innocence - Splunk's Case for Why Your Observability Data Is as Much a Political Problem as a...
Splunk’s observability leader Stephane Estevez argued at KubeCon Europe 2026 that the industry’s reliance on sampled tracing hampers incident resolution and AI analysis. Splunk promotes a no‑sampling approach, leveraging economies of scale and its OpenTelemetry eBPF Instrumentation (OBI) to capture...
IT Admins Are Scrambling for Alternatives in the Wake of Microsoft’s MDT Retirement
Microsoft retired the Microsoft Deployment Toolkit (MDT) in January, prompting IT admins to seek new operating‑system deployment solutions. A Recast Software survey shows 99% consider OS deployment critical, yet 18% still rely on the now‑retired MDT or Windows Deployment Services....
Meta's New Structured Prompting Technique Makes LLMs Significantly Better at Code Review — Boosting Accuracy to 93% in some Cases
Meta researchers unveiled a "semi-formal reasoning" prompting technique that structures LLM outputs as logical certificates, compelling the model to state premises, trace execution paths, and derive conclusions before answering. In benchmark tests on patch equivalence, fault localization and code Q&A,...
Introducing Read-Only Mode for Pulumi Neo
Pulumi has added a read‑only mode to its Neo AI‑driven infrastructure assistant, allowing the tool to analyze, preview, and generate pull requests without executing any changes. Users can select this mode when creating a Neo task, capping permissions to read‑only...
Your Repo Is a Knowledge Graph. You Just Don't Query It Yet
The article argues that traditional source‑code management (SCM) must evolve into Source Context Management to support AI agents throughout the software development lifecycle. It highlights how agents currently scrape files, leading to context‑window bloat and semantic blindness, and proposes a...
The Reality Check: Why Manual Debugging Setups Are a Hidden Factory
Manual debugging setups consume up to 70% of an incident’s resolution time, as engineers spend hours syncing databases, matching service versions, and recreating production states. Upsun proposes a deterministic cloning platform that turns the entire production stack into a version‑controlled...
Neo Plan Mode: Iterate Before You Execute
Pulumi has launched Plan Mode for its Neo AI infrastructure assistant, creating a dedicated planning workflow before any code is executed. The new mode guides users through discovery, synthesis, refinement, and approval stages, ensuring a clear, documented plan. It is...
Why Kubernetes Still Needs VM Infrastructure
Kubernetes has not displaced virtual machines as many predicted, with bare‑metal clusters proving costly and complex. Broadcom’s VMware Cloud Foundation now blends a proven VM layer with Kubernetes, emphasizing dynamic GPU allocation for AI workloads. The hybrid model addresses rising...
The Sandbox Solution: Closing the AI Testing Gap
Mike Vizard interviewed Waldemar Hummer, CEO of LocalStack, at KubeCon Europe about high‑fidelity sandbox environments that emulate cloud services for AI‑driven applications. The discussion highlighted how LocalStack’s local emulation layer lets developers test AI agents without provisioning real AWS resources,...
Why Cursor Is Bringing Self-Hosted AI Agents to the Fortune 500
Cursor is launching self‑hosted cloud agents that let Fortune 500 firms run its AI coding assistants inside their own infrastructure, keeping source code, tests and build artifacts on‑premise. The move tackles security, compliance and latency concerns that have limited enterprise...
Portkey Open-Sources Its AI Gateway After Processing 2 Trillion Tokens a Day
Portkey has released its unified Portkey Gateway as an open‑source project after the service began processing two trillion tokens per day and handling more than 120 million AI requests. The platform currently supports $180 million of annualized AI spend across roughly 24,000...
JFrog Partners with iZeno
JFrog announced a partnership with Singapore‑based iZeno to deliver its full platform to enterprises across Southeast Asia. The collaboration combines JFrog’s DevSecOps tools—including Artifactory, Xray, Advanced Security, Runtime, ML, AI Catalog, and AppTrust—with iZeno’s regional consulting, compliance, and cloud‑native modernization...
Kubernetes Autoscaling: What Breaks Under Real Traffic
Kubernetes autoscaling appears simple but falters under real‑world traffic spikes. The Horizontal Pod Autoscaler samples metrics every 15 seconds and new pods can take minutes to become ready, creating a window of overload. Relying solely on CPU utilization misses memory,...
We Migrated Our Email Infrastructure to KumoMTA. Here's Why It Matters for You.
Postmark has completed a full migration from the proprietary PowerMTA platform to KumoMTA, an open‑source, Rust‑based mail transfer agent. The new engine cuts average queue times by roughly 30‑40% for Gmail, Yahoo, Microsoft and Apple, while bounce rates stay flat....
Bet365 Partners with TestMu AI to Accelerate Global Release Velocity with Agentic AI Quality Engineering
bet365 has partnered with TestMu AI, the first full‑stack Agentic AI Quality Engineering platform, to consolidate its software testing across a single interface. The collaboration gives bet365 access to over 3,000 browser/OS combinations and more than 10,000 real iOS and...
Sustaining OpenTelemetry: Moving From Dependency Management to Stewardship
Bloomberg is partnering with the Cloud Native Computing Foundation to run a structured mentorship cohort focused on OpenTelemetry from April 8 to June 17, 2026. The program will involve 30‑45 Bloomberg engineers working two hours per week with seven OpenTelemetry maintainers on...
Harness Rolls Out Release Orchestration Features with AI-Enabled Verification and Rollback
Harness announced new Release Orchestration capabilities that embed AI‑enabled verification and automatic rollback into its Continuous Delivery platform. The features also bring native warehouse‑level feature management from the Split acquisition and Database DevOps support for Snowflake, allowing code and data...
SmartBear Delivers AI Enhancements Across Software Application Testing Lifecycle
SmartBear unveiled a suite of AI enhancements spanning its testing portfolio, including agentic test generation in Reflect, natural‑language query skills for Zephyr, AI‑driven API test creation in ReadyAPI, and improved object detection in TestComplete. The new features pull contextual data...
Shipping GenAI Into an Existing App: How to Integrate AI Features Without Rewriting Your Stack
Integrating generative AI into existing applications requires a disciplined, contract‑first approach rather than a full stack rewrite. The article outlines a repeatable pattern that starts with selecting bounded, reviewable workflows, then defining a strict JSON contract that separates input, output,...
Elizabeth Garrett Christensen: Postgres Vacuum Explained: Autovacuum, Bloat and Tuning
PostgreSQL relies on periodic vacuuming to reclaim space from dead tuples created by its MVCC architecture and to prevent transaction ID wraparound. The built‑in autovacuum daemon, enabled by default, triggers when dead rows exceed a threshold of 50 rows plus...
Change Intelligence and Deployment Connectors for Liquibase Secure
Liquibase Secure announced two new capabilities—Change Intelligence and Deployment Connectors for ServiceNow, GitHub, Harness, and Terraform. Change Intelligence aggregates change data, applies AI‑driven risk analysis, and automatically captures audit evidence in a single view. Deployment Connectors embed governed database change...
Swedish Endform Raises €1.5 Million to Speed up Web Testing for AI-Era Development
Swedish startup Endform announced a €1.5 million (approximately $1.6 million) Series A round led by Alliance VC and other investors. The funding will accelerate its platform that slashes Playwright end‑to‑end test execution from roughly 30 minutes to under two minutes by running thousands of...
AI-Generated Code Verification Startup Qodo Raises $70M
Qodo, operating as Codium Ltd., announced a $70 million Series B round, bringing its total capital to $120 million. The startup offers an AI‑driven code verification platform that inserts a governance layer into developers' CI/CD pipelines, using specialized agents to detect bugs, compliance...
Changes to packages.gitlab.com: What You Need to Know
GitLab is completing a migration of its packages.gitlab.com infrastructure to a new hosting system, keeping the same domain but changing URL structures, GPG key locations, and network endpoints. The legacy PackageCloud UI will be retired on March 31, 2026, and...
Using Containers to Bring Software Engineering Rigor to AI Workloads
Enterprises are moving AI models, MCP servers, and agents from experimental prototypes into production and need the same governance applied to traditional software. The Open Container Initiative (OCI) provides a vendor‑neutral format that lets organizations package AI components as containers...
JBoss EAP XP 6.0: Achieving Observability with OpenTelemetry
Red Hat’s JBoss EAP XP 6.0 arrives with full MicroProfile 7.0 compliance and the new MicroProfile Telemetry 2.0 extension, bringing native OpenTelemetry support to Java EE workloads. The guide demonstrates two deployment paths: a local Podman environment that spins up Jaeger and an OpenTelemetry collector, and a...