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 tools. Leveraging technology from its recent acquisition of Eppo, Experiments adds statistical analysis and guardrails to ensure experiments are safe and reliable. The offering aims to accelerate decision‑making while protecting user experience and performance as AI‑driven releases increase in velocity.
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...
An AI State of the Union: We’ve Passed the Inflection Point, Dark Factories Are Coming, and Automation Timelines | Simon...
Simon Willison, a veteran Django co‑creator, argues that November 2025 marked a decisive inflection point when AI coding agents moved from experimental to reliably productive. He describes how he now writes 95% of his code from a phone, leaving him mentally...
Axios Hack Exposes AI-Coding’s Dependency Problem
Hackers breached the npm account for the widely used JavaScript library Axios, injecting malicious code that was downloaded millions of times before being pulled. The incident follows a similar supply‑chain attack on the LiteLLM PyPI package, highlighting how AI‑coding tools...
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,...
Claude Optimizes Lambda, Cuts AWS Bill by $1K Monthly
Claude helped me reduce my AWS bill by about $1000 / mo. Just by tightening up a lambda which kept timing out, adding in better exception handling etc. Very pleasant surprise when I went to pay the bill today.
Applied Computing, Wipro, Databricks Team Up to Deploy Physics‑Informed AI for Energy Operators
Applied Computing, Wipro Limited and Databricks have formed a strategic partnership to deliver physics‑informed AI at scale for energy operators across the Middle East, India and Southeast Asia. The trio will combine Applied Computing’s Orbital platform, Wipro’s consulting expertise and...
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...
AI Agents Accelerate DevOps, but Security Cracks Raise Alarms
OpenAI unveiled Codex as a multi‑agent coding platform, Cloudflare released EmDash—an AI‑built CMS successor to WordPress, and Anthropic scrambled to contain a massive Claude Code leak. The trio highlights a surge in AI‑driven DevOps tools and the security challenges that...
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...
AI Coding Agent Lets Me Deploy Fixes Solo
Another small AI win: I'm now able to ship stuff to our production app by myself. Previously had to go through engineers, shit had to be prioritized, and small stuff never was. Now I tell the coding agent what small feature/change...
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...
Tata Communications Unveils IZO™ Self‑Healing Network for AI‑Driven Enterprises
Tata Communications launched IZO™ Data Centre Dynamic Connectivity, a software‑defined, self‑healing network that spans five continents and targets AI‑driven workloads. The platform promises >99.99% service availability and up to 30% operational cost reductions through deterministic multi‑path routing and consumption‑based pricing.
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,...
AI‑Assisted Development: Small Gains or Ten‑fold Leap?
What is the actual impact of AI-assisted development in large enterprises? On my own projects, it feels like a step change. But at scale? Is it 10 percent faster or 10x?
KubeCon EU Highlights AI Surge, GitOps, Sovereignty
I'm seeing some KubeCon EU recaps trickling out. This one from Intuit Engineering looks at the AI blitz, open source challenges, GitOps advances, sovereignty, and more. https://t.co/tTaMhZXIGx https://t.co/0rfCH0GJcS
KDE Linux Hardening Their OS Against Updates Making Systems Unbootable
KDE Linux, the in‑house distribution showcasing the newest KDE Plasma features, markets itself as an atomically updated OS, promising seamless version switches and instant rollbacks. In March 2026 a regression in systemd 260 caused the update transfer to be skipped, leaving the...
Self‑host OpenClaw on a VPS: Guide, Security, Hardware
A step-by-step guide to self-hosting OpenClaw on a VPS using Hostinger, with security tips, hardware requirements, and alternative provider options. https://t.co/Ab5bu8anjm
Red‑team Your AI: Guard Against Fraudsters and Edge Cases
Your AI harness needs to handle adversarial inputs Financial services aren't just about helpful customers asking good-faith questions It's fraudsters, edge cases, and people trying to break your system for profit. If your testing doesn't include red-teaming, you're not ready
Genie Sessions: TCR Skill
In this live, unscripted "Genie Session," the host experiments with building a Cursor skill that enforces a Test‑Commit‑Revert (TCR) workflow while developing a left‑leaning red‑black tree in Python. The discussion covers the history of software development playbooks, the challenges of...
Microsoft's Xbox PC Remote Tools Accelerate Game Testing
Microsoft has launched new Xbox PC Remote Tools that are designed for developers to deploy, test, and debug PC games to remote Windows devices. Devs don’t need to use the GDK with these tools and they should help speed up...
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...
Invisible Work in the Age of AI: The New Bottleneck in Architecture and Delivery
Modern IT teams are accelerating delivery with AI‑assisted coding, low‑code platforms, and automation, turning weeks‑long tasks into hours. Yet projects still miss deadlines because a growing amount of effort—coordination, decision‑making, incident response, and validation—remains invisible to planners and dashboards. This...
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...
Portkey Open‑Sources AI Gateway After Processing 2 Trillion Tokens Daily
Portkey has made its AI Gateway, a control‑plane platform that routes, monitors and secures production AI traffic, fully open‑source. The move follows a day when the service processed 2 trillion tokens, serving over 120 million AI requests and managing $180 million in annualized...
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....
How to Build Secure 24/7 AI Automations With OpenClaw
OpenClaw is an open‑source AI agent that automates tasks and delivers actionable insights, now packaged with a step‑by‑step guide for secure 24/7 deployment on Google Cloud Platform. The tutorial emphasizes establishing an encrypted SSH tunnel, provisioning a scalable VM, and...
How to Grow Your Software Factory
In "How to Grow your Software Factory," Luca Rossi expands on his earlier "Era of the Software Factory" piece, arguing that modern engineering teams must adopt factory‑like practices to scale. He highlights three pillars—formal rules, modular architecture, and AI‑driven assistance—as...
Designing for AI Failures: Hallucinations, Safety, and Reliability Patterns
AI systems are inherently non‑deterministic, producing different answers for the same prompt, which makes traditional unit testing ineffective. This variability leads to hallucinations—confidently fabricated facts—that can cascade through downstream processes and cause costly business errors. The article argues that reliability...
Vercel Integration Now Live: Unified Deploy Pipeline
Vercel integration is live. Connect your account and the agent can manage deployments, check build status, and update project settings. For teams where marketing and engineering share the same deploy pipeline. Waitlist invite emails going out soon https://t.co/tBod9BqJKd
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,...
AI ‘Supervisor‑Class’ Agents Get $65 Million Boost as Startups Target DevOps Automation
Sycamore announced a $65 million seed round to build an enterprise‑wide AI agent platform that can write code, design systems and orchestrate DevOps pipelines. The funding, led by Coatue and Lightspeed, underscores growing investor confidence in “supervisor‑class” agents that promise to...
The ‘Valuable’ in Valuable Feedback, Fast
The article breaks down the phrase “valuable feedback, fast,” explaining why test automation must deliver timely, high‑impact information. It argues that feedback is only valuable when it matters to stakeholders, covers critical product behavior, is trustworthy, and is actionable. The...
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 ‘Valuable’ in Valuable Feedback, Fast
The article defines “valuable feedback, fast” as the core goal of test automation, breaking down “valuable” into four dimensions: relevance to stakeholders, appropriate coverage, trustworthiness, and actionability. It argues that tests must deliver information that matters, target high‑risk product behaviours,...
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...
The Ultimate Open‑Source Handbook for Building Real LLM Systems
This GitHub repo is an actual LLM engineer's bible. It covers everything serious builders need: → RAG pipelines and retrieval architecture → LLM evaluation frameworks → Agent design patterns → Fine-tuning and training workflows → Production deployment and optimization Not a tutorial collection. Not a curated links...
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...