Terraform Enterprise 2.0: Evolving Infrastructure Operations for Scale
Terraform Enterprise 2.0 introduces Stacks, a new orchestration layer that lets teams manage multi‑tier, multi‑environment deployments as a single system. The release adds project‑level notifications, SCIM 2.0 identity automation, a read‑only site auditor role, built‑in health checks, pre‑upgrade validation, mandatory API token expiration, and cross‑organization workspace migration. It also adopts IBM‑style versioning and a two‑year support cycle with extended options. Together, these features aim to reduce operational overhead, improve security, and provide predictable lifecycle management for large‑scale infrastructure.
OpenAI Acquires Scottish AI Firm Tomoro in $4 Billion Enterprise Deployment Push
OpenAI has bought Edinburgh‑based Tomoro AI, injecting $4 billion into its newly created OpenAI Deployment Company and bringing roughly 150 deployment engineers into the fold. The deal positions OpenAI to compete more directly with enterprise‑focused rivals such as Anthropic.
Announcing Native AI Agent Support in HashiCorp Vault
HashiCorp announced native AI‑agent support in Vault, introducing an agent registry, granular identity‑based policies, and per‑request (ephemeral) authorization. These features let organizations treat autonomous AI actors as distinct identities, enforce least‑privilege at runtime, and bind permissions to a single transaction....
Red Hat Is Betting on AgentOps to Close the Gap Between AI Experiments and Production
Red Hat unveiled AI 3.4 at its Summit, introducing a Model‑as‑a‑Service layer and a new AgentOps suite to move AI agents from experiment to production. The update adds distributed inference with vLLM and llm‑d, speculative decoding that can double response speed,...
Red Hat Opens Ansible to AI Agents, Within Limits
Red Hat announced the general availability of its Model Context Protocol (MCP) server, letting external AI agents interact with the Ansible Automation Platform. The company also introduced a technology‑preview orchestrator that forces AI‑generated actions through pre‑approved, deterministic playbooks. Support now...
Red Hat Establishes Ansible Automation Platform as the Trusted Execution Layer for IT Operations in an Agentic Era
Red Hat unveiled Ansible Automation Platform 2.7, adding a technology‑preview automation orchestrator, Model Context Protocol server, and AI‑aware features that blend deterministic, event‑driven, and AI‑driven workflows. The update introduces a “bring‑your‑own‑knowledge” assistant, a universal AI bridge, and a performance dashboard...
Meta Launches AI‑Driven No‑Code VR Toolkit, Cutting Development Time to Hours
Meta unveiled an AI‑enhanced update to its open‑source Immersive Web SDK, adding an agentic workflow that lets developers generate, test and validate WebXR experiences without writing code. The new toolkit rebuilt a 2022 VR demo in 15 hours, highlighting a...
TanStack NPM Supply‑Chain Attack Deploys 84 Malicious Versions Across 42 Packages
A coordinated supply‑chain breach on May 11, 2026 saw an attacker publish 84 malicious versions across 42 @tanstack/* npm packages. The attack leveraged pull‑request_target abuse, GitHub Actions cache poisoning, and OIDC token extraction, and was detected within 20 minutes, prompting...
Lyrie.ai Secures $2 Million Pre‑Seed to Launch Open Trust Protocol for AI Agents
Lyrie.ai, the autonomous cybersecurity platform from OTT Cybersecurity LLC, closed a $2 million pre‑seed round and exited stealth on May 11, 2026. The funding will back the rollout of its open Agent Trust Protocol, aimed at securing AI‑driven DevOps tools and...
AI‑written Code Meets On‑call Chaos—Rootly Saves Production
🤖 Half your codebase was written by AI. 👤 The other half by someone who left two years ago. Guess who's on-call when it breaks. New video on Rootly AI SRE - the partner that's got your back when prod goes down. 👇 Link...
Honeycomb Introduces Agent Observability Features to Keep an Eye on Production
Honeycomb, the full‑stack observability startup, unveiled a suite of AI‑agent monitoring tools—including Agent Timeline, Canvas Agent, Canvas Skills, and auto‑investigations. The features give engineers a real‑time, single‑pane view of large language model calls, tool invocations, and decision paths without requiring...
ElevenLabs Deploys Engineers to Every Non‑Technical Team to Speed Enterprise Voice‑AI Rollout
ElevenLabs announced it will embed a dedicated engineer within each non‑technical group—people, go‑to‑market, legal and others—to accelerate automation and upskill staff as the company scales its voice‑AI platform for enterprise clients. The move follows a $500 million Series D raise that lifted...
I Asked Three AI Models to Fix the Same Broken Code. One Outperformed the Rest
A tech writer tested three leading AI models—ChatGPT (GPT 5.5), Google Gemini 3.1 Pro Preview, and Anthropic Claude Sonnet 4.6—by asking each to fix a deliberately broken Python script that moves image files. All three corrected the basic syntax errors and missing imports, but...
Streamlining to ~20 Essential SaaS Providers
Wavespeed for GPU (Photo AI + Interior AI) Cloudflare for R2 storage and domain renewal xAI for LLM AI API for all my sites Backblaze for backups Hetzner for VPS Scrapingbee for scraping (mostly for Hotelist) Google Cloud (also for Hotelist) NameCheap (for like 4 domains left...
Red Hat Adds Support for Agentic AI Development
Red Hat unveiled a suite of agentic AI development tools at its Summit, including the generally available Red Hat Desktop with sandboxed AI agent testing, an enhanced Advanced Developer Suite, dedicated AI skill bundles, and the free rolling‑release Fedora Hummingbird...
Resolve and Deduplicate Email Alerts
Incident.io introduced advanced email parsing that lets a “resolved” email automatically close the originating alert and eliminates duplicate notifications by extracting a unique key from the subject or body. The platform also refreshed the team overview page, adding clearer views...
A Decade of Governance: Cloud Custodian at 10 and Its Role in the Agentic AI Era
Cloud Custodian, an open‑source, stateless policy engine, celebrates its 10‑year anniversary as a CNCF incubating project. The tool now serves as a foundational cost‑optimization and security layer for the emerging agentic AI era, where autonomous agents provision GPU fleets, model‑serving...
Application Security Shifts to Secure‑by‑Design as Continuous Deployment Outpaces Patching
Enterprises are abandoning the traditional find‑and‑fix security treadmill in favor of secure‑by‑design operating models. Continuous integration and continuous deployment pipelines now demand board‑level accountability and new tooling to curb mounting security debt.
Service Mesh Performance Costs: The Reality of Sidecar Latency
Adopting a service mesh like Istio inserts an Envoy sidecar into every pod, introducing four latency sources: iptables traversal, loopback socket handoff, Envoy filter processing, and mTLS handshake amortization. In real‑world deployments, these costs can push p99 latency from 2 ms...
Observability Tools Weren’t Built for AI Debugging
AI‑assisted code generation is accelerating software delivery, but developers are now spending more time fixing AI‑generated bugs. The root cause is not model weakness but a data gap: observability platforms provide sampled metrics and traces while omitting payloads, headers, and...
AI Is Doing the Testing Now
The article warns that the latest hype – AI doing the testing – is a dangerous “lie.” While AI can rapidly generate test cases, maintain regression suites and boost coverage numbers, it does not possess the judgment to understand business...
AI Makes Exhaustive Testing Affordable, Not Just Faster
It's not that AI lets you write code faster. Plenty of people have noticed that. It's that AI lets you verify at a level that was previously too expensive to sustain. The 90% testing threshold is magical, but it used...
Mythos Finds Just One Real Curl Vulnerability Amid False Positives
The developer of curl tried using Anthropic’s Mythos to find security vulnerabilities. While it flagged 5 issues, 3 were false positives and 1 just a regular bug. So it only found 1 real security issue. That said curl already uses multiple...
Christophe Pettus: All Your GUCs in a Row: Autovacuum_worker_slots
PostgreSQL 18 introduces a split configuration for autovacuum workers by adding the autovacuum_worker_slots parameter, which reserves shared‑memory slots at server startup. The existing autovacuum_max_workers becomes SIGHUP‑reloadable, allowing DBAs to raise or lower active workers on a running instance as long...
IBM Launches AI Ops Suite at Think 2026 to Tame DevOps Complexity
IBM announced the Concert AI operations suite at its Think 2026 conference in Boston, aiming to automate the management of an estimated one billion new enterprise applications over the next five years. The platform integrates existing IBM tools and adds...
Stop Measuring Fast. Start Measuring Better
The article argues that AI‑assisted pull‑request (PR) reviews boost throughput but can destabilize the broader delivery system. While teams like Honeycomb saw merges rise from about 30 to 74 per day, defect escape rates remain flat, meaning more change reaches...
Testaify Launches 2.0 Autonomous Testing Platform at $499/Mo
Testaify unveiled Testaify 2.0, a refactored autonomous testing platform that adds application intelligence, operational dashboards, and AI‑learning capabilities. The service is priced at $499 per month for unlimited testing, targeting smaller engineering teams that need enterprise‑grade coverage. The launch aims...
Red Hat AI Inference Brings Llm-D to Any Managed Kubernetes, Starting with CoreWeave and Microsoft Azure
Red Hat announced that its AI Inference platform now runs on any managed Kubernetes service, with validated blueprints for CoreWeave Kubernetes Service and Azure Kubernetes Service. The offering extends the vLLM‑based server with the llm‑d distributed inference orchestrator, delivering up...
Supercharging Local AI Development with RHEL on NVIDIA DGX Spark
Red Hat announced a development preview of Red Hat Enterprise Linux 10 running on NVIDIA’s DGX Spark workstation. The DGX Spark, built on the Grace Blackwell GPU architecture, offers up to 1 petaflop of compute and 128 GB of unified memory, enabling developers to train and test...
OpenShift: Consistent Integration for the Hybrid Enterprise
Red Hat OpenShift has become the leading hybrid cloud platform, now surpassing $2 billion in annual recurring revenue. The company highlighted large‑scale migrations such as EUROCONTROL’s 25‑year legacy replacement and Telenet Business’s consolidation of VMs and containers, while reporting a 417% rise...
Red Hat Desktop Brings Kubernetes-Aligned Development to the Desktop
Red Hat announced Red Hat Desktop, an enterprise‑backed version of Podman Desktop that brings cloud‑native, container‑based development to developers' laptops. The offering includes extensions for local OpenShift clusters, bootable image creation, AI model labs, and hardened container images, plus a new Kaiden...
The MCP Catalog Is Here: Discover, Deploy, and Connect on Red Hat OpenShift AI
Red Hat OpenShift AI 3.4 introduces the MCP catalog, a developer‑preview marketplace of pre‑validated Model Context Protocol (MCP) servers. The catalog lets users discover, deploy, and manage MCP servers directly on OpenShift with an automated lifecycle operator and a secure...
Strengthening Security and Consistency in the Cloud with Red Hat and HashiCorp
Red Hat and HashiCorp have deepened their partnership by embedding HashiCorp Vault and Terraform into Red Hat Ansible Automation Platform, and by introducing OIDC‑based authentication in the upcoming 2.7 release. The new capability lets Ansible act as an OpenID Connect...
LinearB Named a Leader in the 2026 Gartner® Magic Quadrant™ for Developer Productivity Insight Platforms
LinearB has been named a Leader in Gartner’s 2026 Magic Quadrant for Developer Productivity Insight Platforms. The analyst firm estimates the DPIP market at roughly $400 million and growing at over 40% annually. LinearB’s platform combines AI‑driven metrics, a natural‑language interface,...
Kubernetes in Production: Where Platform Decisions Break Down
Running Kubernetes in production demands far more than the core orchestration layer. Organizations must add networking, ingress, CI/CD, observability, and security tooling, which often become separate, hard‑to‑integrate components. The article contrasts vendor‑managed distributions that accelerate initial rollout with internally built...
Lendi Group Runs First Project Through "Agentic SDLC"
Lendi Group, a home‑lending fintech, completed its first project using an agentic software development lifecycle (SDLC) powered by Atlassian’s Teamwork Graph. The new process captures meeting audio with Loom, auto‑generates PRDs in Confluence, and employs AI agents to create Jira...
Prometheus Missed Cilium Metrics at 2 A.m., Highlighting Integration Gaps in CNCF Stacks
At 2 a.m. an on‑call engineer discovered that Prometheus could not scrape Cilium network metrics because ServiceMonitors were not attached to Cilium’s agent and operator pods. The outage revealed a broader “integration tax” that platform teams pay when multiple CNCF projects...
SessionStart Hook Cuts Token Usage by Half
The nav-start skill used to make 6 Read calls at session start. Replaced them with a Claude Code SessionStart hook that injects state via additionalContext — before the first user turn. Same data, zero reads, ~35k tokens saved per session 🔥 Measured: 73.3k →...
Plan Load Balancers for Future Spikes, Not Current Traffic
Load balancers are one of those things you don't think about until traffic spikes. Then you're very grateful someone thought about it in advance. Design for the traffic you want, not the traffic you have.
NASA’s Jet Propulsion Laboratory Advances Deep Space Mission Operations with Red Hat OpenShift Virtualization
NASA’s Jet Propulsion Laboratory has transitioned its mission‑critical IT environment to Red Hat OpenShift Virtualization. The move consolidates virtual machine workloads onto a unified hybrid‑cloud platform that offers automated VM provisioning, robust security and compliance tools. Red Hat’s built‑in SELinux,...
Red Hat Embraces MCP to Enable AI Agents to Automate IT Operations
Red Hat is previewing Model Context Protocol (MCP) servers embedded in Red Hat Enterprise Linux (RHEL), the Satellite management framework, and the Lightspeed automation platform, allowing AI agents to invoke these services via natural‑language workflows. The company also announced container‑based...
Enterprise DevOps Needs SaaS‑Style Feedback and Product Thinking
RT Enterprise DevOps can't just ship faster. Learn from SaaS: continuous feedback loops, tight customer alignment, and product thinking around platforms. #DevOps #SaaS @Star_CIO https://t.co/e4TERhpY2r
Database Selection in AI-Powered Software Engineering
Database selection has become a strategic cornerstone for AI‑powered software engineering, influencing model training speed, real‑time inference, and overall system reliability. The article outlines the strengths of relational, NoSQL, NewSQL, time‑series, and emerging vector databases, showing how each aligns with...
Debian 14 Cracks Down on Unreproducible Packages
Midway through Debian 14 "Forky" development, the release team announced a mandatory reproducible‑build policy. New migration software now blocks any package that cannot be rebuilt byte‑for‑byte, and flags regressions in existing testing packages. The move aligns Debian with the broader...
The Serverless Illusion: When “Pay for What You Use” Becomes Expensive
The article debunks the myth that serverless "pay‑for‑what‑you‑use" is always cheaper. It shows how hidden line items—API Gateway, NAT gateways, CloudWatch logs, and provisioned concurrency—can drive costs far beyond the Lambda compute price. A startup with 2.6 billion monthly invocations spent...
Ship Code in Minutes with Gemini CLI Abstraction
Ship code within minutes with the Gemini CLI DevOps Extension https://t.co/gB69hhqVPX < CI/CD has to change, right? Until we figure out what that really looks like, I'll take abstractions that translate intent to infrastructure.
Local AI Models Urged as Default for DevOps Teams
A DevOps commentator on unix.foo called for software teams to make on‑premise or edge AI inference the default, warning that cloud‑hosted models add latency, expense and data‑privacy exposure. The piece highlights how local models simplify CI/CD pipelines, reduce operational risk...
Vocus Appoints Nikos Katinakis as Chief Technology Officer to Drive Network Automation
Vocus Group announced today that former Zayo executive Nikos Katinakis will become chief technology officer. Katinakis will oversee the carrier’s network, security and customer operations while spearheading intelligent automation across its infrastructure, a move aimed at sharpening Vocus’s digital strategy.
Telenet Taps Red Hat for Private Cloud Infrastructure
Telenet Business, the managed‑service arm of Belgium’s Telenet, has partnered with Red Hat to build a sovereign private‑cloud using Red Hat OpenShift. The solution consolidates virtual machines and container workloads on bare‑metal across two regional data centres, providing a single management layer...
Amazon Quick Auto-Selects Optimal Models, Freeing IT Teams
The complexity of model selection is growing. Amazon Quick’s ability to self-optimize and select the best-fit model for a task allows IT teams to focus on outcomes rather than backend orchestration. https://t.co/DnLd1tKYSx #CIO #WhatsNextWithAWS #AI #Cloud #ITOps