Technical signals worth checking.

When building and maintaining consistent execution environments, platform engineers and developers routinely lose valuable time identifying dependencies, tracking down content collections scattered across different repo...

Legacy infrastructure was not designed for the requirements of the AI era. While large-scale model training remains centralized in data centers, test-time inference is rapidly shifting to the edge to reduce latency and...

As part of our ongoing efforts to streamline the Azure Storage portfolio and deliver enhanced performance, scalability, and cost efficiency, we are announcing the retirement of all General purpose v1 (GPv1) storage acco...

Azure Compute will retire the following Virtual Machine series on November 15, 2028, impacting Azure Batch pools that rely on them:Av2-seriesF-series, Fs-series, Fsv2-seriesG-series, Gs-seriesLsv2-seriesAfter this date:...

Azure Compute will retire the following Virtual Machine series on May 1, 2028, impacting Azure Batch pools that rely on them:D-series, Ds-seriesDv2-series, Dsv2-seriesLs-seriesAfter this date:New Batch pools using these...

SQL MCP Server is now generally available, giving customers a secure, high-performance way to build agentic solutions with controlled access to production data. Built for SQL and compatible with PostgreSQL and Azure Cos...

Amazon Managed Workflows for Apache Airflow (MWAA) Serverless now supports workflow and task state change events to Amazon EventBridge , enabling data engineering and platform teams to build event-driven automation for...

AWS Elastic Beanstalk now provides a CloudWatch Logs integration directly in the environment Logs tab of the Elastic Beanstalk console. Previously, customers had to navigate to the CloudWatch console to find the relevan...

Update to our previous communication: We previously announced the retirement of all Inbound NAT rules version 1 resources, which included both single-VM NAT rules and NAT pools for Virtual Machine Scale Sets. We have na...

Bringing attestation, provenance, and tamper-evident execution history to workflows and AI agents For years, the cloud native ecosystem has focused on making distributed systems resilient. Applications recover from fail...

Amazon Managed Service for Prometheus now supports out-of-order sample ingestion and a workspace-level rule query offset. All workspaces have a default out-of-order time window of 1 minute, allowing the workspace to acc...

Aikido now scans Docker Hardened Images (DHI) with built-in VEX support. Vulnerabilities that Docker has verified as non-exploitable drop out of the queue automatically, so developers spend their time on findings that a...

CISA has added one new vulnerability to its Known Exploited Vulnerabilities (KEV) Catalog , based on evidence of active exploitation. CVE-2026-10520 Ivanti Sentry OS Command Injection Vulnerability This type of vulnerab...

View CSAF Summary Successful exploitation of these vulnerabilities could allow an attacker to obtain hard-coded credentials, gain access to telemetry data, and potentially send operational commands to the robot fleet. T...

View CSAF Summary Successful exploitation of these vulnerabilities could allow an attacker to impersonate devices, intercept or manipulate communications, harvest sensitive credentials at scale, or gain unauthorized acc...

View CSAF Summary Successful exploitation of these vulnerabilities could allow a remote unauthenticated attacker to gain unauthorized access to live video feeds, retrieve sensitive visual information from affected premi...

Achieving vendor neutrality in telco clouds requires an infrastructure layer that respects open standards, without wrapping them in rigid platform layers. By combining upstream alignment with up to 15 years of support l...

AWS announces AWS Workload Credentials Provider, a lightweight client-side provider that automates deployment of exported certificates from AWS Certificate Manager (ACM) and local caching of secrets from AWS Secrets Man...

Today, AWS announces the expanded availability of OpenAI's GPT-5.4 and GPT-5.5 models, which are now available in the US East (N. Virginia) Region on Amazon Bedrock. With GPT-5.4 and GPT-5.5, you can build generative AI...

OpenAI plans to acquire Ona to expand Codex with secure, persistent cloud environments, enabling long-running AI agents across enterprise workflows.

Recently, Red Hat's Vincent Danen highlighted how AI models found 271 real security defects in Firefox in a single pass during Mozilla's collaboration with Anthropic. If AI can do that for defenders, it can do the same...

OpenAI supports the EU Code of Practice on AI content transparency, advancing provenance standards and tools to help people understand AI-generated content.

Discover how astrophysicist Chi-kwan Chan uses Codex to build black hole simulations, helping scientists study extreme physics and test Einstein’s theory of general relativity.

Learn how BBVA scaled ChatGPT Enterprise to 100,000 employees and partnered with OpenAI to accelerate AI-powered banking transformation worldwide.

Platform engineering can improve developer experience, provide reusable platform services across an organization, and help teams deliver software more quickly without compromising trust and security. In practice, howeve...

Amazon OpenSearch Service now supports MCP Apps, bringing observability workflows directly into compatible agentic IDEs such as Claude Desktop and VS Code. With this capability, your AI agent in local environment can in...

Microsoft Entra server principals (logins) for Azure SQL Database is now generally available. You can now use CREATE LOGIN ... FROM EXTERNAL PROVIDER in the virtual master database, bringing parity with SQL logins for y...

Amazon ECS Managed Daemons now support inter-task visibility and communication, enabling customers to deploy tracing, profiling, and security agents that require access to application processes and shared IPC resources...

Access OpenAI models and Codex through Oracle Cloud, using existing commitments to build and deploy AI with enterprise security and governance.

As of March 31, 2026, new Azure Cosmos DB NoSQL accounts can no longer enable Azure Synapse Link. Existing customers will remain fully supported until March 31, 2029, when Azure Synapse Link will reach end of life.We en...

The Azure VPN Client for Linux (Preview) has remained in public preview and does not have a path to general availability (GA). As part of our ongoing efforts to align Azure networking services with current security and...

Starting today, Amazon Elastic Compute Cloud (Amazon EC2) M9g and M9gd instances , powered by AWS Graviton5 processors, are generally available. AWS Graviton5 processors are the fifth generation of custom-designed AWS p...

Starting today, Amazon Elastic Compute Cloud (Amazon EC2) P6-B200 instances accelerated by NVIDIA Blackwell GPUs are available in AWS GovCloud (US-East) Region. These instances offer up to 2x performance compared to P5e...

AWS today announces that AWS Cost and Usage Report 2.0 (CUR 2.0) now supports updates to data table configurations via the AWS Management Console and SDK/CLI. This capability allows customers to modify their existing ex...

Application Services for Private Origins is available now in closed beta. Route public hostnames to private IP origins over your existing IPsec, GRE, CNI, or Cloudflare Mesh paths. No public IPs or extra connector softw...

A new report from OpenAI details PRC-linked influence operations using AI to target U.S. tech debates, data center narratives, tariffs, and false claims about ChatGPT.

Today we released Red Hat Ansible Automation Platform 2.7, which builds on previous releases with more features and enhancements to help you enable a platform engineering approach to automation, accelerate adoption acro...

See how LSEG uses OpenAI to scale trusted AI across its global business, accelerating insights, shrinking release cycles, and empowering 4,000 employees.

The keys that Microsoft uses to sign for Secure Boot are expiring at the end of June 2026. Here is what you need to know:Secure Boot-enabled systems will continue to boot after June 2026 whether they are immediately upd...

You can now use Agent mode for GitHub Copilot in SSMS to work with your database: investigating performance problems, tuning queries, reviewing maintenance and configuration, identifying security concerns, troubleshooti...

You can now create Amazon FSx for OpenZFS file systems with the Intelligent-Tiering storage class in 8 additional AWS Regions across the US, Europe, Asia Pacific, and South America. FSx Intelligent-Tiering is built for...

Amazon SageMaker Unified Studio Notebooks now support Amazon EMR Serverless with Apache Spark Connect, giving data engineers and analysts more flexibility in choosing their Spark runtime for interactive analytics and da...

PostgreSQL Hub for Azure Developers brings together key AI and application development resources for PostgreSQL on Azure. It includes curated sample apps and solution accelerators, tutorials, and structured learning pat...

Claude Fable 5, Anthropic’s latest Frontier model, available today in Microsoft Foundry, powering agents in GitHub Copilot and Foundry Agent Service. The post Claude Fable 5 available today in Microsoft Foundry: Powerin...

Previous articles walked through RDMA (Remote Direct Memory Access) as a programming model and InfiniBand as the fabric that was built around it. Both led to the same conclusion, even if it was never stated outright: mo...

CISA has added three new vulnerabilities to its Known Exploited Vulnerabilities (KEV) Catalog , based on evidence of active exploitation. CVE-2026-7473 Arista Extensible Operating System Incomplete Comparison with Missi...

View CSAF Summary Schneider Electric is aware of its vulnerability in its EcoStruxure Panel Server offer. The EcoStruxure Panel Server is a high performance, modular gateway with enhanced cybersecurity that provides eas...

View CSAF Summary Schneider Electric is aware of a RADIUS protocol vulnerability affecting its Modicon Network Managed Switch product. The Modicon Network Managed Switch product provides connectivity for multiple Ethern...

View CSAF Summary KACO blueplanet Inverters contain multiple vulnerabilities that could allow an attacker to derive the credentials from the devices serial number and misuse them to gain unauthorized access. KACO new en...

How engineers at Nextdoor use Codex with GPT-5.5 to investigate hard-to-reproduce issues, build across platforms, and focus on product outcomes.

Infrastructure provisioning in Kubernetes has become increasingly automated, but secret management often remains a challenge as environments grow. Organizations commonly separate development, staging, and production wor...

In our post about Project Glasswing, we made the argument that the architecture around a vulnerability matters more than the speed of the patch. Here we walk through what that architecture looks like, the threats it def...

Red Hat Summit demonstration booth featuring a model train track, edge computing hardware, monitoring displays, and supporting infrastructure used to demonstrate AI-driven automation at the edge.Many AI demos stop at de...

The theme for TM Forum Digital Transformation World (DTW) Ignite 2026 in Copenhagen is "The Future. Faster." As we move further into the decade, connectivity has evolved from a utility into the central nervous system of...

Over the past year, the conversation around artificial intelligence has undergone a massive evolution, shifting from isolated pilots or experiments with standalone tools. For leaders, the true challenge—and the ultimate...

Read all about the latest AWS security features, compliance updates, and hands-on resources in our new, monthly digest posts. You’ll find expert blog posts, new service capabilities, code samples, and workshops. AWS Sec...

Understanding software supply chain security is one thing. Putting it into practice across a real pipeline, with real deadlines and real constraints, is another. Most organizations recognize that their software supply c...

Azure NCv6-series virtual machines (VMs) are now generally available in the Azure Southeast Asia and West US 2 regions. NCv6 VMs are powered by NVIDIA RTX PRO 6000 Blackwell Server Edition graphics processing units (GPU...

Azure Premium SSD v2 disks now support non-zonal, single-instance Azure virtual machines in select Azure regions with Availability Zones (AZs). Customers can now deploy Premium SSD v2 with non-zonal virtual machines wit...

Enabling security tooling is the starting point. Making it operational—where findings drive decisions, response times are measurable, and your security posture improves week over week—is where most organizations struggl...

Cloudflare customers can now use Cloudforce One threat intelligence directly within the WAF to block high-risk traffic. By using new cf.intel fields, security teams can automate protection against specific threat actors...

CISA has added two new vulnerabilities to its Known Exploited Vulnerabilities (KEV) Catalog , based on evidence of active exploitation. CVE-2026-42271 BerriAI LiteLLM Command Injection Vulnerability CVE-2026-50751 Check...

Breaking the single datacenter assumption Modern AI architectures are built on the assumption of centralized, homogeneous data centers. In reality, infrastructure is messy. For most organizations, compute resources are...

Organizations migrating VM estates from traditional hypervisors to KubeVirt often discover that many Kubernetes observability tools were originally designed around container workloads rather than VM-centric operational...

AI agents are moving fast. According to our State of Agentic AI report, 60% of organizations already have AI agents in production, yet 40% cite security and compliance as the number-one barrier to scaling them further....

Modern web applications require robust security controls to protect user data and application resources. Authentication and authorization are two fundamental pillars of application security that answer critical question...

AI Gateway now features real-time spend limits to prevent runaway token bills across multiple AI providers. By integrating with Cloudflare Access, companies can use identity-driven budgets and policies.

Tokens per watt (TpW) – the measure of useful AI work produced per watt of energy consumed – is the metric at top of mind for CEOs, heads of AI, and infrastructure teams alike. With the tremendous cost of GPU clusters,...

Amazon Cognito recently introduced high-throughput performance for demanding workloads, customer-managed keys for full control over data encryption at rest, and multi- Region replication for business continuity improvem...

Reconstructing distributed denial of service (DDoS) attack traffic used to mean combining data from multiple sources after the fact. AWS Shield Advanced attack flow logs change that—they capture traffic metadata during...

As cloud native architectures become more distributed, dynamic, and automated, identity increasingly becomes the new security perimeter. Traditional approaches to authentication and authorization struggle to keep pace w...

When security teams scan their container environments for the first time, they often discover hundreds of known vulnerabilities, and almost none of them trace back to application code. The overwhelming majority come fro...

You can use Amazon Cognito user pools to add sign-up and sign-in functionality to your web and mobile applications. You can authenticate users directly with Amazon Cognito managed accounts using passwords, passwordless...

VoidZero, the team behind Vite, Vitest, Rolldown, Oxc, and Vite+, is joining Cloudflare. Vite stays open source, vendor-agnostic, and built for everyone.

Welcome to this blog series which explores innovative uses of Ubuntu Core. Throughout this series, Canonical’s Engineers will show what you can build with our releases, highlighting the features and tools available to y...

Part one The last twelve months have been rough on the open source supply chain. Axios was compromised on npm and shipped a remote access trojan inside otherwise normal-looking releases. LiteLLM’s PyPI package was hijac...

Software supply chain attacks have accelerated faster than most security teams anticipated. Sonatype's 2026 State of the Software Supply Chain report identified more than 454,000 new malicious packages published to open...

BGP is vulnerable to routing hijacks and path leaks that negatively impact traffic on the Internet. RPKI helps solve some of these problems, but for some forged paths, we need to rely on a simpler mechanism: First AS en...

Introduction One of the important offerings of the RISC-V Instruction Set Architecture (ISA) is the ability to customize and extend the base instruction set. An initial reaction to hearing this is often to worry about s...

AMD ROCm is now available in Ubuntu 26.04 LTS. Learn what how to make the best of it, and find out what this will mean in the coming years for development in Ubuntu.

We are building a comprehensive agent platform: one that supports many models, is open, and gives you flexibility at every layer of the stack. The post AI alone won’t change your business. The system running it will. ap...

As you scale your use of Amazon Web Services (AWS), managing KMS keys becomes increasingly important. Whether you manage a handful of keys or thousands across multiple AWS accounts and AWS Regions, there’s often a need...

Microsoft has announced the preview of Azure Cobalt 200, its second-generation custom Arm silicon. Learn how Ubuntu and Ubuntu Pro support these new VMs from day one, offering seamless deployment, long-term security mai...

At Microsoft Build, we are announcing that Microsoft Discovery is now generally available for all organizations, providing a comprehensive platform for building and governing agentic AI workflows. The post Announcing Mi...

Microsoft Build 2026 highlights advancements in app development with Microsoft Fabric and Microsoft Databases, emphasizing a unified data and AI platform for scalable, agentic applications. The post Microsoft Build 2026...

We are announcing the early access preview for Azure Cobalt 200 Arm-based Virtual Machines (VMs), designed for Linux-based agentic AI workloads. The post New Azure Cobalt 200 VMs deliver 50% performance improvement, ful...

In our State of Agentic AI report, 45% of organizations said they struggle to ensure the tools their agents use are secure and enterprise-ready. That number reflects a broader reality: AI agents are moving into producti...

Software as a service (SaaS) providers building AI-powered applications on Amazon Bedrock AgentCore often need to serve multiple tenants with distinct security requirements from a shared infrastructure. Some tenants req...

Build smarter agents with Microsoft Foundry IQ, unifying enterprise and external data into a secure, scalable knowledge layer for faster, higher-quality answers. The post Foundry IQ: Build smarter agents faster with uni...

Microsoft Foundry helps teams move beyond model access to operate AI at scale—selecting, evaluating, optimizing, and governing models across the full lifecycle. The post A Developer’s Guide to Managing Models, Cost and...

For many people, Kubernetes Dashboard was their first window into Kubernetes. It offered a simple visual way to see what was running in a cluster, inspect resources, and build confidence without relying on the command l...

We investigated why firmware updates were causing our core servers to take four hours to reboot. By diving into UEFI data structures and iPXE automation, we eliminated unnecessary timeouts and cut boot times back down t...

Google SecOps Change Google SecOps has updated the list of supported default parsers. Parsers are updated gradually, so it might take one to four days before you see the changes reflected in your region. The following s...

Claude Opus 4.8 is now available in Microsoft Foundry, giving developers and enterprises access to Anthropic’s most capable Opus model for coding, agentic tasks, and professional work. The post Claude Opus 4.8 is now av...

Here’s how we built Town Lake, Cloudflare's unified analytics platform, alongside Skipper, an internal AI agent running on top of it.

The Kubernetes project relies on transparency to empower cluster administrators and security researchers. One important way we do that is by publishing CVE records into the Common Vulnerabilities and Exposures database....

SIG-Etcd announces the availability of the first beta release of etcd v3.7.0 . This new version of the popular distributed database and key Kubernetes component includes the long-requested RangeStream feature, as well a...

This article was originally published with the wrong date. It was later republished, dated the 15th of May 2026. Kubernetes v1.36 introduces a new alpha counter metric route_controller_route_sync_total to the Cloud Cont...

Back in Kubernetes 1.28, we introduced the Mixed Version Proxy (MVP) as an Alpha feature (under the feature gate UnknownVersionInteroperabilityProxy ) in a previous blog post . The goal was simple but critical: make clu...

The .spec.externalIPs field for Service was an early attempt to provide cloud-load-balancer-like functionality for non-cloud clusters. Unfortunately, the API assumes that every user in the cluster is fully trusted, and...

How the GitHub Issues team used client-side caching, smart prefetching, and service workers to make navigation feel instant. The post From latency to instant: Modernizing GitHub Issues navigation performance appeared fi...

AI/ML and batch workloads introduce unique scheduling challenges that go beyond simple Pod-by-Pod scheduling. In Kubernetes v1.35, we introduced the first tranche of workload-aware scheduling improvements, featuring the...