InfoQ Homepage DevOps Content on InfoQ
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OVHcloud Raises Prices as AI Memory Demand Reprices Non-AI Infrastructure
OVHcloud will raise prices from September, with 2026-edition gaming servers up 87 percent and other recent servers 40 to 59 percent. Founder Octave Klaba says memory cost six times more in June than a year earlier, as RAM suppliers shifted capacity toward high-bandwidth memory for AI. AWS, buying years ahead, has repriced one reserved GPU product.
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DRAM Controller Register Manipulation Breaks CPU Memory Isolation
Security researcher Christopher Domas developed skitter-creek-bath-salts, an open-source hardware security tool that disrupts CPU privilege boundaries by manipulating memory controller translation registers. This allows unprivileged software to access protected memory regions, revealing a vulnerability in modern processor architectures that could affect cloud and confidential computing security.
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AI Code Review at Scale: LinkedIn's Multi-Agent Approach
At LinkedIn's scale, relying solely on human reviewers or simply putting an off-the-shelf AI reviewer in front of GitHub is not an effective way to manage PRs. To address this, LinkedIn engineers built a multi-agent AI code review platform that understands the organization's coding context, treats code review as production infrastructure, and minimizes hallucinations and low-signal feedback.
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Cloudflare Turns Engineering Standards into an AI-Enforced Control System
Cloudflare has recently detailed how it is using AI to transform internal engineering standards from passive documentation into an actively enforced control system across the software development lifecycle.
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Azure DevOps Remote MCP Server Reaches GA, without Support for Claude, ChatGPT, or Cursor
Microsoft has made the Azure DevOps Remote MCP Server generally available, offering a hosted endpoint into work items, repos, and pipelines with nothing to install. Claude Desktop, Claude Code, ChatGPT, and Cursor cannot connect yet because Entra lacks support for dynamic client registration and Client ID Metadata Documents.
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S3 Compatibility Doesn't Guarantee S3-Level Security
Security researchers at Wiz recently examined S3-compatible object storage services across six popular neoclouds, revealing significant security gaps compared to Amazon S3. While S3 has become the de facto standard for object storage, most services lack several of AWS's security protections.
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Flux Mirror Uses Gitless GitOps to Keep Software Supply Chain under Control
Flux has introduced Flux Mirror, a CLI plugin that mirrors container images, Helm charts and OCI artifacts between registries from a declarative configuration. The plugin is part of the Flux v2.9 CLI plugin system and is presented as a way to keep Kubernetes clusters reconciling only from registries that teams operate themselves.
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Docker Launches Fully Rebuilt Virtualization Layer to Boost Performance and Improve Dev Experience
Docker VMM (virtual machine monitor) is Docker's new, first-party virtualization layer for Docker Desktop, replacing third-party virtualization components with an engine that Docker can directly control and optimize specifically for container workloads. The public beta launched with Docker Desktop 4.86 for Mac and Windows.
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Whatsapp Tests on Device ML for Scam Detection with Privacy Preserving Analytics
WhatsApp is testing Scam Alert in limited beta, using on device machine learning to detect potential scam messages from non contacts. Meta's architecture keeps message content on the device while using confidential computing, Oblivious HTTP, differential privacy, and model transparency to measure performance and protect model delivery.
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Multi Agent Collaboration Gets Persistent Compute in Bedrock AgentCore
Amazon Web Services has extended Amazon Bedrock AgentCore with runtime instances, a new compute option that gives AI agents persistent infrastructure purpose-built for complex long-running workflows and multi-agent coordination.
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GitHub Brings Stacked Pull Requests to Public Preview
GitHub has announced that Stacked Pull Requests are now available in public preview, introducing native support for breaking large software changes into smaller, dependent pull requests that can be reviewed and merged independently.
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Cloudflare Turns CI Pipelines into TypeScript Workflows
Cloudflare has released cloudflare/ci, a CI SDK that defines pipelines in TypeScript on top of Cloudflare Workflows, giving each step durable retries and replay, concurrent steps by default and Sandbox snapshot caching. It targets the Workers runtime and depends on Artifacts, still in private beta, so the transferable lesson is the durable-step model rather than a drop-in CI replacement.
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Grafana's gcx and MCP Server Reach GA for Telemetry-Driven Agent Development
Grafana Labs has announced general availability for two tools that let AI coding agents query live observability data during development: the gcx CLI and the Grafana MCP server. Both allow agents to pull metrics, logs, traces, SLOs, and Synthetic Monitoring results from Grafana Cloud or a self-hosted stack
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AWS Open-Sources Dogwood, Extending Cedar to Govern Sequences of Agent Tool Calls
AWS has open-sourced Dogwood, a policy language extending Cedar with temporal conditions so rules can reason about an agent's prior tool calls rather than one request in isolation. It covers approvals, rate limits and running totals, ships under Apache 2.0, and is supported in AgentCore Policy, though the reference interpreter is not production-ready.
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How PGSimCity Turns PostgreSQL Complexity into a Virtual City 3D Simulation
Nikolay Samokhvalov has developed PGSimCity, an open-source educational tool that visualises PostgreSQL mechanics as a 3D spatial simulation in the browser. It assists backend developers and site reliability engineers in understanding SQL and the dynamics of kernel execution. The project is available on GitHub and aims to enhance understanding of database architecture through interactive elements.