InfoQ Homepage News
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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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AWS Releases aws-bench to Evaluate Agents on Cloud Tasks
AWS has released aws-bench, an open-source benchmark for evaluating AI agents on real AWS tasks such as misconfigurations and infrastructure provisioning. Unlike traditional benchmarks, it uses real resources in disposable AWS accounts, scoring agent performance through automated verifiers.
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VoidZero Releases Vite+ Beta: a Unified Web Toolchain behind a Single Command
VoidZero has launched the beta of Vite+, a unified web development toolchain. It combines runtime, package management, and essential frontend tools under a single command. Vite+ supports various projects and is open source. The platform enhances workflow through features such as hot-reloading, format checking, and testing. The team emphasizes community feedback for future updates.
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Cloudflare Cuts Astro GitHub Issues by 85% with AI Agents
Cloudflare, Astro, AI agents, GitHub Actions, issue triage, agentic AI, software architecture, open source, developer tools, AI automation, automated testing, human in the loop, agent workflows, GitHub, software engineering, AI software development, bug triage, continuous integration, developer productivity, autonomous agents, AI coding, Cloudflare Workers, Flue, triagebot
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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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Next.js 16.3: Instant Navigations, up to 90% Less Dev Memory and Faster Builds
Vercel has released Next.js 16.3, featuring significant updates since version 16.0. Enhancements include reduced memory usage during development, accelerated build times, and improved type checking. Instant Navigations introduces faster, client-like responses while maintaining server-rendered architecture. Developers are advised to gradually adopt new features due to noted caveats.
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InfoQ Opens Enrollment for New AI-Assisted Engineering Online Certification Program
InfoQ has opened enrollment for the InfoQ Certified AI-Assisted Engineering Program, a five-week online certification program for senior engineers and architects who already run a coding agent against production code daily, where the open questions have moved past prompting into what the agent is allowed to touch and what catches its mistakes before a human does.
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How Code in the Age of Artificial Intelligence Becomes Write-Only and Disposable
Artificial intelligence (AI) makes all code write-only,. It’s too dense to read, and tests define the behaviour and become the documentation. Code is also disposable; it becomes easier to rewrite than to debug. Humans can't review AI-generated code at scale. Intent decouples from implementation; developers should focus on creativity.
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Microsoft Releases Aspire 13.5 with a Refreshed Dashboard and Workflow Improvements
Last week, Microsoft released Aspire 13.5, an update that refreshes the dashboard and the aspire.dev homepage and adds several quality-of-life features. The Interaction Service gains file imports and progress dialogs; resources can host an interactive terminal in the dashboard, and deployment adds Kubernetes persistent volumes and cross-scope Azure references.
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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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Harper Argues against the Multi-System Stack and Releases 5.2
The database platform Harper advocates for a single-runtime architecture that keeps application code and data together, with its benchmark against a Vercel-based stack reporting significantly better performance on live, personalized-data workloads. Harper recently released version 5.2, with a new record cache and more throughput per node.
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The Open-Sourcing of DeepSeek Harness Opens the Door to Modular, Unbundled AI Agent Infrastructure
DeepSeek has released a developer preview of DeepSeek Harness (dsh), an open-source execution runtime for building autonomous AI agents. The software features a micro-kernel architecture with modular plugins for various functional units. The release includes an append-only event logging system for tracking execution activities. Adoption may depend on plugin ecosystem stability and API maintenance.
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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.