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The New Stack | DevOps, Open Source, and Cloud Native News
• Adrian Bridgwater

Portkey open-sources its AI gateway after processing 2 trillion tokens a day

Portkey defines itself as a company that provides a control plane for production AI deployments. This month, the company launched

The post Portkey open-sources its AI gateway after processing 2 trillion tokens a day appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Meredith Shubel

Claude Code users say they’re hitting usage limits faster than normal

Colorful illustration of a cluttered pile of objects with a large red warning triangle symbol on top, representing a software error or system overload.

Claude Code users say they’re reaching usage limits faster than before — an ongoing issue Anthropic confirms on Reddit and

The post Claude Code users say they’re hitting usage limits faster than normal appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Manav Khurana

How to solve the AI paradox in software development with intelligent orchestration

A silhouette leans through an open doorway into a bright blue sky, casting a long beam of light across a dark blue floor; an artistic metaphor for solving the AI paradox.

The software industry reached an inflection point in late 2025. When three AI models crossed a capability threshold, they pushed

The post How to solve the AI paradox in software development with intelligent orchestration appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Matthew Weier O’Phinney

AI accelerates modernization, but don’t leave human devs behind

Artistic illustration of a sturdy lighthouse shining a guiding beam over turbulent ocean waves beneath bright green northern lights, symbolizing human developer expertise guiding fast AI application modernization.

Modernization has traditionally been a choice between two hard options: keep patching a legacy system until it collapses under its

The post AI accelerates modernization, but don’t leave human devs behind appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Paul Sawers

Ollama taps Apple’s MLX framework to make local AI models faster on Macs

Illustration of a laptop displaying multiple overlapping code editor windows with colorful syntax highlighting, depicting software development on a local machine

Running large language models (LLMs) locally has often meant accepting slower speeds and tighter memory limits. Ollama’s latest update, built

The post Ollama taps Apple’s MLX framework to make local AI models faster on Macs appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Jennifer Riggins

Kelsey Hightower at KubeCon 2026: “Everyone is a junior engineer when it comes to AI”

Kelsey Hightower, a Black man in his 40s, speaking animatedly on stage into a microphone

Kristina Kondrashevich, site reliability product manager at Electrolux, remembers the impact Kelsey Hightower made on her work with clarity. “We

The post Kelsey Hightower at KubeCon 2026: “Everyone is a junior engineer when it comes to AI” appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Jack Wallen

Sparky Linux 9 brings a rolling release to Debian

When you think of rolling releases, Arch Linux is probably the first distribution that comes to mind. There’s also openSUSE

The post Sparky Linux 9 brings a rolling release to Debian appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Frederic Lardinois

Microsoft’s Copilot makes Anthropic’s Claude and OpenAI’s GPT team up

Microsoft’s AI strategy has, for the most part, been about using third-party large language models (LLMs). First this was mostly

The post Microsoft’s Copilot makes Anthropic’s Claude and OpenAI’s GPT team up appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• B. Cameron Gain

WebAssembly is now outperforming containers at the edge

Abstract digital visualization of blue glowing data streams and light streaks, illustrating WebAssembly's high-speed, low-latency code deployment at the edge.

The mass adoption of WebAssembly has yet to be realized.  The true turning point for WebAssembly — specifically its ability

The post WebAssembly is now outperforming containers at the edge appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Bill Doerrfeld

96% of codebases rely on open source, and AI slop is putting them at risk

Colorful cartoon illustration of cleaning supplies including a mop in a green bucket, pink floor scrub detergent, blue spray bottle, dust spray, broom, rubber gloves, and cleaning rags, representing the cleanup of AI-generated slop in open source software.

Verbose changes. Nonsensical descriptions. Pull requests contributors can’t explain. AI is DDoS-ing open source software (OSS) with slop, and some

The post 96% of codebases rely on open source, and AI slop is putting them at risk appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Janakiram MSV

How platform teams are eliminating a $43,800 “hidden tax” on Kubernetes infrastructure

Illustration of magnifying glasses examining dollar bills, representing the hidden costs of Kubernetes control plane infrastructure

The ability to provision a Kubernetes cluster on demand, with full API access, custom RBAC, and isolated resource namespaces, defines

The post How platform teams are eliminating a $43,800 “hidden tax” on Kubernetes infrastructure appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• David Eastman

Nvidia’s NemoClaw has three layers of agent security. None of them solve the real problem.

Low-poly illustration of a crab with outstretched claws, representing the proliferation of 'Claw'-branded agentic AI tools like OpenClaw and NemoClaw.

The speed of LLM adoption demands that we check its trajectory from time to time. CEO Jensen Huang, talking at

The post Nvidia’s NemoClaw has three layers of agent security. None of them solve the real problem. appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Jessica Wachtel

Build it yourself: A data pipeline that trains a real model

We talk about AI a lot here. We talk about data less often, but data is one of the most

The post Build it yourself: A data pipeline that trains a real model appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Steven J. Vaughan-Nichols

Solo.io launches AgentBench to solve agentic AI’s “biggest unsolved problem”

Pop art style illustration of a woman's profile with colorful rainbow waves flowing from her head, rendered in halftone dot pattern — representing AI agent evaluation and autonomous system benchmarking concepts.

So many agents, so little time to evaluate them. Solo.io‘s new projects can help. Agentic AI has blown up. These

The post Solo.io launches AgentBench to solve agentic AI’s “biggest unsolved problem” appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Matthew Burns

Anthropic’s madcap March: 14+ launches, 5 outages, and an accidental Claude Mythos leak

Anthropic Claude AI March 2026 roundup — abstract illustration with colorful overlapping circles on a dark background representing the rapid pace of AI model releases and MCP protocol growth

I’m Matt Burns, Head of Content at Insight Media Group. Each week, I round up the most important AI developments

The post Anthropic’s madcap March: 14+ launches, 5 outages, and an accidental Claude Mythos leak appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Paul Sawers

Gitleaks creator returns with Betterleaks, an open source secrets scanner for the agentic era

A person making a "hushing" gesture with their finger, depicting the concept of secrets.

A new open-source secret-scanning tool from the creator of Gitleaks aims to pick up where its widely used predecessor left off, with

The post Gitleaks creator returns with Betterleaks, an open source secrets scanner for the agentic era appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Steven J. Vaughan-Nichols

How TeamPCP turned Aqua Security’s own Trivy scanner into a weapon against millions of developers

Colorful illustration of shipping containers falling like dominoes, representing open source supply chain attacks on software infrastructure

Open source is under attack with a new wave of supply chain attacks. It has been a bad, bad few

The post How TeamPCP turned Aqua Security’s own Trivy scanner into a weapon against millions of developers appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Frederic Lardinois

OpenAI’s Codex gets plugins

OpenAI this week announced that it is adding plugins to Codex. These plugins for third-party services like Box, Figma, Linear,

The post OpenAI’s Codex gets plugins appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Meredith Shubel

GitHub will train AI models on your Copilot data — and share it with Microsoft

GitHub logo on wood

Yet another platform will use your data to train its AI models. This time, it’s GitHub.  GitHub announced this week

The post GitHub will train AI models on your Copilot data — and share it with Microsoft appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Naina Ananthaswamy

The reason your pgvector benchmark is lying to you

Stylized illustration of a man holding a small candle that casts a massive shadow on a blue background, symbolizing the hidden, massive infrastructure scale of production databases compared to small local benchmarks.

As an open source Postgres extension, pgvector lets you store and query vector embeddings alongside your relational data, using the

The post The reason your pgvector benchmark is lying to you appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Yevgeny Pats

The operational gap is real, and it’s getting wider

Close-up illustration of a thick, frayed red thread tied messily through the eye of a silver sewing needle, symbolizing the fragile, informal glue scripts used to bridge operational gaps.

Why the env zero and CloudQuery merger isn’t just a product story; It’s the thesis that the cloud operations market

The post The operational gap is real, and it’s getting wider appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Anirudh Ramanathan

Enterprise dev teams are about to hit a wall. And CI pipelines can’t save them.

Conceptual illustration of a small businesswoman opening a red door in a massive, towering wall, representing developers finding a way through the CI pipeline bottleneck and the complexity of AI coding agent validation.

Over the last two years, the economics of software development have inverted. Producing code has become fast, but validating it

The post Enterprise dev teams are about to hit a wall. And CI pipelines can’t save them. appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Steven J. Vaughan-Nichols

Edera spent years calling KVM less secure. Here’s why it changed its mind.

Isometric illustration of secure server infrastructure with lock icon, code editor screens, database, and gear representing hypervisor-based VM isolation architecture

Edera, a top Xen hypervisor company, is shifting gears and will start supporting KVM as well this summer. If you

The post Edera spent years calling KVM less secure. Here’s why it changed its mind. appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• TNS Staff

Your Kubernetes isn’t ready for AI workloads, and drift is the reason

Illustration of a person sitting at a desk surrounded by multiple computer monitors displaying dashboards, charts, and web interfaces, representing platform engineering and infrastructure management workflows.

If you’re a platform engineering leader managing Kubernetes at scale, a new pressure has entered the room. The business wants

The post Your Kubernetes isn’t ready for AI workloads, and drift is the reason appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Frederic Lardinois

Fivetran donates its SQLMesh data transformation framework to the Linux Foundation

Fivetran, the company best known for its data movement platform, on Wednesday announced that it would donate SQLMesh, its open

The post Fivetran donates its SQLMesh data transformation framework to the Linux Foundation appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Jennifer Riggins

HPE’s AI agents cut root cause analysis time in half

Illustration of a hand pressing a generate button with AI-generated images appearing above it, including icons of a smiley face, starfish, fish, landscape, and eye on a blue background.

Operational fatigue, in the face of increasing complexity and risks, is a real problem. Can partnerships with skills-based AI agents

The post HPE’s AI agents cut root cause analysis time in half appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Tim Young

Why online stores keep showing the wrong products — and why tensors fix it

Illustration of a confused man standing in front of a wall of framed shoe options, scratching his head with a question mark above it, representing the challenge of e-commerce product discovery and search relevance.

If I search for “black running shoes for winter,” marksandspencer.com finds me a lovely pair of lace-up boots…for women. In

The post Why online stores keep showing the wrong products — and why tensors fix it appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Darryl K. Taft

OpenClaw is a security mess. Jentic wants to fix it

OpenClaw changed everything. The open source AI agent, which went from zero to 247,000 GitHub stars in 60 days, finally

The post OpenClaw is a security mess. Jentic wants to fix it appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Meredith Shubel

Claude can now open apps, click buttons, and complete tasks on your Mac — but Anthropic says risks remain

Claude AI controlling a Mac desktop to save a PowerPoint presentation

Anthropic has released an update to Claude Code and Claude Cowork that brings computer-use capabilities to macOS desktops, enabling autonomous

The post Claude can now open apps, click buttons, and complete tasks on your Mac — but Anthropic says risks remain appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
• Oladimeji Sowole

Why most AI projects fail after the demo actually works

A minimalist, monochromatic pink illustration of a lone hiker standing on a jagged cliff edge, looking across a deep canyon at a massive, cracked rock monolith under a pale sun. The scene uses a flat vector style with layered mountain silhouettes, evoking a sense of scale, solitude, and a journey across a vast architectural gap.

Building an AI demo is easy. Shipping an AI system that runs reliably in production, day after day, under load,

The post Why most AI projects fail after the demo actually works appeared first on The New Stack.