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The New Stack | DevOps, Open Source, and Cloud Native News
Text • Amanda Caswell

OpenAI’s voice model doesn’t think. That’s the point.

Abstract waves

Voice agents have a latency problem that shows up as soon as they have to do real work. Within five

The post OpenAI’s voice model doesn’t think. That’s the point. appeared first on The New Stack.

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

AWS agents will suggest your new flights. Code decides what gets booked.

Close-up of an airport departure board showing flight numbers, gates, departure times, and “On Time” and “Boarding” statuses.

AWS published a new Step Functions pattern this week that gives AI agents a role in airline rebooking while keeping

The post AWS agents will suggest your new flights. Code decides what gets booked. appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Amanda Caswell

Bolt is giving developers 50x more compute. But there’s a catch.

Abstract glitlch

Bolt.new, StackBlitz’s browser-based AI development platform, is testing a new trade with developers: more coding-model usage in exchange for training

The post Bolt is giving developers 50x more compute. But there’s a catch. appeared first on The New Stack.

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

Agents operate, humans govern: Scale your operations and reduce toil with Azure SRE Agent 

Illustration of colorful doughnut, bar, radar, and line charts alongside slider controls on a black background.

What if engineers could spend their time building and optimizing systems rather than maintaining them? It’s 3 a.m., and the

The post Agents operate, humans govern: Scale your operations and reduce toil with Azure SRE Agent  appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Zeen Rachidi

How to attach an owner to every cloud resource you find

Dark abstract 3D rendering of intertwined rings symbolizing complex cloud resource governance and technical debt.

The engineer who knew why that cloud instance existed has left the company. The instance is still running, the bill

The post How to attach an owner to every cloud resource you find appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Shubham Pampattiwar

Kubernetes 1.36 restores a lost guarantee for database backups

Abstract digital representation of multi-volume system architecture and structural alignment for Kubernetes database storage.

It’s 2 a.m., and you’re restoring a PostgreSQL cluster from last night’s backup. Its data directory lives on one PersistentVolumeClaim

The post Kubernetes 1.36 restores a lost guarantee for database backups appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Amanda Caswell

AI’s best coding agent fails 60% of the time — and the data backs it up

abstract screen

Claude Fable 5.1 just won a new coding benchmark despite failing more than six out of 10 times. Its 38.8%

The post AI’s best coding agent fails 60% of the time — and the data backs it up appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Amanda Caswell

Perplexity’s new agent runs entirely on your GPU — with one expensive catch

Abstract server

Running an LLM on your PC is easy enough, but putting an agent to work there is a different story.

The post Perplexity’s new agent runs entirely on your GPU — with one expensive catch appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Steve Fenton

Your AI coding spend bought 25% more output. Duplication rose 81%.

Since they arrived on the scene, a great swathe of the software industry has pinned its hopes on AI tools,

The post Your AI coding spend bought 25% more output. Duplication rose 81%. appeared first on The New Stack.

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

Chinese AI models dominate OpenRouter’s US token consumption. It can now guarantee that traffic stays entirely in the US.

Illustration of data-center servers marked with location pins and connected by routing paths

Everyone knows the open-weight model pitch by now: companies can download the weights, customize them, run them on infrastructure of

The post Chinese AI models dominate OpenRouter’s US token consumption. It can now guarantee that traffic stays entirely in the US. appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Abhilash Rao Mesala

Why an old caching trick is your secret to lower LLM costs

Server racks in a dark data center, their mesh doors revealing dense bundles of orange and teal cables looping between hardware lit by rows of small green and yellow status LEDs.

An LLM can answer the same question a thousand times and charge you each time. Before paying for another answer,

The post Why an old caching trick is your secret to lower LLM costs appeared first on The New Stack.

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

Chip Huyen explains how to cut inference costs without new hardware

Layers of wavy yellow horizontal strips with deep shadows between them, forming an abstract pattern.

Last October, the P99 conference — the online gathering for developers focused on high-performance, low-latency applications — featured a cracking

The post Chip Huyen explains how to cut inference costs without new hardware appeared first on The New Stack.

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

“Machine translation is still broken for most of the world’s languages”: Cohere builds non-reasoning for a reason

A scattered pile of overlapping alphabet cutouts in bright blue, pink, green, gold, red, and silver.

Enterprise AI company Cohere announced North Small Translate last week, a mixture-of-experts (MOE) open-weight machine translation model that works across

The post “Machine translation is still broken for most of the world’s languages”: Cohere builds non-reasoning for a reason appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Sean O’Dell

It passed CI. It passed your evals. The customer still got the wrong answer.

Blurred, overlapping close-ups of yellow analog thermometer dials, their curved scales marked 0, 10, 20, and 30 in black with a red band sweeping through the upper range.

A diff is not evidence. It’s a statement of intent. The tests passed. The review’s done. The change is live.

The post It passed CI. It passed your evals. The customer still got the wrong answer. appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Mohit Bansal

Why MCP security is about permissions overhaul

Dark subterranean grid pattern representing non-human identity layers and AI security architecture.

Anthropic’s Model Context Protocol (MCP) went into production in late 2024. It spread rapidly after that.  Since then, thousands of

The post Why MCP security is about permissions overhaul appeared first on The New Stack.

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

“Same mission, bigger stage”: OpenAI hires Git AI founders to help Codex prove its ROI

Data on a computer screen

OpenAI has hired the founders of Git AI, an open-source tool that tracks how much code is written by AI

The post “Same mission, bigger stage”: OpenAI hires Git AI founders to help Codex prove its ROI appeared first on The New Stack.

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

The AI-native SDLC won’t be one process 

Five fuzzy pom-poms — white, pink, magenta, purple, and teal — arranged in a horizontal row across the upper portion of a dark navy background, each casting a small shadow, with colored light washing the backdrop in magenta and teal.

Anthropic recently published its AI-Native SDLC Playbook. Its central claim is that “code is no longer the bottleneck.” When agents

The post The AI-native SDLC won’t be one process  appeared first on The New Stack.

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

Jacob Coxon warns AI could kill us all. Anthropic’s own report exposes safety gaps. 

Abstract teal composition with overlapping translucent geometric shapes and scattered flecks of red, yellow, white, and black paint.

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

The post Jacob Coxon warns AI could kill us all. Anthropic’s own report exposes safety gaps.  appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Amanda Caswell

OpenAI’s researchers burned $7,000 a day on AI agents — now it’s opening the floodgates

speed abstract

OpenAI rolled out its Agents API in public beta Thursday, opening the backend behind Codex to developers looking to run

The post OpenAI’s researchers burned $7,000 a day on AI agents — now it’s opening the floodgates appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Amanda Caswell

OpenAI’s safety system is already cutting off API responses mid-task

Shattered glass

AI companies have spent the last few years competing to build the best models, faster than the other, with each

The post OpenAI’s safety system is already cutting off API responses mid-task appeared first on The New Stack.

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

Cohere says AI sovereignty matters — except it just gated its new translation model for commercial use

This week, Cohere released North Small Translate 1.0, but enterprises that want to deploy its open weights in production won’t

The post Cohere says AI sovereignty matters — except it just gated its new translation model for commercial use appeared first on The New Stack.

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

Kubernetes v1.37 brings 67 enhancements. Which matter for operators?

3D illustration of blue Kubernetes-style ship wheels connected by copper-colored pipes, with green cubes against a mint background.

Welcome to the first edition of Road to KubeCon, where we’ll track the world of Kubernetes as we approach KubeCon

The post Kubernetes v1.37 brings 67 enhancements. Which matter for operators? appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Prashant Kumar Singh

How AWS Lambda logs every flow across thousands of microVMs per host with eBPF and Rust

Abstract dark geometric corridor with glowing purple and blue neon lines, representing high-density network flow architecture in AWS Lambda.

On any compute platform, when a security alert fires, the question is always the same. Which workload talked to that

The post How AWS Lambda logs every flow across thousands of microVMs per host with eBPF and Rust appeared first on The New Stack.

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

AWS open-sources Pizza Bot: email-style inbox for background AI agents

An illustration of a robot delivering a pizza

Amazon Web Services (AWS) has released a new open-source application dubbed Pizza Bot, which gives developers an email-style inbox for

The post AWS open-sources Pizza Bot: email-style inbox for background AI agents appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Amanda Caswell

OpenAI split a voice model’s brain. Then one team deleted 23,000 lines of code.

audio waves

Building an AI voice agent has always been clunkier than it seems. Most voice agents are really a chain of

The post OpenAI split a voice model’s brain. Then one team deleted 23,000 lines of code. appeared first on The New Stack.

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

“Six tools, one harness”: Salesforce loops together a six-pack of favorites

Salesforce introduced its Salesforce Enterprise AI Harness on Thursday as a formalized amalgamation of the AI harness concepts and infrastructure

The post “Six tools, one harness”: Salesforce loops together a six-pack of favorites appeared first on The New Stack.

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

“Valuable warning shots”: How Anthropic now views Claude’s cyber incidents

This week, Anthropic acknowledged that the three cyber incidents it disclosed this summer weren’t just the result of a misconfigured

The post “Valuable warning shots”: How Anthropic now views Claude’s cyber incidents appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Amanda Caswell

Shopify spent years on React Native — then rebuilt everything in 12 weeks

Green waves

In 2020, Shopify made a bet that resonated across the developer world by writing mobile code once in React Native

The post Shopify spent years on React Native — then rebuilt everything in 12 weeks appeared first on The New Stack.

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

GPT Images 2.5 promises edits that leave the rest of your image alone

When OpenAI launched GPT Images 2.5 this week, the company promised better results for a common editing task: changing one

The post GPT Images 2.5 promises edits that leave the rest of your image alone appeared first on The New Stack.

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

Mistral wants open-weight AI to compete at the frontier. It just raised $3.5 billion to do it.

This week, Mistral announced it raised €3 billion in a Series D funding round, pushing its post-money valuation past €21

The post Mistral wants open-weight AI to compete at the frontier. It just raised $3.5 billion to do it. appeared first on The New Stack.