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

AWS says its AI security agent fixes 89% of bugs — but there’s a catch

AI scanning code

AWS made Continuum for code vulnerabilities generally available on Thursday. The service finds and validates bugs in your repositories, checks

The post AWS says its AI security agent fixes 89% of bugs — but there’s a catch appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Arjun Iyer

Building an agentic software factory? Start with the sensor.

Abstract rendering of tiered dark geometric blocks with amber accents illustrating AI delivery system scale.

A gap has long existed between the shipping velocity of the best engineering teams and the rest of the bell

The post Building an agentic software factory? Start with the sensor. appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Nikhil Kurup

Why Kubernetes autoscalers keep fighting each other (and why the solution must be autonomous)

Digital abstract neon wave interference pattern on black, symbolizing algorithmic control loops and infrastructure scaling metrics.

Ask an SRE a deceptively simple question: What is the right size for checkout-api, and how many replicas should it

The post Why Kubernetes autoscalers keep fighting each other (and why the solution must be autonomous) appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Danielle Zeis

Before you expand your GPU pool, measure the outcome

Monolithic concrete tunnel with circular arches and high-contrast shadows representing scalable AI compute infrastructure.

For teams running AI workloads on Kubernetes, a fully allocated GPU pool and a growing batch-job queue might make expanding

The post Before you expand your GPU pool, measure the outcome appeared first on The New Stack.

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

Vercel moved to kill static credentials. Then developers spotted its own deployment token.

Glitches and screens

Vercel wants to eliminate long-lived API keys from its ecosystem, and it is giving Marketplace vendors until January 2027 to

The post Vercel moved to kill static credentials. Then developers spotted its own deployment token. appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Nick Lucchesi

AI jobs are waiting while GPUs sit idle. Kubernetes has a new plan.

Abstract waves of green, blue, purple and red light ripple across a black background.

Welcome to another edition of Road to KubeCon! We’re tracking movements in the Kubernetes and cloud-native ecosystem as we count

The post AI jobs are waiting while GPUs sit idle. Kubernetes has a new plan. appeared first on The New Stack.

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

PHP2Shell was only the beginning: AI is accelerating the patch race

Abstract dark digital artwork of surging data threads, illustrating the tension in open-source software security and vulnerability management.

Government websites and public services across Europe went offline this week as organizations responded to two newly disclosed PHP vulnerabilities.

The post PHP2Shell was only the beginning: AI is accelerating the patch race appeared first on The New Stack.

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

A few engineers asked IT for Linux. Then it spread to 200 machines.

Rows of people in bright clothes cheering against a gray backdrop, evoking a growing crowd of Linux users at work

Linux is already part of the AI developer’s desktop toolkit. Nvidia’s DGX Spark, which became available to order on October

The post A few engineers asked IT for Linux. Then it spread to 200 machines. appeared first on The New Stack.

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

Microsoft’s new voice AI can start working out what you want before you finish speaking

“I think you said, ‘representative.’” It’s the fastest way to bypass automated speech recognition chatbots that fail to route human

The post Microsoft’s new voice AI can start working out what you want before you finish speaking appeared first on The New Stack.

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

Five AI agent harnesses took the same memory test. The results weren’t even close.

Silhouette with tangled string in the brain and two hands holding the string

AI agents are getting better at remembering past conversations and earlier tasks but remembering something doesn’t guarantee an agent can

The post Five AI agent harnesses took the same memory test. The results weren’t even close. appeared first on The New Stack.

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

Ramp built an AI agent harness in six weeks — and LangChain’s CEO says it’s part of a bigger shift

glowing code

Ramp spent months testing managed agent APIs, open-source frameworks, and third-party platforms before concluding it would be better off building

The post Ramp built an AI agent harness in six weeks — and LangChain’s CEO says it’s part of a bigger shift appeared first on The New Stack.

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

OpenAI donates Open Responses, its spec for a common LLM API, to the Agentic AI Foundation

OpenAI on Thursday announced that it is donating the Open Responses API specification to the open source Agentic AI Foundation

The post OpenAI donates Open Responses, its spec for a common LLM API, to the Agentic AI Foundation appeared first on The New Stack.

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

OpenAI’s COBOL migration score has made a striking leap

Abstract glitch art with overlapping blue, cyan, purple and magenta blocks, pixelated patterns and horizontal white streaks.

This week, OpenAI put COBOL in the spotlight. It announced benchmark results suggesting its latest models are getting much better

The post OpenAI’s COBOL migration score has made a striking leap appeared first on The New Stack.

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

Google and AWS open new paths for PyTorch beyond Nvidia

At PyTorch Conference North America 2026 this week, Google open-sourced TorchTPU, a native PyTorch stack for Google TPUs, now available

The post Google and AWS open new paths for PyTorch beyond Nvidia appeared first on The New Stack.

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

AI found a critical PHP flaw. The bigger failure began in 2024.

Abstract digital glitch pattern with fragmented red, pink and cyan blocks, scattered letters and numbers against a black background.

Did one of your favorite websites go dark on Wednesday? Some did, as operators took services offline while they waited

The post AI found a critical PHP flaw. The bigger failure began in 2024. appeared first on The New Stack.

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

Who on-calls an AI? This is the unresolved crisis of agent ownership

Abstract dark digital mesh of red and blue glowing points with chromatic glitch distortion, representing destabilized AI telemetry.

At 2:07 a.m., an AI agent starts failing.  The application is still running, but requests are timing out because a

The post Who on-calls an AI? This is the unresolved crisis of agent ownership appeared first on The New Stack.

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

PHP’s security scramble is just a preview: AI is digging up flaws faster than maintainers can fix them

PHP ElePHant mascot stood upon a laptop.

One of the biggest security scares to hit the web is causing widespread disruption, prompting businesses, hospitals, schools, and government

The post PHP’s security scramble is just a preview: AI is digging up flaws faster than maintainers can fix them appeared first on The New Stack.

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

DeepSeek V4.1-Flash-1017 vs. Claude Haiku 5.5: More accurate at a fraction of the price

Digital abstract art of layered pink and orange prisms and curled paper shapes against deep teal and green tones

DeepSeek released V4.1-Flash-1017 on October 17 as an update to its Flash model. Its change log says the update cuts

The post DeepSeek V4.1-Flash-1017 vs. Claude Haiku 5.5: More accurate at a fraction of the price appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Greg Vesper

AI agent security is a lifecycle — not a gatekeeper

Dark abstract digital render of luminous blue loops symbolizing autonomous AI agent governance and boundaries.

Enterprise security has traditionally operated on a relatively straightforward premise: establish identity, authenticate the requester, determine what that identity can

The post AI agent security is a lifecycle — not a gatekeeper appeared first on The New Stack.

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

Google turns the infrastructure behind Gemini’s agents into a cloud service

Google will soon make the infrastructure that powers its Gemini agents available to Google Cloud users in preview. Announced on

The post Google turns the infrastructure behind Gemini’s agents into a cloud service appeared first on The New Stack.

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

AI found flaws in the code behind 70% of the web. The fix took two months.

security breach

PHP powers roughly 70% of the world’s websites, according to Wiz Research, so a flaw in its core engine affects

The post AI found flaws in the code behind 70% of the web. The fix took two months. appeared first on The New Stack.

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

Amodei says Anthropic’s safety delay may have cost it an AI lead

Caution sign on floor with shadow

Anthropic first released Mythos-class models in February 2026, but CEO Dario Amodei said it delayed broader access until June to

The post Amodei says Anthropic’s safety delay may have cost it an AI lead appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Vin Sharma

From feral to fiduciary: making AI agents serve your interests

Two glossy, iridescent green hands clasped together against a black background in a 3D illustration of trust between humans and AI agents

Tech leaders face a dilemma as they prepare to put AI agents into production. They want the higher productivity and

The post From feral to fiduciary: making AI agents serve your interests appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Megan Carnegie

AI sped up coding. Sonar instills confidence with verification.

Abstract close-up of overlapping translucent teal and gray layers stacked in angled chevron patterns against a pale sky and warm terracotta tones

AI coding tools can produce a striking burst of productivity — but the initial surge may not last. A Carnegie

The post AI sped up coding. Sonar instills confidence with verification. appeared first on The New Stack.

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

Nvidia bets open models can give enterprise AI agents the context they’re missing

The crowd leaving Nvidia's GTC 2025 event in San Jose, CA.

Every enterprise company is currently trying to figure out how to have its AI tools work with its data. Meanwhile,

The post Nvidia bets open models can give enterprise AI agents the context they’re missing appeared first on The New Stack.

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

Nvidia wants AI factories built in real factories

Nvidia wants new AI capacity to show up at the data center fully built. At its GTC Berlin conference on

The post Nvidia wants AI factories built in real factories appeared first on The New Stack.

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

Respan spent two years building on LiteLLM. One upgrade made it start over.

Domino

Respan released an open-source AI gateway written in Rust on Tuesday, after spending two years building more than 100,000 lines

The post Respan spent two years building on LiteLLM. One upgrade made it start over. appeared first on The New Stack.

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

“We are not forking TypeScript”: Cloudflare spearheads Rust port written by agents, for agents

Illustration of a purple typewriter printing a long sheet of text, surrounded by robotic arms with orange mechanical claws against a dark background.

Cloudflare is going all-out to ensure that AI coding agents can check their work without exhausting available computing resources, leading

The post “We are not forking TypeScript”: Cloudflare spearheads Rust port written by agents, for agents appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Mark Chillingworth

Assess the entire inference stack — not just open model benchmarks

A businessperson steps from two unlit light bulbs onto a glowing bulb, symbolizing the leap from ideas to innovation.

Impressive benchmark results should make it easy for engineers to select the right open model for the outcome they are

The post Assess the entire inference stack — not just open model benchmarks appeared first on The New Stack.

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

ElevenLabs wants to run your voice agent. Here’s what developers give up.

Mouth with tape halftone image

ElevenLabs launched Eleven Realtime on Tuesday, introducing two managed voice-agent models, Mini and Max, that integrate speech recognition, reasoning, turn-taking,

The post ElevenLabs wants to run your voice agent. Here’s what developers give up. appeared first on The New Stack.