Sign up

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

Not verified No WebSub updates No webmention support Not yet validated

Generator
https://wordpress.org/?v=7.1.3
Public lists
davewiner/blogroll
Fetched

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

OpenAI wants to charge only when AI gets it right — here’s the catch

abstract yellow grade

AI companies have always charged customers for the tokens they use, whether the model gives them exactly what they need

The post OpenAI wants to charge only when AI gets it right — here’s the catch appeared first on The New Stack.

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

Shai-Hulud: Whoever controls your package registry controls your pipeline

Abstract digital artwork of a constrained data stream on a dark background, representing software pipeline security.

On September 15, 2025, npm’s registry did something unprecedented: Packages began updating themselves.  No maintainer ran npm publish. No pull

The post Shai-Hulud: Whoever controls your package registry controls your pipeline appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Prasenjit A. Sarkar

Cut coding agent token use with better tool output

Abstract 3D render of fluid neon data streams and layered wave structures representing digital context payloads.

Before an AI coding agent writes a single line of code, it has already spent tokens. For example, on source

The post Cut coding agent token use with better tool output appeared first on The New Stack.

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

Anthropic’s Claude fixed all 10 alignment failures. Then it tried to cheat 2.4% of the time.

Parallel blue lines curve and converge across a dark gradient background.

Anthropic is putting AI agents to work on one of the field’s hardest problems: keeping other AI systems aligned with

The post Anthropic’s Claude fixed all 10 alignment failures. Then it tried to cheat 2.4% of the time. appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Ankit Jain

Your agent context needs a development lifecycle

Abstract 3D digital visualization of dark cyan and black geometric blocks, representing AI agent context and software architecture.

Skills, agent configurations, prompt instructions, and rules files. These artifacts now determine what your coding agents produce. They shape every

The post Your agent context needs a development lifecycle appeared first on The New Stack.

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

DeepSeek’s first vision model vs. Gemini 3.7 Flash: It comes down to spend vs. speed

A glowing sun rises over a neon-blue grid landscape framed by angular mountains.

DeepSeek released V4 Flash Vision Exp on August 21, its first model that accepts image input. Image input means a

The post DeepSeek’s first vision model vs. Gemini 3.7 Flash: It comes down to spend vs. speed appeared first on The New Stack.

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

Tide launched Raziel for AI security. It assumes hackers are inside.

Cyan and orange neon tubes form nested chevrons on a dark wall.

Michael Loewy, co-founder of the Tide Foundation, says the security industry was already losing ground to hackers before AI. Everything

The post Tide launched Raziel for AI security. It assumes hackers are inside. appeared first on The New Stack.

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

OpenAI leaving Cursor: “Developers have to be prepared to adapt when it happens.”

Abstract digital glitch art with neon pink, green, blue, purple, and white wavy distorted lines on a black background.

OpenAI stated on Friday that it has notified SpaceX that it intends to wind down its contract providing OpenAI models

The post OpenAI leaving Cursor: “Developers have to be prepared to adapt when it happens.” appeared first on The New Stack.

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

AI agents are making retrieval engineering a core engineering discipline

An abstract digital image featuring an intricate network of glowing copper-orange and deep red strands swirling against a dark background, visualizing complex data pathways and retrieval engineering workflows for AI agents.

AI agents are changing retrieval requirements. As organizations move from chatbots to AI systems that investigate, reason, and act on

The post AI agents are making retrieval engineering a core engineering discipline appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Jeremy Daly

Your AI agent is only as good as the harness around it

Dark metallic navigation compass under dramatic lighting symbolizing AI agent guardrails and system boundaries.

An agent can give a convincing answer in a demo. Especially when the question is clear, the documents are up

The post Your AI agent is only as good as the harness around it appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Satej Sawant

Your container runs. Everything around it shouldn’t be your problem.

Abstract digital binary data wave depicting cloud container orchestration and automated infrastructure.

The promise with containers was simple: if it runs on your local machine, it will run in production. And this

The post Your container runs. Everything around it shouldn’t be your problem. appeared first on The New Stack.

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

Commits on GitHub have doubled in four months. Verification capacity has not.

Abstract dark digital artwork of diverging red and blue wave lines, symbolizing AI code generation and software verification bottlenecks.

I have been waiting for agent-generated code to show up in public infrastructure data rather than in vendor benchmarks. In

The post Commits on GitHub have doubled in four months. Verification capacity has not. appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Matar Peles

The 3 roles AI agents play in your developer platform

Dark abstract 3D metallic waves illustrating complex AI agent roles in developer platform architecture.

Engineering organizations are trying to deliver as fast as technology allows, bringing agentic AI into their developer platforms and working

The post The 3 roles AI agents play in your developer platform appeared first on The New Stack.

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

JetBrains told everyone to patch. It didn’t patch itself.

Abstract black and blue

JetBrains is urging users of its Cadence cloud development service to rotate credentials and treat previous executions and their outputs

The post JetBrains told everyone to patch. It didn’t patch itself. appeared first on The New Stack.

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

LM Studio built a judge for AI commands. Then the judge started agreeing with the defendant.

Abstract maze

A command as ordinary as git diff can become a problem for an AI coding agent once a variable gets

The post LM Studio built a judge for AI commands. Then the judge started agreeing with the defendant. appeared first on The New Stack.

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

Alibaba just released Qwen3.8-Flash: “An early preview of the architecture in Qwen4”

Alibaba this week unveiled Qwen3.8-Flash, an open-weight, multimodal Mixture-of-Experts (MoE) model.  Hot on the heels of Qwen 3.8 Max, which

The post Alibaba just released Qwen3.8-Flash: “An early preview of the architecture in Qwen4” appeared first on The New Stack.

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

Z.ai’s GLM-5.3 goes open weight, but its new license aims at hyperscalers

Earlier in August, Z.ai, the Chinese AI lab behind the viral ox-alpha model that turned out to be GLM-5.3-Flash, launched

The post Z.ai’s GLM-5.3 goes open weight, but its new license aims at hyperscalers appeared first on The New Stack.

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

Nvidia is paying $12.9 billion to keep open models on its chips 

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

The post Nvidia is paying $12.9 billion to keep open models on its chips  appeared first on The New Stack.

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

Google found a way to test Gemini without seeing the questions

Abstract lock

Growing datasets and public benchmarks are making it harder to tell whether a model is being tested on something it

The post Google found a way to test Gemini without seeing the questions appeared first on The New Stack.

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

Aider, Claude Code, and OpenClaw ran an identical model. Token use varied 70-fold.

Collage of a woman climbing progressively taller stacks of coins, with arrows tracing her upward path.

When teams price an AI coding agent, they tend to scrutinize the model. But three recent benchmarking efforts suggest the

The post Aider, Claude Code, and OpenClaw ran an identical model. Token use varied 70-fold. appeared first on The New Stack.

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

This duck will teach you reinforcement learning — and pick up your socks

You could have a mechanical duck waddling through your home before Christmas.  Hugging Face‘s Pollen Robotics on Thursday opened pre-orders

The post This duck will teach you reinforcement learning — and pick up your socks appeared first on The New Stack.

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

Replit’s new default: Auto mode picks the best model for each task

Illustration of traffic traveling along overlapping roads and routes, depicting the concept of intelligent model routing.

AI coding company Replit is throwing its weight behind the model-routing trend by making its “intelligent model routing” system the

The post Replit’s new default: Auto mode picks the best model for each task appeared first on The New Stack.

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

“Posterity will find it ludicrous”: Sai agent hits 73% on OSWorld 2.0 performing routine (but necessary) work

Sai, a computer agent built by Simular, has achieved a 73% success rate on OSWorld 2.0, in a benchmark update

The post “Posterity will find it ludicrous”: Sai agent hits 73% on OSWorld 2.0 performing routine (but necessary) work appeared first on The New Stack.

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

Nvidia doesn’t need to block rival chips on Hugging Face. It just needs the defaults.

Abstract yellow path

Nvidia has reportedly agreed to buy Hugging Face for $12.9 billion, putting one of the biggest names in AI hardware

The post Nvidia doesn’t need to block rival chips on Hugging Face. It just needs the defaults. appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Emmanuel Akita

Why basic RAG fails at multi-hop reasoning (and how GraphRAG fixes it)

Abstract dark metallic fluid curves reflecting light, representing complex multi-hop data pathways in GraphRAG AI architecture.

The current approach to designing LLMs within AI engineering is oversimplified. According to the echo chamber’s view, solving LLM hallucinations

The post Why basic RAG fails at multi-hop reasoning (and how GraphRAG fixes it) appeared first on The New Stack.

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

Anthropic’s new Files API vs. pasting: It will save you time, but it won’t save you money.

Horizontal bands of distorted green digital numbers flicker across a black background.

Anthropic moved the Files API and computer-use toolset out of beta on August 19 and launched a browser-use toolset. It

The post Anthropic’s new Files API vs. pasting: It will save you time, but it won’t save you money. appeared first on The New Stack.

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

Anthropic’s Claude now has a browser of its own

Anthropic is giving Claude its own browser. As the company announced on Wednesday, Claude on the desktop (Mac, Windows, and

The post Anthropic’s Claude now has a browser of its own appeared first on The New Stack.

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

X sent Nitter a cease-and-desist. Then it went after the source code.

abstract X

When Elon Musk’s X sent cease-and-desist letters demanding that Nitter — an open-source alternative front end for the social media

The post X sent Nitter a cease-and-desist. Then it went after the source code. appeared first on The New Stack.

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

OpenAI’s Astra can do a researcher’s week of work. That’s the problem.

abstract

OpenAI’s unreleased foundation model, codenamed Astra, is already working directly inside the company’s internal codebase, taking on experimental work that

The post OpenAI’s Astra can do a researcher’s week of work. That’s the problem. appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Will Kelly

Observability has a data problem. AI is about to make it worse.

Parallel orange lines form a flowing wave across a dark purple background.

Observability is entering a new phase now that OpenTelemetry has standardized instrumentation for data collection. Unfortunately, the observability industry still

The post Observability has a data problem. AI is about to make it worse. appeared first on The New Stack.