
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
• Amanda Caswell

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
• Zeen Rachidi

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.
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• Prasenjit A. Sarkar

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
• Adrian Bridgwater

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.

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.
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• Jessica Wachtel

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
• Jennifer Riggins

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
• Adrian Bridgwater

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.

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.

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
• Satej Sawant

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.

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.

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
• Amanda Caswell

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
• Amanda Caswell

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
• Adrian Bridgwater

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.
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• Frederic Lardinois

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.
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• Matthew Burns

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.
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• Amanda Caswell

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.
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• Janakiram MSV

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
• Frederic Lardinois

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.

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.
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• Adrian Bridgwater

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.
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• Amanda Caswell

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.
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• Emmanuel Akita

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.
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• Jessica Wachtel

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
• Frederic Lardinois

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
• Amanda Caswell

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
• Amanda Caswell

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.

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.