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

updated @ 09/18/2026 05:45:02

Open-weight models now handle a majority of tokens on Vercel’s AI Gateway. But Anthropic still takes 64% of the spend.
Fri, 18 Sep 2026 12:42:58 +0000
Isometric illustration of a retro-style computer monitor

The trend is clear: open-weight models are taking an increasingly large bite out of production AI usage. On Monday, The

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Code review is burning out your best engineers
Fri, 18 Sep 2026 12:00:00 +0000
Dark, deeply fractured rock surface symbolizing structural tension and developer burnout

Every team I talk to has the same problem. Their best engineers, the ones who care most about code quality,

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Intel squeezed a 1.58-bit LLM down to 1.485 bits without changing a single weight
Thu, 17 Sep 2026 20:51:57 +0000
Digital void

The 1.58 in a 1.58-bit language model sounds like a hard limit, but Intel researchers pushed a ternary model below

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“Be transparent only if asked”: OpenAI’s models learned to leave notes for their future selves
Thu, 17 Sep 2026 18:27:44 +0000
Sam Altman, OpenAI CEO

OpenAI revealed Wednesday evening that some GPT-5.6 Sol model instances, during reinforcement learning (RL) training, wrote instructions to conceal mistakes

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GitHub and Anthropic used their own agents for major Rust rewrites — but with very different playbooks
Thu, 17 Sep 2026 18:06:03 +0000
Multiple robotic arms grapple with a purple typewriter, feeding out a long sheet of paper covered in redacted black bars, depicting the concept of rewriting a codebase.

Rust is seemingly the language of the moment, with open-source projects and companies forming an orderly queue to move core

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Anthropic’s new Claude Code feature could drain your plan before lunch
Thu, 17 Sep 2026 17:00:00 +0000
abstract rays

Anthropic is giving Claude Code a new job: Manage other Claude Code sessions. Starting Thursday, Anthropic says select Claude Pro

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The critical vulnerability was a test database. That’s the whole triage problem.
Thu, 17 Sep 2026 16:56:00 +0000

A security researcher testing a 300-person B2B company with a global footprint discovered an internet-exposed database with weak authentication during

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Study: Developers are addicted to AI, and managers are making it worse
Thu, 17 Sep 2026 15:12:36 +0000

AI is addictive, and managers are rewarding those who use it the most (even though they are shipping stuff they

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Why human oversight is shifting from writing code to defining requirements
Thu, 17 Sep 2026 13:00:00 +0000
Abstract dark digital wave featuring glowing cyan microchip circuit patterns and network lines representing AI system architecture.

This walks through the pipeline our agents operate inside—from a recorded scoping meeting through unit specs, spec review, generated code,

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Perplexity’s AI agents helped build a database. They weren’t allowed to run it.
Wed, 16 Sep 2026 21:51:15 +0000
Abstract glitch wave

Perplexity decided it was paying too much for DynamoDB and wasn’t getting the control it wanted over read performance. So

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Automattic says CEO Mullenweg was gone and back inside 33 hours. What happened between?
Wed, 16 Sep 2026 20:39:42 +0000

There were unusual goings-on this month at Automattic, a company known for its free and open-source app for building WordPress

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“Everyone’s in a race to replace GitHub”: Zed launches Delta because agents made pull requests obsolete
Wed, 16 Sep 2026 19:45:30 +0000
A cardboard robot sat atop a laptop keyboard.

Something of a consensus has emerged from the developer fraternity in 2026 — GitHub, a platform built substantively for human

The post “Everyone’s in a race to replace GitHub”: Zed launches Delta because agents made pull requests obsolete appeared first on The New Stack.


Anthropic bet users were choosing wrong. So it removed the choice.
Wed, 16 Sep 2026 16:46:36 +0000
Single lane

Using Claude for anything beyond a quick question has always started with a routing decision to use Chat or Cowork?

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AI evaluator: The most important AI job in history? How developers might fill the proposed new job
Wed, 16 Sep 2026 15:58:41 +0000
Lots of pink escape keys

The pace of frontier AI model development spurred Anthropic CEO Dario Amodei to publish an essay last weekend, calling for

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OpenAI president: “The computer should be there to empower you.” So stop retooling software for AI agents
Tue, 15 Sep 2026 23:41:22 +0000

This week on the a16z show, Greg Brockman, president and co-founder of OpenAI, made the point that developers have been

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Meta lets Claude and Codex configure WhatsApp Business via MCP. But the agents don’t get their own identity.
Tue, 15 Sep 2026 22:08:56 +0000
A concept illustration depicting AI running a business

Any business worth its salt in 2026 needs to be embracing the right tools to reach its customers, and few

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OpenAI’s voice model doesn’t think. That’s the point.
Tue, 15 Sep 2026 21:50:15 +0000
Abstract waves

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

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AWS agents will suggest your new flights. Code decides what gets booked.
Tue, 15 Sep 2026 21:27:21 +0000
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

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Bolt is giving developers 50x more compute. But there’s a catch.
Tue, 15 Sep 2026 18:47:23 +0000
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

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Agents operate, humans govern: Scale your operations and reduce toil with Azure SRE Agent
Tue, 15 Sep 2026 16:21:45 +0000
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

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How to attach an owner to every cloud resource you find
Tue, 15 Sep 2026 14:00:00 +0000
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

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Kubernetes 1.36 restores a lost guarantee for database backups
Tue, 15 Sep 2026 13:00:00 +0000
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

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AI’s best coding agent fails 60% of the time — and the data backs it up
Mon, 14 Sep 2026 22:22:27 +0000
abstract screen

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

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Perplexity’s new agent runs entirely on your GPU — with one expensive catch
Mon, 14 Sep 2026 18:21:44 +0000
Abstract server

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

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Your AI coding spend bought 25% more output. Duplication rose 81%.
Mon, 14 Sep 2026 14:39:14 +0000

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

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Chinese AI models dominate OpenRouter’s US token consumption. It can now guarantee that traffic stays entirely in the US.
Mon, 14 Sep 2026 13:59:33 +0000
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

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