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 • Sabari Sawant

The cloud reduced operational complexity. But many teams need someone to own it completely.

Dark abstract digital wave with subtle color distortion, representing application lifecycle and cloud native infrastructure management.

For companies running serious production workloads with lean engineering teams, the real test of operational ownership comes at 3 a.m.

The post The cloud reduced operational complexity. But many teams need someone to own it completely. appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Taylor Luttrell-Williams

AI coding agents need a secrets-safe context boundary

Abstract glowing blue and yellow distortion wave on a black background, illustrating digital data security concepts.

AI coding agents play a major role in software development and delivery, and for good reason. They can investigate bugs,

The post AI coding agents need a secrets-safe context boundary appeared first on The New Stack.

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

Grok Build vs. Claude Code: I tested which one has the better memory

On September 16, xAI announced memory in Grok Build, its terminal coding agent. The pitch was that Grok “keeps notes

The post Grok Build vs. Claude Code: I tested which one has the better memory appeared first on The New Stack.

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

TypeSafe launched Jev because sequential LLMs are “totally useless for computers”

When TypeSafe emerged last week after two years in stealth, backed by $40 million in seed funding led by DCVC,

The post TypeSafe launched Jev because sequential LLMs are “totally useless for computers” appeared first on The New Stack.

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

Your AI agent is burning tokens on choices that don’t need words

Blur or abstract motion

AI agents spend a ridiculous amount of compute generating text nobody actually needs. The decisions an agent makes along the

The post Your AI agent is burning tokens on choices that don’t need words appeared first on The New Stack.

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

Grok 4.7 was built to work for hours. It still fails most of the time.

labrynth abstract

A coding agent running for hours can make dozens of decisions as it edits files, runs tests, and works through

The post Grok 4.7 was built to work for hours. It still fails most of the time. appeared first on The New Stack.

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

AWS open-sources an AI agent it says is 45% cheaper than Claude Code and Codex

Multiple monitors on a desk.

Amazon Web Services (AWS) is lifting the lid on a new open source, general-purpose AI agent, designed to give developers

The post AWS open-sources an AI agent it says is 45% cheaper than Claude Code and Codex appeared first on The New Stack.

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

Your AI agent failed. The model might not be the problem.

Tangled wires abstract

As AI agents move into production, the path between a request and its result is becoming less predictable. An agent

The post Your AI agent failed. The model might not be the problem. appeared first on The New Stack.

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

One engineer shipped 2,000 PRs a month to production. Verification is the key.

Abstract dark digital wireframe mesh with chromatic glitch effects, representing AI agent verification and virtualized software environments.

Lauren Tan, an engineer on the Grok team at SpaceXAI, who previously worked at Cursor and Meta, recently published a

The post One engineer shipped 2,000 PRs a month to production. Verification is the key. appeared first on The New Stack.

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

“Dormant deployments were quietly consuming storage”: Why Vercel tightened its free-tier rules

Vercel announced this week that teams on its free Hobby plan will now have older, unprotected deployments deleted immediately if

The post “Dormant deployments were quietly consuming storage”: Why Vercel tightened its free-tier rules appeared first on The New Stack.

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

This week’s news from Zed, Anthropic, and OpenRouter shows why better harnesses matter more than better models

Loose computer cables with black connectors spread across a white background.

Our five most-read stories this week covered code collaboration, a model router, a UI change, a benchmark, and a caching

The post This week’s news from Zed, Anthropic, and OpenRouter shows why better harnesses matter more than better models appeared first on The New Stack.

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

Claude couldn’t hack OpenAI. Then Anthropic shipped Opus 5.

Abstract door

Three security researchers at Hacktron AI found a memory-corruption bug in a widely used image library. Finding it was the

The post Claude couldn’t hack OpenAI. Then Anthropic shipped Opus 5. appeared first on The New Stack.

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

Kubernetes can run AI inference. But can it count the real cost?

Abstract 3D illustration of interconnected purple geometric nodes and gold lines representing a distributed network or cloud infrastructure.

Welcome to another edition of Road to KubeCon, where we’re tracking the Kubernetes and cloud-native ecosystem on the way into

The post Kubernetes can run AI inference. But can it count the real cost? appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Catherine Edelveis

How buildpacks help enterprises finally operate container security controls at scale

Dark abstract geometric grid texture symbolizing standardized container security controls.

Container security controls often fail less because organizations lack standards, scanners, or best practices, and more. After all, every service

The post How buildpacks help enterprises finally operate container security controls at scale appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Selene Cecchinel

Your agent is only as good as your infrastructure

Dark abstract 3D glass ribbon rendering symbolizing complex AI agent infrastructure and bursty data workflows.

You built a great agent, but something happened when it moved into production. In testing, your agent reviewed pull requests

The post Your agent is only as good as your infrastructure appeared first on The New Stack.

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

Open-weight models now handle a majority of tokens on Vercel’s AI Gateway. But Anthropic still takes 64% of the spend.

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

The post Open-weight models now handle a majority of tokens on Vercel’s AI Gateway. But Anthropic still takes 64% of the spend. appeared first on The New Stack.

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

Code review is burning out your best engineers

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,

The post Code review is burning out your best engineers appeared first on The New Stack.

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

Intel squeezed a 1.58-bit LLM down to 1.485 bits without changing a single weight

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

The post Intel squeezed a 1.58-bit LLM down to 1.485 bits without changing a single weight appeared first on The New Stack.

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

“Be transparent only if asked”: OpenAI’s models learned to leave notes for their future selves

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

The post “Be transparent only if asked”: OpenAI’s models learned to leave notes for their future selves appeared first on The New Stack.

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

GitHub and Anthropic used their own agents for major Rust rewrites — with very different playbooks

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

The post GitHub and Anthropic used their own agents for major Rust rewrites — with very different playbooks appeared first on The New Stack.

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

Anthropic’s new Claude Code feature could drain your plan before lunch

abstract rays

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

The post Anthropic’s new Claude Code feature could drain your plan before lunch appeared first on The New Stack.

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

Study: Developers are addicted to AI, and managers are making it worse

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

The post Study: Developers are addicted to AI, and managers are making it worse appeared first on The New Stack.

The New Stack | DevOps, Open Source, and Cloud Native News
Text • Naseeb Ahmed Mian

Why human oversight is shifting from writing code to defining requirements

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,

The post Why human oversight is shifting from writing code to defining requirements appeared first on The New Stack.

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

Perplexity’s AI agents helped build a database. They weren’t allowed to run it.

Abstract glitch wave

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

The post Perplexity’s AI agents helped build a database. They weren’t allowed to run it. appeared first on The New Stack.

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

Automattic says CEO Mullenweg was gone and back inside 33 hours. What happened between?

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

The post Automattic says CEO Mullenweg was gone and back inside 33 hours. What happened between? appeared first on The New Stack.

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

“Everyone’s in a race to replace GitHub”: Zed launches Delta because agents made pull requests obsolete

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.

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

Anthropic bet users were choosing wrong. So it removed the choice.

Single lane

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

The post Anthropic bet users were choosing wrong. So it removed the choice. appeared first on The New Stack.

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

AI evaluator: The most important AI job in history? How developers might fill the proposed new job

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

The post AI evaluator: The most important AI job in history? How developers might fill the proposed new job appeared first on The New Stack.

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

OpenAI president: “The computer should be there to empower you.” So stop retooling software for AI agents

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

The post OpenAI president: “The computer should be there to empower you.” So stop retooling software for AI agents appeared first on The New Stack.

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

Meta lets Claude and Codex configure WhatsApp Business via MCP

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

The post Meta lets Claude and Codex configure WhatsApp Business via MCP appeared first on The New Stack.