Articles from Source: The-New-Stack

Why Kubernetes is retiring Ingress NGINX

2026-02-03 16:45
🚨 Important Update for Kubernetes Users! 🚨 Ingress NGINX, utilized by 50% of Kubernetes users for managing incoming traffic, is set to retire in March 2026. Despite warnings, a recent survey revealed 44% of users are still relying on it. While Chainguard will support Ingress NGINX through its EmeritOSS program, no further updates or security patches will be provided post-retirement. Users are encouraged to consider replacements soon to address potential security vulnerabilities. #Kubernetes...
Source: The New Stack
Steven J. Vaughan-Nichols

Durable Execution: Build reliable software in an unreliable world

2026-02-02 23:23
🌐 Software reliability remains a challenge for developers due to unreliable components like hardware and software bugs. Power failures and network issues can lead to significant data loss, impacting both individual users and enterprises. 🖥️ To combat this, many rely on fault-tolerant hardware and defensive coding practices. However, as systems scale, the risk of failure increases. Durable Execution platforms offer a new way to rethink application development, focusing on reliability in...
Source: The New Stack
Charles Humble

Unlocking AI’s full potential: Why context is everything

2026-02-02 22:31
AI technology is prevalent, yet many organizations are not fully leveraging its potential. The main issue lies in AI's limited understanding of data context, leading to inaccurate decisions and missed opportunities. To maximize effectiveness, companies must shift from basic data ingestion to advanced context engineering, integrating customer and business insights. This approach can help eliminate information silos and enhance AI performance. Key elements include a unified data catalog and...
Source: The New Stack
Rahul Auradkar

Why enterprise businesses should adopt immutable Linux for the desktop

2026-02-02 21:25
Discover the benefits of adopting immutable Linux for enterprise desktops. Immutable Linux features a read-only core, enhancing security by preventing unauthorized changes, making it resilient against malware and ransomware. Additionally, updates are applied atomically, improving system stability and simplifying rollbacks. Consider this approach for a more secure operating environment. 🔒💻 #Linux #Cybersecurity #EnterpriseSolutions #ImmutableLinux #TechTrends
Source: The New Stack
Jack Wallen

Chainguard admitted Factory 1.0 was “brittle.” Here’s how 2.0 fixes it.

2026-02-02 21:19
Chainguard has launched Factory 2.0, addressing the issues found in the original Factory 1.0. The new version replaces the fragile event-driven pipeline with a self-healing system using the open-source DriftlessAF framework. This change aims to enhance reliability and efficiency in monitoring over 10,000 open-source projects. The previous model faced challenges due to its complexity, which led to errors and required constant attention from experts. Factory 2.0 seeks to provide secure and up-...
Source: The New Stack
Steven J. Vaughan-Nichols

OpenAI’s Codex desktop app is all about managing agents

2026-02-02 20:52
OpenAI has launched a new macOS desktop app for its Codex software development agent, shifting focus from coding to managing multiple agents simultaneously. This app aims to make coding more accessible, even for those who may not want to engage directly with code. It integrates with existing repositories and GitHub for seamless task management. OpenAI believes this tool is essential as developers increasingly trust agents with complex tasks. #OpenAI #Codex #SoftwareDevelopment #TechInnovation...
Source: The New Stack
Frederic Lardinois

Beyond automation: Dynatrace unveils agentic AI that fixes problems on its own

2026-02-02 16:36
Dynatrace Perform 2026 highlighted the significant role of AI in IT and observability. The company introduced Dynatrace Intelligence, an agentic AI platform that autonomously detects and helps resolve issues with human oversight. This innovation aims to enhance operational efficiency through real-time decision-making and reliable workflows. CEO Rick McConnell discussed the transition from reactive to autonomous operations, emphasizing the need for AI-powered observability to manage increasing...
Source: The New Stack
B. Cameron Gain

S3 is the new network: Rethinking data architecture for the cloud era

2026-02-02 12:00
In the article "S3 is the new network," the author examines the evolution of data architecture in the cloud era. Traditionally, databases relied on keeping storage close to compute to reduce delays. However, this approach can hinder scalability and increase costs. With the rise of cloud object storage services like AWS S3, a new paradigm emerges. 🌐 Cloud object storage offers virtually unlimited capacity and global accessibility, allowing data to be accessed from anywhere. While S3 may not be...
Source: The New Stack
Max Liu

S3 is the new network: Rethinking data architecture for the cloud era

2026-02-02 12:00
Rethinking data architecture is crucial in the cloud era. 🌐 For years, distributed databases relied on keeping storage close to compute to reduce delays. However, this approach can slow down scaling and increase costs. With the rise of cloud object storage services like AWS S3, designers can now focus on creating efficient databases without worrying about data location or network reliability. 📊 S3 offers unlimited capacity and high durability, ensuring data is safe and readily accessible. Its...
Source: The New Stack
Max Liu

Liya Linux proves high performance doesn’t require a command line

2026-02-01 15:00
Liya Linux aims to make Linux accessible and user-friendly for everyone. 🌍 This new distribution, based on Arch Linux, offers a point-and-click installation process that simplifies setup. It features the Btrfs file system with snapshots and default Samba shares. Upon logging in, users encounter a customized Cinnamon desktop that resembles KDE Plasma, providing a fresh and appealing look. The preinstalled applications are designed for everyday use, indicating Liya’s potential as a leading...
Source: The New Stack
Jack Wallen

50 years ago, a young Bill Gates took on the ‘software pirates’

2026-02-01 14:00
In 1976, Bill Gates, just 20 years old, stirred controversy with his “Open Letter to Hobbyists,” addressing software piracy. He expressed frustration over the unauthorized distribution of his first commercial software, Altair BASIC. This letter sparked a significant debate on software ownership that continues today. Industry experts reflect on the impact of Gates' stance, highlighting the irony of his concerns in an era where software sharing was common. #BillGates #SoftwarePiracy...
Source: The New Stack
David Cassel

Beating context rot in Claude Code with GSD

2026-01-31 17:00
🚀 Exploring the challenges of using LLMs like Claude for project creation reveals issues like "context rot." This term describes how earlier tokens receive more attention, causing difficulties during lengthy tasks. 🛠️ The article introduces GSD, a tool designed to combat this by adding a context engineering layer. It organizes tasks effectively, allowing for improved project outcomes. 📊 The author plans to test GSD by developing a front end for viewing JSON objects, aiming to ensure a...
Source: The New Stack
David Eastman

The shift left hangover: Why modern platforms are shifting down to cure developer fatigue

2026-01-31 02:22
The article discusses the "shift left" approach in software development, which aimed to integrate testing and security earlier in the process. While it promised efficiency and compliance, it inadvertently increased cognitive load on developers. As a result, many engineers now face burnout due to excessive responsibilities and complex systems. The article advocates for a "shift down" strategy, embedding governance and security directly into platforms. This method aims to reduce the burden on...
Source: The New Stack
Steve Corndell

Anthropic brings plugins to Cowork

2026-01-30 18:00
🚀 Anthropic has introduced a new plugin system for Cowork, enhancing its capabilities for non-developers. These plugins bundle skills, connectors, and slash commands, making it easier for users to manage tasks, documents, and workflows. Eleven open-source plugins have already been launched on GitHub, catering to various industries like sales, finance, and legal. This allows users to customize their experience without needing technical skills. Explore the possibilities with Cowork! 🔗✨...
Source: The New Stack
Frederic Lardinois

When AI fails: The new reality of incident management

2026-01-30 17:00
🚀 As AI adoption increases, organizations are facing a rise in AI incidents. By 2026, these incidents will be recognized as a distinct category that requires specific processes for remediation. 🔍 An IBM survey revealed that 63% of organizations lack formal governance policies for AI. This highlights the need for responsible AI adoption and proactive safeguards. 🛠️ As organizations evolve, measuring AI reliability will become crucial. Key indicators will include hallucination rates and bias,...
Source: The New Stack
Kat Gaines

Why the forward-deployed engineer is tech’s hottest job

2026-01-30 15:00
🚀 The role of forward-deployed engineer (FDE) is gaining traction in tech. Coined by Palantir, FDEs work closely with clients to navigate complex challenges, particularly in AI. They blend skills from software engineering and customer success, actively participating in operations and problem-solving. With a focus on achieving specific business outcomes, FDEs are becoming essential in tech environments. #TechJobs #ForwardDeployedEngineer #AI #Innovation #CareerDevelopment
Source: The New Stack
Jennifer Riggins

Forget VMware and VirtualBox: This should be your new VM manager

2026-01-30 15:00
Tired of issues with VirtualBox? This article highlights a transition to KVM and Virt-Manager for virtual machine management. The author faced recurring problems with VirtualBox and decided to switch to KVM, a reliable open-source solution. KVM operates as a hypervisor, enhancing performance on Linux systems. Virt-Manager is recommended for easier VM management. Installation steps for various Linux distributions are provided. Explore this new approach to streamline your VM experience! 🚀💻...
Source: The New Stack
Jack Wallen

Gemini CLI gets its hooks into the agentic development loop

2026-01-29 19:42
🚀 Google has introduced hooks in Gemini CLI, enhancing its capabilities as a terminal-based tool competing with Anthropic’s Claude Code. These hooks allow scripts to run within the agentic development loop, improving control and efficiency. They can be used for tasks like running security checks and adjusting model parameters in real-time. Setting up hooks involves defining them as JSON files and ensuring they execute quickly to avoid delays. 🔗 #GeminiCLI #Google #TechUpdates #AI...
Source: The New Stack
Frederic Lardinois

Meet Gravitino, a geo-distributed, federated metadata lake

2026-01-29 19:25
🌐 Meet Gravitino, a new solution in the world of agentic AI. This geo-distributed, federated metadata lake addresses the often-overlooked aspect of metadata. Led by Datastrato's CEO, Junping Du, Gravitino aims to unify data governance across varied AI workloads. With its recent achievements, including becoming an Apache Top Level Project, Gravitino simplifies access to diverse data formats while eliminating silos. Discover how it can transform metadata management in AI! #AI #Metadata...
Source: The New Stack
Heather Joslyn

Ramp’s Inspect shows closed-loop AI agents are software’s future

2026-01-29 19:00
🚀 Ramp’s new coding agent, Inspect, marks a significant shift in software development. It enables closed-loop AI systems that operate autonomously, transforming how coding agents work. 🔍 Unlike traditional agents that rely on human verification, Inspect runs and tests code, streamlining the development process. This leads to faster and more efficient coding practices. 📈 Ramp reports that within months, 30% of pull requests were generated by Inspect, indicating a substantial increase in...
Source: The New Stack
Arjun Iyer

Prompting vs. RAG vs. fine-tuning: Why it’s not a ladder

2026-01-29 18:00
Understanding LLM Customization: Prompting, RAG, & Fine-Tuning Many teams believe there's a clear path from prompt engineering to fine-tuning in customizing large language models (LLMs). However, this linear progression is misleading. Each method—prompting, RAG, and fine-tuning—addresses different challenges and comes with unique limitations. They should not be viewed as upgrades. A six-dimensional framework can help evaluate LLM success, focusing on data privacy, latency, control, update...
Source: The New Stack
Ibrahim Kamal

Mastra empowers web devs to build AI agents in TypeScript

2026-01-28 19:00
🚀 Mastra has launched a new open-source AI framework that allows web developers to create AI agents using TypeScript instead of Python. According to co-creator Sam Bhagwat, this shift enables developers who are more familiar with JavaScript to build applications more easily. TypeScript is becoming the preferred language for web app development, offering better integration for frontend and backend development. AI agents are changing our interaction with technology, moving us toward more...
Source: The New Stack
Loraine Lawson

Kubernetes telemetry feature fully compromises clusters

2026-01-28 18:30
Kubernetes admins face a significant challenge with a newly discovered vulnerability. 🔍 Security researcher Graham Helton revealed that users with read-only permissions can execute arbitrary commands on any pod in a cluster. This issue arises from the nodes/proxy GET resource used by monitoring tools, which grants access to privileged commands. Helton's findings show that 69 tools rely on this permission, which is considered intended behavior, not a bug. The recommended solution is to...
Source: The New Stack
Joab Jackson

With Auto Browse, Google Chrome can now surf the web for you

2026-01-28 18:00
🚀 Google Chrome is enhancing its capabilities with new AI features powered by Gemini 3. The standout addition is **Auto Browse**, allowing users to delegate tasks like finding flights or managing workflows directly to the browser. This feature will be available for Gemini Pro and Max subscribers soon. Also introduced is a **Gemini side panel** for easier interaction while browsing. This setup allows users to maintain multiple conversations and research products across tabs seamlessly....
Source: The New Stack
Frederic Lardinois

A decade of werf, a software delivery tool for Kubernetes

2026-01-28 17:00
Celebrating a decade of werf, a unique CLI tool for Kubernetes! 🎉 Originally designed to streamline container orchestration, werf has evolved from its beginnings in a Linux-focused DevOps service provider. It simplifies building and deploying container images with features like smart caching and integration with tools like Helm. Werf remains focused on automating established workflows, making it a valuable resource in the cloud-native ecosystem. Learn more about its journey and significance!...
Source: The New Stack
Dmitry Shurupov

Drupal turns 25: From simple to complex — then simple again

2026-01-28 16:00
🎉 This month marks the 25th anniversary of Drupal, the open-source content management system launched in 2001. Founder Dries Buytaert reflects on its gradual growth, noting that its first conference drew just 30-40 attendees in 2005. Over the years, Drupal evolved into a complex Digital Experience Platform, now competing with major players like Adobe and Salesforce. Interestingly, Buytaert highlights that this complexity has become advantageous in the AI era, as it allows for features like...
Source: The New Stack
Richard MacManus

Agoda’s secret to 50x scale: Getting the database basics right

2026-01-28 15:00
Agoda, part of Booking Holdings, is experiencing rapid growth, with server traffic increasing 50 times from January 2023 to February 2025. 📈 To manage this scale, the engineering team faced challenges in maintaining low latency on their ScyllaDB-backed feature store. They addressed unpredictable traffic patterns and potential database flooding. Worakarn Isaratham shared insights at the Monster Scale Summit on how they navigated these engineering hurdles. The feature store plays a crucial role...
Source: The New Stack
Cynthia Dunlop

Terraform challenger Formae expands to more clouds

2026-01-28 14:00
🚀 Exciting news in Infrastructure as Code! Platform Engineering Labs has expanded its IaC platform, Formae, to include support for Google Cloud, Microsoft Azure, Oracle Cloud, and OVHcloud, in addition to AWS. The new AI-enhanced Platform for Infrastructure Builders aims to empower users to manage their infrastructure swiftly and efficiently. It promises schema-safe change management and a user-friendly SDK for easy integration. This release targets organizations looking to manage both modern...
Source: The New Stack
Joab Jackson

Open Responses vs. Chat Completion: A new era for AI apps

2026-01-27 19:00
OpenAI has transitioned from the Chat Completion API to the new Responses API, enhancing support for multi-turn interactions in AI applications. 🛠️ The Responses API offers improved performance through caching, reasoning, and built-in tool integration. It also supports multimodal inputs, allowing for text and image processing. 📊 In collaboration with industry leaders, OpenAI introduced the Open Responses specification, creating a unified interface for various LLM models. This aims to...
Source: The New Stack
Janakiram MSV

The agentic revolution: A new vision for SREs

2026-01-27 18:00
Site reliability engineers (SREs) are becoming essential for IT leaders, ensuring digital services run reliably. As incident volumes rise, many SREs face challenges due to manual processes. AI agents can help automate tasks, allowing SREs to focus on critical issues and enhance operational efficiency. SREs differ from DevOps by applying engineering principles for better reliability. With the support of AI, SREs can evolve into supervisors of digital workflows. #SiteReliability #AIAgents...
Source: The New Stack
Mandi Walls

How to secure Vertex AI pipelines with Google Cloud tools

2026-01-27 17:00
Securing AI models in production is crucial as they are used in critical sectors like healthcare and banking. 🏥💳 This guide outlines how to protect Vertex AI pipelines using Google Cloud tools such as IAM, VPC Service Controls, and Cloud Audit Logs. These tools help create a zero trust environment for machine learning workloads. 🔒 Key threats include data poisoning, model theft, and insecure APIs, which can lead to significant risks in AI systems. Understanding these threats is essential for...
Source: The New Stack
Advait Patel

Ai2 makes building custom coding agents easier and cheaper

2026-01-27 16:00
🚀 The Allen Institute for AI (Ai2) has launched new open coding agents that excel in performance and cost-effectiveness. These models allow users to fine-tune them with their own codebases, enhancing domain-specific tasks. Notably, Ai2's SERA models require just $400 to replicate results, significantly lower than competing options. 📊 The SERA-32B model solves 55% of real-world GitHub issues, outperforming similar models. Ai2 also provides all necessary resources for teams to create their own...
Source: The New Stack
Frederic Lardinois

RAG isn’t dead, but context engineering is the new hotness

2026-01-27 15:00
RAG (Retrieval-Augmented Generation) is not dead, but "context engineering" is gaining traction in AI discussions. Douwe Kiela, CEO of Contextual AI, notes that while RAG is still relevant, MCP (Model Context Protocol) has become the preferred term among developers. Contextual AI recently launched Agent Composer, a tool designed to manage context and enhance agent reliability across workflows. This tool aims to help enterprises utilize their diverse data sources effectively. #AI...
Source: The New Stack
Richard MacManus

Chainguard EmeritOSS backs MinIO, other orphaned projects

2026-01-27 14:15
Chainguard has launched EmeritOSS to support neglected open source projects. 🎉 Among the first beneficiaries is MinIO, a crucial object storage system that was recently put into maintenance mode. Chainguard is now providing support, including a secure MinIO image. Other projects receiving backing include Prometheus PushProx and Cassandra Exporter, which help improve data retrieval and performance metrics. #OpenSource #Chainguard #MinIO #EmeritOSS #TechSupport
Source: The New Stack
Steven J. Vaughan-Nichols

QCon chat: Is agentic AI killing continuous integration?

2026-01-27 14:00
At the recent QCon AI conference, a panel sparked discussions on whether AI could eliminate continuous integration (CI). Panelist Daniel Doubrovkine posed the question, leading to a lively debate among attendees. While many dismissed the idea, it highlighted the need for change in the software development lifecycle. Experts like Michael Webster from CircleCI emphasized that traditional practices, like PR reviews, are not set in stone and can evolve with AI advancements. The conversation...
Source: The New Stack
Joab Jackson

BellSoft bets Java expertise can beat hardened container wave

2026-01-26 23:00
🌟 BellSoft is making strides in the hardened container market with its extensive Java expertise. The company recently launched BellSoft Hardened Images at KubeCon, aiming to optimize Java workloads while enhancing security. CEO Alexander Belokrylov highlights the potential of this emerging market, especially given the high number of vulnerabilities in Java services. BellSoft's focus on reducing unnecessary components in containers sets it apart from competitors. 🛡️ #HardenedContainers #Java...
Source: The New Stack
Darryl K. Taft

AI DevOps vs. SRE agents: Compare AI incident response tools

2026-01-26 19:00
AI agents are transforming incident response in operations. Major players like AWS and Microsoft are entering the space, alongside numerous startups. These tools help ops teams manage complex microservices architectures by diagnosing issues quickly, correlating data from various sources, and even proposing fixes. They integrate with observability tools and CI/CD pipelines to streamline the process. Key distinctions exist between AI DevOps engineers and AI SRE agents, primarily in their...
Source: The New Stack
Fahmid Kabir

Async Rust: Pinning demystified

2026-01-26 19:00
Async Rust is a complex topic, and the latest article, "Pinning Demystified," dives into its intricacies. It highlights how Rust's async engine uses a unique "pull-based" model, transforming async functions into lazy state machines. A key focus is on the concept of Pin, which prevents issues with moving self-referential structs during execution. Understanding Pin is crucial for maintaining safety in async Rust, especially with references that could become invalid if moved. This article is...
Source: The New Stack
Anshul Gupta

Anthropic extends MCP with a UI framework

2026-01-26 18:00
🌐 Anthropic has enhanced its MCP protocol, enabling AI models to interact with third-party applications more effectively. This new extension allows for an app-like experience within chat interfaces, benefiting both users and developers. Notably, support is already available in platforms like Goose and Visual Studio Code, with ChatGPT to follow soon. 🤝 Early partners include Amplitude, Asana, Box, and Slack, facilitating features such as document previews and message drafting directly within...
Source: The New Stack
Frederic Lardinois

Cisco is using eBPF to rethink firewalls, vulnerability mitigation

2026-01-26 17:00
Cisco is advancing its network security by leveraging eBPF technology through its acquisition of Isovalent in 2024. Isovalent's Cilium enhances Kubernetes environments by replacing IP tables with efficient in-kernel traffic routing. Their Tetragon platform enables seamless vulnerability mitigation in Cisco's smart switches. This integration allows for faster patching and improved security without halting operations. eBPF is shaping a new approach to firewalling, moving away from traditional...
Source: The New Stack
Joab Jackson