Articles from Source: The-New-Stack

The Next Era of AI: From Single User to Team Collaboration

2026-01-05 18:00
🚀 The landscape of AI is shifting from single-user interactions to collaborative team environments. Current AI systems require users to provide detailed context for every prompt, but this is changing. Enter multiplayer AI, where agents actively engage in team discussions, maintaining context and streamlining workflows. 🛠️ These agents enhance collaboration by understanding project states, identifying risks, and automating routine tasks—all within existing communication channels. This...
Source: The New Stack
Kurtis Kemple

Why Your Dashboards Are Obsolete in the Age of AI

2026-01-05 17:00
🚀 The future of operations is here! Amazon's distribution centers showcase robots working seamlessly alongside humans. Major brands like McDonald’s are investing heavily in AI, with projections for AI investment to exceed $2 trillion this year. However, many companies still rely on outdated dashboard systems to manage these advanced technologies. This approach creates a significant gap in efficiency. As we shift to machine-driven enterprises, real-time data exchange between machines becomes...
Source: The New Stack
Chris Willis

Why So Many AI Pilots Fail and How To Beat the Odds

2026-01-05 16:00
A recent report claims that nearly all AI pilots fail, sparking discussions on the reasons behind this trend. Success often hinges on the initial setup, focusing on identifying operational challenges early on. An ideal environment would include a diverse team and continuous monitoring to ensure smooth development. However, real-world challenges arise when transitioning from testing to production. AI's probabilistic nature can lead to unpredictable outcomes, especially when incorporating...
Source: The New Stack
Julie Banfield

Tech Hiring in 2026: The Rise of the Specialist

2026-01-05 15:00
As we head into 2026, the tech hiring landscape is shifting towards specialists, particularly in AI. The "Great Hesitation" is influencing hiring trends, with employers cautious after rapid over-hiring in previous years. While job openings for junior developers are dwindling, demand for AI expertise is surging. Experts suggest that the need for AI skills will shape the job market significantly. 📈💼🤖 #TechHiring #AIJobs #JobMarket2026 #Specialists #CareerTrends
Source: The New Stack
Heather Joslyn

Kepler: OpenAI’s Internal Agent Platform for Synthesizing Data

2026-01-05 14:00
OpenAI has developed Kepler, an internal agent platform aimed at simplifying data access for its employees. With over 70,000 datasets and 600PBs of data generated daily, answering even simple questions can be complex. Kepler streamlines this process, initially designed for data scientists, but now used across various departments including finance and HR. It helps employees quickly retrieve data without navigating multiple sources or writing complex SQL queries. Kepler can be accessed through...
Source: The New Stack
Joab Jackson

Why APIs Are the Missing Link for Truly Autonomous AI Agents

2026-01-04 18:00
Recent advancements in AI have captured the attention of executives seeking automation efficiencies. However, significant challenges remain before realizing the potential trillion-dollar gains. 🤖💼 Current AI models like chatbots show promise, but true autonomy requires reliable communication methods. This mirrors the rise of APIs in Web 2.0, where standards like JSON and REST transformed application development. 🌐 To achieve expected efficiency gains, new protocols like Model Context Protocol...
Source: The New Stack
Arash Nourian

OpenMediaVault, a Linux-Based Solution for Building a NAS

2026-01-04 15:00
Looking for a cost-effective way to set up Network Attached Storage (NAS)? OpenMediaVault (OMV) might be the solution for you. 🖥️ This Linux-based platform streamlines the process of turning your server into a NAS. With features like a web-based GUI, RAID support, and multiple protocol compatibility, OMV is user-friendly despite a slight learning curve. 🚀 Installation is quick, taking less than 5 minutes, and it supports a variety of plugins for extended functionality. #OpenMediaVault #NAS...
Source: The New Stack
Jack Wallen

Linus Torvalds Gets Candid About Windows, Workflows, and AI

2026-01-04 14:00
Linus Torvalds recently appeared on Linus Tech Tips, engaging in a casual discussion about Linux and technology. 🎥 He shared insights into building a perfect Linux PC and emphasized the importance of reliable hardware, noting that many issues attributed to Windows may stem from hardware instability. 💻 Torvalds also reflected on his workflow, stating that after 20 years, Linux operates with an almost flawless process, contributing to a stress-free work environment. Catch the full interview for...
Source: The New Stack
David Cassel

Is Agentic Metadata the Next Infrastructure Layer?

2026-01-03 20:00
AI agent development is on the rise, with 90% of enterprises adopting these technologies. By 2028, it’s predicted that one-third of enterprise software will feature agentic AI. AI agents create detailed metadata during tasks, which provides insights into their decision-making processes. This information supports retraining, compliance, and enhances user trust in AI systems. Challenges remain in effectively collecting and utilizing this metadata, as current practices are often fragmented. #AI...
Source: The New Stack
Bill Doerrfeld

Why AI Workloads Are Fueling a Move Back to Postgres

2026-01-03 18:00
The database landscape is shifting as AI workloads challenge existing systems. 🚀 Many teams are moving back to Postgres, which is becoming the database of choice for modern applications. This trend highlights the need for performance, cost control, and data locality, prompting a reevaluation of fully managed databases. AI's unique demands expose limitations in the managed model, leading engineers to seek alternatives like Postgres. #Postgres #AI #Database #TechTrends #DataManagement
Source: The New Stack
Rob Pankow

Advice for People (Still) Entering the Tech Industry in 2026

2026-01-02 18:00
🚀 Entering the tech industry in 2026? Here’s some advice from experienced leaders. Despite challenges like layoffs, hiring is still growing. Over 5 million computer science grads are joining the market, highlighting the need for adaptability. Key advice? Stay open to continuous learning. Embrace curiosity and focus on honing human skills. Understand challenges, communicate effectively, and make decisions. These skills will be invaluable as AI evolves. Good luck to all newcomers! 🌟...
Source: The New Stack
Jennifer Riggins

In 2026, AI Is Merging With Platform Engineering. Are You Ready?

2026-01-02 16:00
In 2025, AI proved to enhance human-led software development, merging with platform engineering. This combination is pivotal for effective deployment and productivity. Organizations that adopt AI through a structured platform strategy will lead in the coming year. Many companies are at the "operational" maturity stage, standardizing tools and processes. As AI adoption rises, the demand for robust internal platforms is clear. Tools like Backstage are becoming essential for creating efficient...
Source: The New Stack
Jennifer Riggins

How To Build a Developer Career When the First Rung Is Gone

2026-01-01 18:00
As AI tools reshape the developer landscape, many entry-level tasks are now automated, leaving newcomers with fewer opportunities to learn. AI can now handle tasks like HTML/CSS layouts, basic documentation, and simple infrastructure configurations, which traditionally helped juniors gain experience. This shift raises concerns about how aspiring developers can acquire essential skills when they are bypassed by technology. For those learning to code, it's crucial to avoid over-relying on AI....
Source: The New Stack
Roman Eloshvili

MocaccinoOS Is a More User-Friendly Version of Gentoo Linux

2026-01-01 15:00
MocaccinoOS offers a more user-friendly experience for those interested in Gentoo Linux. 🌐 With a focus on minimalism and ease of use, it features a GUI installer and package manager, making installation straightforward. MocaccinoOS comes in two versions: Mocaccino Micro and Mocaccino Desktop, supporting various environments like GNOME and KDE. This distribution emphasizes reliability and stability, appealing to users who value a seamless experience. ⚙️ #MocaccinoOS #Gentoo #Linux #OpenSource...
Source: The New Stack
Jack Wallen

Technology We Saved and Tech We Lost in 2025

2026-01-01 14:00
In 2025, notable efforts to preserve technology history were highlighted, showcasing how the tech community values its heritage. A significant discovery was made by Professor Rob Ricci at the University of Utah. He found a 1974 Unix tape in a storage room, believed to be one of the last copies of Unix v4. This tape was carefully transported to the Computer History Museum for preservation. 📼 The contents of the tape included early programming artifacts, such as the oldest known version of a...
Source: The New Stack
David Cassel

Can OpenTelemetry Save Observability in 2026?

2026-01-01 13:08
Observability faces challenges as infrastructure complexity and costs rise. Many organizations are moving to private cloud solutions, leading to more management difficulties. In 2025, users reported high costs, with some facing surprise bills exceeding $130,000 monthly. Analysts indicate that observability can address these issues if the economic model shifts from telemetry volume to insight-based pricing. The article suggests a move away from centralized data lakes to a model that focuses on...
Source: The New Stack
B. Cameron Gain

Is Neovim Your Next Favorite Development Tool?

2025-12-31 21:00
Discover the power of Neovim, an extensible fork of Vim designed for a better development experience. With improved usability, built-in Language Server Protocol (LSP), and a sleek plugin API, Neovim streamlines coding from the command line. It supports many existing Vim plugins while offering features like a scriptable terminal emulator and better default settings. Installing Neovim is straightforward on Linux, macOS, and Windows, with a focus on creating a personalized config file to enhance...
Source: The New Stack
Jack Wallen

SAFE-MCP, a Community-Built Framework for AI Agent Security

2025-12-31 18:00
🚀 In the realm of cybersecurity, collaboration is essential. The SAFE-MCP framework has emerged to enhance AI agent security, providing a common security baseline for diverse AI ecosystems. 🛡️ Recently adopted under the Linux Foundation and OpenID Foundation, SAFE-MCP transitions from draft to a community-governed project. This is crucial as regulators demand stronger safeguards for AI systems. 🔗 Model Context Protocol (MCP) acts as the connective tissue for AI, ensuring smooth communication...
Source: The New Stack
Arjun Subedi

How AI Will Help Tomorrow’s IT Operations

2025-12-31 16:00
The AI community is making strides in IT operations as of 2025, focusing on operational AI frameworks. Human oversight remains essential for pushing code changes, despite AI's potential. Kevin Reeuwijk from Spectro Cloud emphasizes the importance of AI insights while noting the risks of unsupervised actions. A unified AI and automation layer is crucial for incident management, as highlighted by PagerDuty's Cristina Dias. Additionally, the emergence of ModelOps aims to integrate data and AI...
Source: The New Stack
Joab Jackson

Getting DNS Right: Principles for Effective Monitoring

2025-12-31 14:00
🔍 Effective DNS monitoring is essential for maintaining reliable online services. This article outlines four key principles: 1. Test from various networks to avoid blind spots. 2. Validate both accuracy and speed of responses. 3. Measure continuously to catch transient issues. 4. Compare changes with real-world patterns. The focus is on specific tests like DNS mapping, record validation, and performance measurements to ensure integrity and efficiency. #DNSMonitoring #TechInsights...
Source: The New Stack
Denton Chikura

Run Real Python in Browsers With Pyodide and WebAssembly

2025-12-30 23:30
Discover how Pyodide enables running full Python in the browser using WebAssembly! 🌐 Unlike other tools, Pyodide supports C-extension libraries like Pandas and NumPy client-side, allowing for complex data analysis without server dependencies. With zero installation required, you can pull Pyodide via CDN and run Python code directly. This opens doors for privacy-first applications and offline capabilities. Learn more about building applications with Pyodide in the full article! 📊🔍 #Python...
Source: The New Stack
Jessica Wachtel

From Group Science Project to Enterprise Service: Rethinking OpenTelemetry

2025-12-30 20:30
Ari Zilka highlights the abundance of observability vendors at KubeCon + CloudNativeCon 2025, indicating a trend of similar offerings across the board. He emphasizes the need to shift from reactive dashboards to proactive operations, noting the high costs of OpenTelemetry adoption for organizations. Zilka's solution, MyDecisive.ai, aims to automate decision-making using telemetry, reducing the mean time to resolution (MTTR) for system errors. #Observability #OpenTelemetry #KubeCon #AI...
Source: The New Stack
Michelle Gienow

Stop Drowning in Alerts: Why Signals Are Your Team’s Lifeline

2025-12-30 18:00
Engineering teams are facing a challenge: they are overwhelmed by alerts but lack meaningful insights. 🚨 Despite investing in dashboards and observability tools, the shift from an alert-driven model to a signal-driven approach is becoming essential. Signals provide context and clarity, helping teams focus on what truly matters. 🔍 By understanding signals, teams can reduce noise and improve operational awareness. This transition allows for better decision-making and enhances service health....
Source: The New Stack
Ari Stowe

Why Developers Are Ditching Frameworks for Vanilla JavaScript

2025-12-30 16:00
Developers are moving away from complex frameworks and returning to Vanilla JavaScript, a trend driven by "framework fatigue." This shift is fueled by the evolution of native browser APIs, which now offer the functionality once provided by frameworks. Developers can create efficient, dynamic interfaces without heavy dependencies. As performance becomes the priority, many find that simpler solutions lead to faster, more responsive web applications. #JavaScript #WebDevelopment #FrameworkFatigue...
Source: The New Stack
Alexander T. Williams

2025’s Radical Frontend AI Shift

2025-12-30 15:00
In 2025, AI transformed web development significantly. The focus shifted from basic code production to creating systems-aware components. Developers integrated AI directly into frontend architecture, moving beyond generic chatbots. Notably, WebCrumbs introduced a generative AI model for seamless code and design generation, although it has since shut down. The gap between design and code narrowed, allowing real-time visual adjustments that sync with the underlying code. This marks a new era in...
Source: The New Stack
Loraine Lawson

A Step-by-Step Guide To Deploying ADK Agents on Cloud Run

2025-12-30 14:00
🚀 Check out our latest guide on deploying AI agents using Google’s Agent Development Kit (ADK) on Cloud Run! In this tutorial, we explore three methods for building agents: Python, YAML, and the Visual Builder. Local development is great, but production deployment is key for scalability. Cloud Run simplifies deployment with its serverless platform. The adk deploy cloud_run command automates the process, creating and pushing a Docker image to Google Artifact Registry, and provisioning a...
Source: The New Stack
Janakiram MSV

Your AI Workflow Is Missing a Composable Architecture

2025-12-29 19:04
Is your AI workflow lacking structure? 🤔 The article highlights the importance of composable architecture in AI coding. Instead of generating code in isolation, breaking requests into smaller parts can enhance clarity and control. However, without a cohesive framework, these components struggle to connect. Composable architecture allows for versioning and reusability, ensuring that code persists beyond a single session. This approach addresses common issues like lack of persistence, version...
Source: The New Stack
Temitope Oyedele

Generative AI Apps Need an Ecosystem, Not Just a Prompt

2025-12-29 18:00
Generative AI applications require more than just well-crafted prompts. Engineers often specialize in areas like backend or machine learning due to the vastness of technology. However, a strong foundation of engineering principles is necessary to build effective software ecosystems. Simply relying on "vibe coding" can lead to failures. Real applications need robust systems for monitoring, error handling, and continuous optimization to function correctly in production. Building AI apps demands...
Source: The New Stack
Shanea Leven

Why Decoupling Control and Data Planes Is the Future of SaaS

2025-12-29 16:00
The future of SaaS is shifting towards decoupling control and data planes. 🚀 Traditionally, these planes were fused, limiting flexibility for customers. Now, decoupling allows vendors to manage the control plane while customers decide where their data plane runs. This shift enables models like Bring Your Own Cloud (BYOC), enhancing data sovereignty and performance. With decoupling, sensitive data stays within the customer's environment, addressing privacy concerns and reducing latency in data...
Source: The New Stack
Hugo Guerrero

Self-Driving DevOps? How Stakpak Tackles Infrastructure Complexity

2025-12-29 14:00
🚀 Managing DevOps infrastructure is becoming increasingly complex, according to George Fahmy, CEO of Stakpak. Despite advancements in AI, developers still struggle with tasks beyond coding. Fahmy emphasizes the need for a "self-driving" infrastructure to allow developers to focus on product creation. The current DevOps landscape is cluttered with responsibilities that many find tedious. There's also a significant skills gap in the market, with many organizations struggling to find qualified...
Source: The New Stack
Meredith Shubel

Goodbye Plugins: MCP Is Becoming the Universal Interface for AI

2025-12-28 18:00
🚀 The Model Context Protocol (MCP) is transforming AI integration by replacing the need for multiple plugins with a unified interface. This shift addresses common challenges in AI deployments, such as complex authentication and maintenance burdens. With MCP, developers can create a single server that works seamlessly across various AI models, reducing overhead and enhancing compatibility. MCP supports richer context, allowing AI systems to make informed decisions while promoting autonomy. #AI...
Source: The New Stack
Sowjanya Pandruju

Martin Fowler on Preparing for AI’s Nondeterministic Computing

2025-12-28 16:00
🚀 Martin Fowler, chief scientist at Thoughtworks, highlights AI as a major shift in programming. In a recent podcast interview, he emphasized that we are still learning how to integrate AI into our work. He compares this shift to moving from assembly language to higher-level languages like Fortran, noting that AI introduces nondeterministic computing, which differs from traditional deterministic methods. Fowler also shared that AI is effectively used in generating prototypes and understanding...
Source: The New Stack
Joab Jackson

CrunchBang Linux Lives on With GreenBang

2025-12-28 15:00
CrunchBang Linux, a popular Debian-based distribution, has evolved into a new version called GreenBang. Originally known as ArchBang, it was renamed due to legal concerns with trademark laws. GreenBang replaces the Openbox window manager with Labwc, offering a customizable and lightweight experience for users. Labwc supports Wayland, enhancing its versatility compared to Openbox. For those interested in minimalistic Linux solutions, GreenBang presents a unique option. #GreenBang #Linux...
Source: The New Stack
Jack Wallen

Year in Review: AI’s Cultural Surprises – and Spectacular Failures

2025-12-28 14:00
In 2025, AI became a dominant force, leaving a mix of surprises and challenges in its wake. The Free Software Foundation marked its 40th anniversary while tackling issues with aggressive AI web crawlers. A staggering 416 billion AI bot requests were blocked by Cloudflare in just six months. Notably, AI generated over 200,000 podcast episodes, showing its vast capabilities. However, this raised concerns about originality, as students submitted AI-generated homework. Despite these challenges,...
Source: The New Stack
David Cassel

The 3 a.m. Call That Changed The Way I Design APIs

2025-12-27 18:00
At 3:17 a.m., a critical alert changed the author's approach to API design. A database failure caused a complete service outage, leading to significant costs and lost trust. This incident inspired "The 3 a.m. Test": will the on-call engineer swiftly diagnose and fix issues? It emphasizes avoiding complex designs that hinder quick recovery. The author rebuilt the API infrastructure, focusing on principles like designing for partial failure. This approach ensures degraded responses instead of...
Source: The New Stack
Sreenivasa Reddy Hulebeedu Reddy

5 Key Trends Shaping Agentic Development in 2026

2025-12-27 15:00
🚀 As we look ahead to 2026, key trends in agentic development are emerging. 1️⃣ **Model Context Protocol (MCP) Management**: Effective management of MCP servers will be crucial as developers integrate these tools into workflows. 2️⃣ **Parallel Task Execution**: Apps like Conductor and Verdent AI are paving the way for executing multiple tasks simultaneously, improving efficiency for senior engineers. 3️⃣ **Role Clarity**: Understanding the distinction between Agentic CLI and desktop...
Source: The New Stack
David Eastman

Trends That Defined JavaScript in 2025

2025-12-27 14:00
In 2025, the JavaScript ecosystem experienced significant changes focused on performance optimization and a shift towards a “web standards first” approach. Developers began questioning the dominance of React, advocating for simpler solutions as modern browsers evolved. New frameworks emerged, such as Hono for edge computing and Mastro for multipage applications, emphasizing lighter client-side loads. Additionally, React transitioned to an independent foundation under the Linux Foundation to...
Source: The New Stack
Loraine Lawson

How To Accelerate Growth With AI-Powered Smart APIs

2025-12-26 19:00
Enterprise IT teams face challenges in a rapidly changing landscape of distributed applications and hybrid clouds. While creating applications is easier than ever, ensuring their utility at scale is complex. A modern integration strategy, focused on hybrid cloud and AI, is essential to break down data silos and enhance connectivity. Smart APIs, powered by AI and automation, are vital for seamless integration, allowing applications to communicate effectively. This integration is key for...
Source: The New Stack
Raghuram Tadipatri

Four Data Infrastructure Shifts Defining AI Success in 2026

2025-12-26 18:00
Shifts in data infrastructure are set to define AI success by 2026. Key points from recent industry discussions highlight that quality and accessibility of data are crucial for AI value, not just model size. 1️⃣ AI will transition from trials to scalable production. 2️⃣ Cloud strategies will focus on workload needs rather than preferences. 3️⃣ Cyber resilience will prioritize real-time detection and data integrity. These trends emphasize the importance of a solid data foundation for reliable...
Source: The New Stack
Riccardo DiBlasio

Monitor Your Servers With Free Uptime Kuma Container

2025-12-26 16:03
🚀 Monitor your servers effortlessly with Uptime Kuma! This free Docker container allows you to track the status of multiple servers and services, including HTTP(S), MySQL, and Docker containers. You’ll need a host that supports Docker and some basic setup steps, which are straightforward. For a detailed guide on installation and monitoring, check the article! #UptimeKuma #Docker #ServerMonitoring #TechTools #SysAdmin
Source: The New Stack
Jack Wallen