LLM programming assistants have demonstrated considerable value, but mostly with individual developers. The internal IT organization in Thoughtworks has been using them for their teams and have developed a method and workflow called Structured Prompt-Driven Development (SPDD). Wei Zhang and Jessie Jie Xia describe a simple example of this workflow with details in github. This workflow treats the prompts as…
28 Apr
Manufacturing’s traditional design-build-test cycle rested on a single assumption: Real-world testing was the only reliable test environment.
Turning scattered knowledge into trusted intelligence: Stack Internal 2026.3
Stack OverflowNow generally available in the 2026.3 release, Ingestion transforms siloed content into structured, verified knowledge—optimized for both your teams and AI. …
A few years back, I created portable-color for adding color to shell scripts. Then I deprecated it in favor of a new library, dye, that fixed a number of things that bothered me about portable-color. dye eventually added its own built-in templating, which meant users could just print a string full of things like “{{red}}” […] The post How I…
Expedia Group Technology — Engineering A system that facilitates investigation of service degradations and outages using service telemetry data and AI Photo by Evangelos Mpikakis on Unsplash. The recent advancements in the artificial intelligence space make us re-evaluate how work is done. From programming, to designing systems, or even operating them in production. While there is considerable focus on automating…
Your LLM issues are really data issues
Stack OverflowRyan welcomes Harsha Chintalapani, co-founder and CTO at Collate and co-creator of Open Metadata, to the show to discuss why AI and LLMs struggle with real-time, structured production data. …
In February 2026, nearly 3,000 Google API keys were accidentally exposed. Data breaches are always damaging, but a data breach due to an authenticated, active API key can be catastrophic. An active API key allows actors to access uploaded files, cached data, and charge LLM-usage to your account, as noted by cybersecurity researcher Joe Leon. ...
Cypress-the-company is putting a lot of effort behind its cy.prompt command (which I recreated in cypress-think), so let's see if it is any good. I took a simple login form and tried to create a test using three different approaches: coding in VSCode using "update the test / Cypress reruns it / update the test" using cy.prompt command from text…
You have a monolith, and you are proud of it. One repo, one deployment, one database - no Kubernetes, no service mesh. You have watched teams burn months “extracting microservices” and come out slower than when they started. You stayed sensible. You kept the monolith.
OpenAI GPT models, Codex, and Managed Agents are now available on AWS, enabling enterprises to build secure AI in their AWS environments.
Learn how OpenAI protects community safety in ChatGPT through model safeguards, misuse detection, policy enforcement, and collaboration with safety experts.
27 Apr
The April 2026 release update includes the Python Environments extension... Keep on reading to learn more! The post Python Environments Extension for VS Code- April Update appeared first on Microsoft for Python Developers Blog.
Deloitte optimizes EKS environment provisioning and achieves 89% faster testing environments using Amazon EKS and vCluster
AWS ArchitectureIn this post, we explore how Deloitte used Amazon EKS and vCluster to transform their testing infrastructure.
Java remains one of the most powerful, versatile, and relevant programming languages in the world. Java 25 brings exciting new ... Read More The post How to Install Java 25 on Ubuntu 26.04 appeared first on RoseHosting.
From Clicks to Conversions: Architecting Shopping Conversion Candidate Generation at Pinterest
PinterestAuthors: Richard Huang | Machine Learning Engineer II; Yu Liu | Senior Machine Learning Engineer; Ziwei Guo | Senior Machine Learning Engineer; Andy Mao | Staff Machine Learning Engineer; Supeng Ge | Sr. Staff Machine Learning Engineer Introduction At Pinterest, conversion ads are crucial for matching users with products they are likely to purchase, boosting value for both users and…
AWS Weekly Roundup: Anthropic & Meta partnership, AWS Lambda S3 Files, Amazon Bedrock AgentCore CLI, and more (April 27, 2026)
AWSLate March took me to Seattle for the Specialist Tech Conference, one of the most energizing gatherings of AWS specialists from around the world. It was an incredible opportunity to connect with peers, exchange experiences, and go deep on the latest advancements in Generative AI and Amazon Bedrock — and a powerful reminder of something […]
A two-person studio working between Bristol and Paris, redefining web design by crafting immersive, spatial experiences that feel less like pages and more like places.
OpenAI is available at FedRAMP Moderate authorization for ChatGPT Enterprise and the OpenAI API, enabling secure AI adoption for U.S. federal agencies.
Looking at consequences of passing too few register parameters to a C function on various architectures
Raymond ChenIt's bad news no matter how you slice it, but Itanium makes it even worse. The post Looking at consequences of passing too few register parameters to a C function on various architectures appeared first on The Old New Thing.
Welcome to the “find out” stage of AI
Stack OverflowAI companies are looking a little different after going through a few renewal cycles. …
Why account-to-account payments are better than cards for agentic commerce.
Previously, I showed how you can use JSDoc and jsconfig.json as a replacement for TypeScript style type checking — without a build step, no less. At the end of that post I teased an ESLint follow-up. And here we are, I’m happy you’re here. First Things First Before jumping in, I wanted to address a […] The post More on…
Vibe marketing is an AI-accelerated, emotion-first approach to brand-building that prioritizes aesthetic identity, cultural fluency, and emotional resonance – the feeling a brand … The post Vibe marketing statistics 2026: Emotional branding, Gen Z behavior, and AI adoption appeared first on Hostinger Blog.
OpenAI and Microsoft announce an amended agreement that simplifies the partnership, adds long-term clarity, and supports continued AI innovation at scale.
We are announcing a new Crystal release 1.19.2 with two regressions fixed. See the release notes of 1.19.0 for all the changes introduced in Crystal 1.19. Pre-built packages are available on GitHub Releases and our official distribution channels. See crystal-lang.org/install for installation instructions. Stats Section titled Stats This release includes 3 changes since 1.19.1 by 2 contributors. We thank all…
Learn how Symphony, an open-source spec for Codex orchestration, turns issue trackers into always-on agent systems—boosting engineering output and reducing context switching.
How Choco used OpenAI APIs to streamline food distribution, boost productivity, and unlock growth—an in-depth customer story on real-world AI impact.
26 Apr
Growth in large organizations comes down to alignment to business outcomes, not just marketing activity. In this episode of the Executive Guidance podcast, Matt Diiorio of Prudential joins Jeff Gangemi to discuss how aligning marketing to business outcomes, building high-performing teams, and focusing on value creation drives real impact.
Our mission is to ensure that AGI benefits all of humanity. Sam Altman shares five principles that guide our work.
I’ve never really been great at side questing in video games. In most games I play, I tend to lock in on the main storyline. The objective is clear, the path is defined, and progress feels measurable. Side quests exist but they get pushed off with the assumption that I’ll come back to them later. […] The post Software Development…
Most people say the City watches us all the time: on the streets, at work, in the shower, while we sleep. Most...
I've been doing a lot of technical spring cleaning this year. My dotfiles have been getting a lot of love, and I've been breaking up with quite a few services. As part of this little journey, I've decided that I want less apps on my phone. I started by going through the App Library list to identify anything I had…
25 Apr
Ben Nadel feels shame about sitting with discomfort in the age of Artificial Intelligence....
Over the past 14 months on my current project with an AI startup, I’ve typed out an average novel length’s worth of meeting notes. Here’s a quick summary: Metric Value Total files (1 file per meeting) 132 Total words 77,967 Total characters 429,329 Average words per file ~590 Average characters per file ~3,252 It might […] The post Why I…
Forget the bullshit tips and tricks, just talk to it.
24 Apr
Single AI queries are dead ends for large-scale code changes. Here's how to build multi-step AI pipelines where each model specializes — and hands off cleanly to the next. The Model Handshake: How to Chain AI Agents for Complex Refactors on SitePoint.
Ben Nadel adds isSame() and isDifferent() to his global extensions for ColdFusion. These are semantic wrappers for the compare() function....
Orchestrating Media Workflows Through Strategic Collaboration Authors: Eric Reinecke , Bhanu Srikanth Introduction to Content Hub’s Media Production Suite At Netflix, we want to provide filmmakers with the tools they need to produce content at a global scale, with quick turnaround and choice from an extraordinary variety of cameras, formats, workflows, and collaborators. Every series or film arrives with its…
When people talk about building AI agents, they usually focus on models, tools, and prompts. In practice, one of the most important architectural decisions is much simpler: where does the conversation history live? Imagine a user asks your agent a complex question, clicks “try again,” explores two different answers in parallel, and then comes back […] The post Chat History…
If the Linux desktop and applications on your thin and light laptop or low-end PC feel sluggish under a busy session, the usual suspects are slow storage R/W, not enough RAM, or occasionally a CPU bottleneck. But on machines with integrated graphics, there is a fourth bottleneck most people never check: VRAM. Continue reading...
What's new in Tailscale clients this month, including Aperture features, Kubernetes improvements, and API-only tailnet access.
Comprehensive guide covering AI Agent Testing Automation: Developer Workflows for 2026 with practical implementation details. AI Agent Testing Automation: Developer Workflows for 2026 on SitePoint.
Comprehensive guide covering Claude Code vs Cursor vs Copilot: The 2026 Developer Comparison with practical implementation details. Claude Code vs Cursor vs Copilot: The 2026 Developer Comparison on SitePoint.
Comprehensive guide covering MCP Model Context Protocol: Complete Developer Integration Guide with practical implementation details. MCP Model Context Protocol: Complete Developer Integration Guide on SitePoint.
Comprehensive guide covering Next.js AI Streaming: Building Real-Time Apps with Vercel AI SDK with practical implementation details. Next.js AI Streaming: Building Real-Time Apps with Vercel AI SDK on SitePoint.
But maybe it's not worth it. The post Defending against exceptions in a <CODE>scope_exit</CODE> RAII type appeared first on The Old New Thing.
I don’t know about most developers, but there is a very specific kind of sinking feeling you get when you join a project, clone a repo, and realize you’ve just inherited a total disaster. I’m talking about the kind of codebase where you don’t even know left from right: unhelpful generic variable names, no documentation, […] The post Help! I…
The Real Python Podcast – Episode #292: Becoming a Better Python Developer Through Learning Rust
Real PythonHow can learning Rust help make you a better Python Developer? How do techniques required by a compiled language translate to improving your Python code? Christopher Trudeau is back on the show this week with another batch of PyCoder's Weekly articles and projects. [ Improve Your Python With 🐍 Python Tricks 💌 – Get a short & sweet Python Trick…
A behind-the-scenes look at blending NPR shading, sound, and interaction to shape a meditative WebGL scene.
Lights, camera, open source!
Stack OverflowRyan is joined on the show by Cult.Repo producers Emma Tracey and Josiah McGarvie to discuss making documentaries about open-source software and the people behind the major technologies that uphold the internet. …
Build a lasting Salesforce foundation with a proven data migration framework, practical tooling guidance, and best practices to ensure clean data, efficient deployment, and long-term success.
Too many experiment metrics can make meaningful changes harder to detect. Learn how Discord used simulations and Principal Component Analysis to maximize signal and reduce noise.
23 Apr
OpenAI’s New GPT-5.5 Powers Codex on NVIDIA Infrastructure — and NVIDIA Is Already Putting It to Work
NvidiaAI agents have revolutionized developer workflows, and their next frontier is knowledge work: processing information, solving complex problems, coming up with new ideas and driving innovation. Codex, OpenAI’s agentic coding application, is enabling this new frontier. It’s now powered by GPT-5.5, OpenAI’s latest frontier model, which runs on NVIDIA GB200 NVL72 rack-scale systems. Over 10,000 […]
Ubuntu 26.04 (Resolute Raccoon) ships today with .NET 10. Here's how to install .NET 10 from the archive, use the new -resolute container tags, build Native AOT apps, and install .NET 8 and 9 from the dotnet-backports PPA. The post What’s new for .NET in Ubuntu 26.04 appeared first on .NET Blog.
Details from 15 tech companies on the rapid growth of token spend, and their responses to it. Also: AI vendors can’t keep up with demand, plummeting morale at Meta, and more.
Catching the KICS push: what happened, and the case for open, fast collaboration In the past few weeks we've worked through two supply chain compromises on Docker Hub with a similar shape: first Trivy, now Checkmarx KICS. In both cases, stolen publisher credentials were used to push malicious images through legitimate publishing flows. In both...
A look at designing and building the 4WIDE website, exploring how distortion, blur, and motion were used to create an expressive experience while balancing clarity and performance.
Inadvertently destroying a staircase while standing on it. The post Another crash caused by uninstaller code injection into Explorer appeared first on The Old New Thing.
Black box AI drift: AI tools are making design decisions nobody asked for
Stack OverflowPrompts go in, output comes out, and the decisions made in between are hidden from view. …
Modernizing KYC with AWS serverless solutions and agentic AI for financial services
AWS ArchitectureThis post extends IBM's approach to real-time KYC validation using generative AI, as previously discussed in the post IBM Digital KYC on AWS uses Generative AI to transform Client Onboarding and KYC Operations. It transforms compliance operations through autonomous decision-making and intelligent automation using agentic AI, event-driven architecture, and AWS serverless services. The solution addresses the fundamental limitations of traditional…
GeForce NOW is doubling down on what matters most: gamers. This week’s upgrades bring smarter libraries, making it easier than ever for gamers to turn a PC collection into a cloud-powered flex. It starts with giving existing libraries time to shine. Gamers can bring the games they love to the cloud, stream them with high […]
This Spring Astronomy Day, here’s a look at how AI and GPUs are helping astronomers work through unprecedented volumes of cosmic data.
Now available on all plans, Aperture offers better controls and visibility—just in time for the end of subsidized AI.
In previous posts, I examined claims about “building a product in one day” and discussed my attempt to take a game from wireframe to working prototype. Here’s what happened next. By the time the game was fully built, tested, and stable, there was one step left that felt harder than anything technical: actually launching it. […] The post Using AI…
Watch our short 30 minute webinar to find out how cVRP could be the strategic unlock for your business
Introducing GPT-5.5, our smartest model yet—faster, more capable, and built for complex tasks like coding, research, and data analysis across tools.
Learn how to get started with Codex by setting up projects, creating threads, and completing your first tasks with step-by-step guidance.
Learn how to automate tasks in Codex using schedules and triggers to create reports, summaries, and recurring workflows without manual effort.
Learn how to configure Codex settings, including personalization, detail level, and permissions, to run tasks smoothly and customize your workflow.
Learn how to use Codex plugins and skills to connect tools, access data, and follow repeatable workflows to automate tasks and improve results.
Explore 10 practical ChatGPT Codex use cases to automate tasks, create deliverables, and turn real inputs into outputs across tools, files, and workflows.
Learn how Codex helps you go beyond chat by automating tasks, connecting tools, and producing real outputs like docs and dashboards.
Learn how to set up your Codex workspace, create threads and projects, manage files, and start completing tasks with step-by-step guidance.
Since the advent of the internet, software developers have used online assistants, like search engines, to improve their time to market. In the AI era, you can think of AI agents as a new type of user agent that goes beyond the capabilities of search engines to perform concrete tasks and provide further efficiency improvements. ...
Finally, it has happened. Cypress v15.14 supports TypeScript v6. This is a big deal - TypeScript v6 is the last step before TypeScript v7 which is implemented in Go and is much faster. By the way, you can try TypeScript v7 beta today. So what do you need to switch your projects to use TS v6 with Cypress? It is…
Learn how to build interactive live streaming experiences by combining Red5's ultra-low latency video delivery with PubNub's real-time messaging infrastructure.
When I was working on the WASM backend for my Scheme compiler, I ran into several tricky situations with debugging generated WASM code. It turned out that Chrome has a very capable WASM debugger in its DevTools, so in this brief post I want to share how it can be used. The setup and harness I'll be using an example…
Explore the GPT-5.5 Bio Bug Bounty: a red-teaming challenge to find universal jailbreaks for bio safety risks, with rewards up to $25,000.
22 Apr
Background Coding Agents: Supercharging Downstream Consumer Dataset Migrations (Honk, Part 4)
SpotifyHow we used Honk, Backstage, and Fleet Management to ease the pain of migrating thousands of datasets. The post Background Coding Agents: Supercharging Downstream Consumer Dataset Migrations (Honk, Part 4) appeared first on Spotify Engineering.
Vaultwarden is a lightweight, self-hosted implementation of the Bitwarden server written in Rust. Vaultwarden is designed as a simpler, more ... Read More The post How to Install Vaultwarden on Ubuntu 26.04 appeared first on RoseHosting.
Martin Kleppmann on scaling, his updated Designing Data-Intensive Applications, and what’s next for AI-era systems.
Frontend Engineering at Palantir: Building Multilingual Collaboration About this Series Frontend engineering at Palantir goes far beyond building standard web apps. Our engineers design interfaces for mission-critical decision-making, build operational applications that translate insight to action, and create systems that handle massive datasets — thinking not just about what the user needs, but what they need when the network is…
PACIFIC enables multi-tenant, sovereign product carbon footprint exchange on the Catena-X data space using AWS
AWS ArchitectureThis post explores how PACIFIC enables multi-tenant, sovereign PCF exchange on the Catena-X data space using Amazon Elastic Container Service (Amazon ECS) on AWS Fargate, Amazon Cognito, and AWS Identity and Access Management (IAM) to deliver measurable environmental impact and competitive advantage in a carbon-conscious marketplace.
Ben Nadel learns about MySQL's FOR SHARE / FOR UPDATE mechanics; and retrofits Big Sexy Poems to include locking reads in his ColdFusion code....
A playful GSAP menu demo exploring how easeReverse makes reversed UI animations feel smoother, snappier, and more intentional.
OpenAI makes ChatGPT for Clinicians free for verified U.S. physicians, nurse practitioners, and pharmacists, supporting clinical care, documentation, and research.
So-called "fractal page mapping". The post Mapping the page tables into memory via the page tables appeared first on The Old New Thing.
Hardware-matched tutorial covering model selection, quantization levels, and performance optimization for 10GB VRAM systems 10GB VRAM Local LLM: The Complete Setup Guide (2026) on SitePoint.
Mac-specific deployment guide covering Ollama MLX setup, model quantization by Mac tier, and performance optimization Llama 4 Scout on MLX: The Complete Apple Silicon Guide (2026) on SitePoint.
Architecture guide covering routing logic, gateway setup, cost-benefit analysis, and production deployment patterns for hybrid LLM systems Hybrid Cloud-Local LLM: The Complete Architecture Guide (2026) on SitePoint.
Deep-dive tutorial covering xhigh effort configuration, auto-verification workflows, cost optimization, and production patterns Claude Code 2.1: The Complete xHigh and Auto-Verification Guide (2026) on SitePoint.
Across climate, conservation, disaster monitoring and recycling, NVIDIA AI is enabling applications protecting the planet.
A practical guide to Linux signals: how to use kill, pkill, and trap correctly to manage processes, reload configs, and write scripts that clean up gracefully instead of dying mid-operation. Continue reading...
Using AI to Launch a Product: From Wireframes to a Working Prototype (Without Writing Production Code)
Atomic ObjectIn a previous post, I wrote about the idea of “launching a product in one day.” Today, let’s talk about how I took the initial idea and turned it into a working prototype. In the first phase of building my puzzle game, I wasn’t thinking about deployment or databases. I was thinking about mechanics, and […] The post Using AI…
NVIDIA and Google Cloud have collaborated for more than a decade, co‑engineering a full‑stack AI platform that spans every technology layer — from performance‑optimized libraries and frameworks to enterprise‑grade cloud services. This foundation enables developers, startups and enterprises to push agentic and physical AI out of the lab and into production — from agents that […]
Learn how to build, use, and scale workspace agents in ChatGPT to automate repeatable workflows, connect tools, and streamline team operations.
A deep dive into the Codex agent loop, showing how WebSockets and connection-scoped caching reduced API overhead and improved model latency.
Workspace agents in ChatGPT are Codex-powered agents that automate complex workflows, run in the cloud, and help teams scale work across tools securely.