~/devreads

15 Dec 2025

1 min read

The best-known art forgers are driven by ego; the best, period, aren't known. She was possibly — who could...

2 min read

Many projects close issues after a triage if the feature/bug is not planned. For example, the terraform-provider-aws uses a bot that detects stale issues (for example, I'm following this one and I'm getting periodic emails about it). If nobody comments for a period of time the issue gets closed. I get why it's good for the project's perspective: if you…

14 Dec 2025

13 Dec 2025

1 min read

Partitions sit right in the middle of how Kafka works. They define ordering, parallelism, and how far it can scale. But what actually happens when you need more of them? How does Kafka grow that number, what happens to the data you already have, and which guarantees stay intact after the change?

12 Dec 2025

Oliver Carson 1 min read

Explore PubNub's 2025 global conference journey, from gaming, healthcare, retail, and sports media events where we showcased real-time innovation and won major awards.

Jin Kim 7 min read

At the recent AWS re:Invent, Docker focused on a very real developer problem: how to run AI agents locally without giving them access to your machine, credentials, or filesystem. With AWS introducing Kiro, Docker demonstrated how Docker Sandboxes and MCP Toolkit allow developers to run agents inside isolated containers, keeping host environments and secrets out...

communitycompanyproductsawsdocker mcp catalog

Scott Martin 2 min read

In Las Vegas’s T-Mobile Arena, fans of the Golden Knights are getting more than just hockey — they’re getting a taste of the future. ADAM, a robot developed with NVIDIA Isaac libraries, is pouring drinks and turning heads in one of the NHL’s most exciting venues. ADAM, short for Automated Dual Arm Mixologist, was developed […]

corporateroboticsnvidia isaac simnvidia jetsonomniverse

Jin Kim 5 min read

Insider threats have always been difficult to manage because they blur the line between trusted access and risky behavior. With generative AI, these risks aren't tied to malicious insiders misusing credentials or bypassing controls; they come from well-intentioned employees simply trying to get work done faster. Whether it's developers refactoring code, analysts summarizing long reports,...

engineeringproducts

Amit Merchant 3 min read

You know how sometimes you want to ensure that a value stays within a specific range? Maybe you’re working with user input, configuration values, or any scenario where you need to enforce boundaries. In scenarios like these, having a built-in function to clamp values can be incredibly useful. Well, good news! PHP 8.6 will be introducing a new function called…

11 Dec 2025

Ashraf Eassa 3 min read

Unveiling what it describes as the most capable model series yet for professional knowledge work, OpenAI launched GPT-5.2 in December. The model was trained and deployed on NVIDIA infrastructure, including NVIDIA Hopper and GB200 NVL72 systems. GPT-5.3 Codex — the first OpenAI agentic coding model to help build itself — was released in February and […]

cloudcorporatedeep learningai training

Yiwen Xu 3 min read

Great news for Windows developers working with AI models: Docker Model Runner now supports vLLM on Docker Desktop for Windows with WSL2 and NVIDIA GPUs! Until now, vLLM support in Docker Model Runner was limited to Docker Engine on Linux. With this update, Windows developers can take advantage of vLLM's high-throughput inference capabilities directly through...

productsai mldocker desktopdocker model runner

Vivek Viswanathan 3 min read

Modern Continuous Integration/Continuous Deployment (CI/CD) pipelines demand machine-to-machine authorization, but traditional web-based flow requires manual steps and often rely on static credentials; a major security risk. Heroku AppLink now uses JWT Authorization to solve both: enabling automated setup and eliminating long-lived secrets. In today’s evolving threat landscape, security attacks increasingly exploit systems that rely on […] The post Heroku AppLink:…

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GeForce NOW Community 4 min read

Hunters, saddle up — adventure awaits in the cloud. Journey into the world of Monster Hunter Stories as Capcom’s acclaimed role-playing classics join GeForce NOW. Monster Hunter Stories and Monster Hunter Stories 2: Wings of Ruin are soaring into the cloud this week, bringing colorful worlds, charming companions and turn-based monster battles across devices. They […]

gamingcloud gaminggeforce now

Jennifer Kohl 6 min read

The landscape of AI development is rapidly evolving, and one of the most exciting developments in 2025 from Docker is the release of Docker cagent. cagent is Docker's open-source multi-agent runtime that orchestrates AI agents through declarative YAML configuration. Rather than managing Python environments, SDK versions, and orchestration logic, developers define agent behavior in a...

communityai mlcagentmcp toolkit

1 min read

GPT-5.2 is OpenAI’s strongest model yet for math and science, setting new state-of-the-art results on benchmarks like GPQA Diamond and FrontierMath. This post shows how those gains translate into real research progress, including solving an open theoretical problem and generating reliable mathematical proofs.

publication

2 min read

In Cypress you can save values under aliases which is pretty handy. You can get the aliased value using the cy.get, or by using a cy.then(function () { ... }) callback, or (my favorite solution) using the alias in the next hook or test callback via this.[alias] property 1 2 3 4 5 6 7 8 9 10 11 12…

1 min read

OpenAI reflects on ten years of progress, from early research breakthroughs to widely used AI systems that reshaped what’s possible. We share lessons from the past decade and why we remain optimistic about building AGI that benefits all of humanity.

company

1 min read

GPT-5.2 is our most advanced frontier model for everyday professional work, with state-of-the-art reasoning, long-context understanding, coding, and vision. Use it in ChatGPT and the OpenAI API to power faster, more reliable agentic workflows.

product

1 min read

GPT-5.2 is the latest model family in the GPT-5 series. The comprehensive safety mitigation approach for these models is largely the same as that described in the GPT-5 System Card and GPT-5.1 System Card. Like OpenAI’s other models, the GPT-5.2 models were trained on diverse datasets, including information that is publicly available on the internet, information that we partner with…

publication

10 Dec 2025

NVIDIA Newsroom 2 min read

As the scale and complexity of AI infrastructure grows, data center operators need continuous visibility into factors including performance, temperature and power usage. These insights enable data center operators to actively monitor and adjust data center configurations across large-scale, distributed systems — validating that these systems are operating at their highest efficiency and reliability. NVIDIA […]

corporatesoftwarecybersecurity

Prachi Goel 4 min read

The world’s top-performing system for graph processing at scale was built on a commercially available cluster. NVIDIA last month announced a record-breaking benchmark result of 410 trillion traversed edges per second (TEPS), ranking No. 1 on the 31st Graph500 breadth-first search (BFS) list. Performed on an accelerated computing cluster hosted in a CoreWeave data center […]

ai infrastructurenetworkingcloud servicescudahardware

Dion Harris 8 min read

The NVIDIA accelerated computing platform is leading supercomputing benchmarks once dominated by CPUs, enabling AI, science, business and computing efficiency worldwide. Moore’s Law has run its course, and parallel processing is the way forward. With this evolution, NVIDIA GPU platforms are now uniquely positioned to deliver on the three scaling laws — pretraining, post-training and […]

corporatecudacuda-xphysical aisc25

Alberto Sigismondi 3 min read

We’re excited to announce a significant enhancement to how Heroku Enterprise customers connect their deployment pipelines to GitHub Enterprise Server (GHES) and GitHub Enterprise Cloud (GHEC). The new Heroku GitHub Enterprise Integration is now available in a closed pilot, offering a more secure, robust, and permanent connection between your code repositories and your Heroku apps. […] The post Heroku GitHub…

newscontinuous integrationheroku enterprisesecurity

Janet Wagner 7 min read

Choosing the right architectural style isn’t just a technical detail — it’s critical to the success of your API and every application that relies on it. The architecture determines how easily developers can understand and integrate your API, profoundly impacting their experience. It dictates how clients and servers communicate, directly affecting application efficiency, performance, and ...

blogdesignapi architectureapi designapi standards

2 min read

Well, I am happy to report Cypress-the-company is all in on test auto-healing in its new cy.prompt command (which I recreated locally as cypress-think plugin). Let's look at the screenshots Cypress put in the blog post: The test shows Cypress auto-healing in practice. The test had a prompt like "Turn on dark mode", which used to resolve to some button…

Markus Kohler 1 min read

Discover how PubNub's Model Context Protocol (MCP) server bridges the gap between AI-powered vibe coding and production-ready applications. Learn how to leverage AI coding tools like GitHub Copilot and Cursor to build scalable real-time infrastructure without getting stuck at the prototype stage—complete with authentication, real-time data syncing, and deployment-ready code in minutes.

9 Dec 2025

Srini Sekaran 1 min read

Today, the Linux Foundation launched the Agentic AI Foundation with three founding projects: Anthropic's Model Context Protocol (MCP), Block's goose agent framework, and OpenAI's AGENTS.md standard. The foundation brings together the companies building the infrastructure layer for agents: Anthropic, Block, OpenAI, Amazon, Google, Microsoft, Cloudflare, and Bloomberg, alongside key tooling and platform companies. Docker is...

engineering

Gerald Versluis 3 min read

Learn how to implement in-app purchases in your .NET MAUI apps with our new cross-platform billing sample for Android, iOS, Mac Catalyst, and Windows. The post Implementing Cross-Platform In-App Billing in .NET MAUI Applications appeared first on .NET Blog.

.net.net mauibillinggoogle play billingin-app purchases

2 min read

Here's a simple and responsive search form I put together for a recent side project, using Hotwire's Stimulus framework and Rails with Turbo. The Form Here's how the search input looks. It's a simple search form connected to a Stimulus controller. The input triggers the search function upon every input event. The debounce logic occurs in the Stimulus controller to…

railshotwireturbostimulus

Guna Chandra Durgapu 24 min read

Context Ambitious goal and the scope of the problem We were chasing a critical, futuristic business requirement for our big data pipelines achieving “1-day planning,” defined as a total execution window of 24 hours or less . The entire process is extensive, processing a 7TB data volume each cycle across 19 distinct plans (16 Spark pipelines and 3 Data Science…

big-dataapache-sparkperformance-optimization

Serverless Team 1 min read

AWS re:Invent’s biggest serverless launches are already live in Serverless Framework v4, with new runtimes, streaming APIs, tenant isolation, enriched IAM and networking controls, and more - all ready to use today, alongside a livestream deep-dive and a limited-time subscription offer.

news

8 Dec 2025

Wendy Breiding (SHE/HER), Eric Imasogie 3 min read

Explore how the Learn MCP server enhances the developer experience with Copilot, showcase practical examples, and provide straightforward integration instructions for Visual Studio, Visual Studio Code, the Copilot Command Line Interface, and the Copilot Coding Agent The post Microsoft Learn MCP Server Elevates Development appeared first on .NET Blog.

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Jennifer Kohl 9 min read

Docker has long been the simplest way to run containers. Developers start with a docker-compose.yml file, run docker compose up, and get things running fast. As teams grow and workloads expand into Kubernetes and integrate into cloud services, simplicity fades. Kubernetes has become the operating system of the cloud, but your clusters rarely live in...

productsdocker composedocker extensionskubernetes

Victor Wenas 5 min read

Designing Robust, Scalable, Maintainable Event Architectures Event-driven architecture (EDA) gives teams the ability to build decoupled, scalable systems that evolve independently. In the previous article, we introduced the idea using a restaurant analogy: instead of shouting instructions across the kitchen, teams place “dockets” on the rail and stations take what they need. We’ll continue that analogy lightly in this post—sprinkling…

1 min read

Sculpt a more dynamic web, and learn about the new CSS and UI features that landed in Chrome in 2025.

7 Dec 2025

1 min read

Use AI coding assistants to write, review, and debug Python code faster. Pick from Claude Code, Cursor, or Gemini CLI and start coding. [ Improve Your Python With 🐍 Python Tricks 💌 – Get a short & sweet Python Trick delivered to your inbox every couple of days. >> Click here to learn more and see examples ]

1 min read

There's something about the future you're afraid to remember. It's about your body. (You can't feel your...

1 min read

Recommendation engines, image retrieval platforms, document matching services, and RAG pipelines all rely on finding the nearest neighbors to a given query vector in high-dimensional space. This is where vector similarity search comes in.

5 Dec 2025

Srini Sekaran 1 min read

As agents become capable enough to write and refactor code, they should work natively inside the environments developers work in: editors. That’s why JetBrains and Zed are co-developing ACP, the Agent Client Protocol. ACP gives agents and editors a shared language, so any agent can read context, take actions, and respond intelligently without bespoke wiring...

engineeringpartnershipsproductsai mlcagent

Yiwen Xu 3 min read

At Docker, we are committed to making the AI development experience as seamless as possible. Today, we are thrilled to announce two major updates that bring state-of-the-art performance and frontier-class models directly to your fingertips: the immediate availability of Mistral AI’s Ministral 3 and DeepSeek-V3.2, alongside the release of vLLM v0.12.0 on Docker Model Runner....

productsai mldocker desktopdocker hubdocker model runner

8 min read

Let's say you need to specify a timeout or wait in your end-to-end Cypress tests. You would use milliseconds 1 2 3 4 // try finding the "selector" elements for up to 1 second cy.get('selector', { timeout: 1_000 }) // then wait for 5 seconds .wait(5_000) For clarity, you could write a helper to convert seconds into milliseconds 1 2…

Amit Merchant 4 min read

Ever reach for a simple callback and end up writing a tiny novella—an arrow function stuffed with types, reordered parameters, and boilerplate just to pass one value through? Well, it looks like PHP 8.6 is set to make our lives easier with the introduction of Partial Function Application. What is Partial Function Application? A real-world example Common PFA patterns In…

4 Dec 2025

Gillian Gual Hinkle 7 min read

For modern enterprises building cloud-native applications, success hinges on achieving maximum development velocity at every scale. Infrastructure as a Service (IaaS) providers like AWS provide hundreds of services with the unmatched reliability and scale needed for enterprise infrastructure, but they can require significant effort and expertise for organizations to be effective and efficient. To achieve […] The post PaaS +…

engineeringawscloud nativeheroku enterprise

Sylvia Chanak 2 min read

For 25 years, the NVIDIA Graduate Fellowship Program has supported graduate students doing outstanding work relevant to NVIDIA technologies. Today, the program announced the latest awards of up to $60,000 each to 10 Ph.D. students involved in research that spans all areas of computing innovation. Selected from a highly competitive applicant pool, the awardees will […]

airesearchartificial intelligenceeducation

Anush DSouza 2 min read

Heroku is launching automatic prompt caching starting December 18, 2025. Prompt caching delivers a notable, zero-effort performance increase for Heroku Managed Inference and Agents. Enabled by default, this feature is designed to deliver significantly faster responses for common workloads. We have taken a pragmatic approach and currently only enabled this to cache system prompts and […] The post Faster Agents…

newsheroku aimanaged inference and agents

Chen Su 5 min read

Editor’s note: This blog has been updated to showcase additional recent innovations tapping into the NVIDIA Jetson platform. Developers, researchers, hobbyists and students can take a byte out of holiday shopping this season as NVIDIA has unwrapped special discounts on the NVIDIA Jetson family of developer kits for edge AI and robotics — available through […]

roboticsartificial intelligencecreatorsembedded computinghardware