~/devreads

26 Nov 2025

25 Nov 2025

Michael Fukuyama 2 min read

Black Forest Labs — the frontier AI research lab developing visual generative AI models — today released the FLUX.2 family of state-of-the-art image generation models. FLUX.2 is packed with new tools and capabilities, including a multi-reference feature that can generate dozens of similar image variations, in photorealistic detail and with cleaner fonts — even at […]

aiartificial intelligenceconversational aicreatorsgeforce

Jean Alves 13 min read

By Jean V. Alves and Ferran Pla Fernández Moving beyond binary classification provides novel insights. In the real world, scams rarely present themselves in black and white. Fraudsters exploit nuance, impersonate legitimate brands, and mask malicious intent with seemingly ordinary behavior. That’s why Feedzai has launched ScamAlert (patent pending), a Generative AI-based system innovating on the current paradigm of scam…

large-language-modelsfinancial-fraudfraud-preventioncomputer-visionmachine-learning

Srini Sekaran 2 min read

Coding agents like Claude Code, Gemini CLI, Codex, Kiro, and OpenCode are changing how developers work. But as these agents become more autonomous with capabilities like deleting repos, modifying files, and accessing secrets, developers face a real problem: how do you give agents enough access to be useful without adding unnecessary risk to your local...

engineeringproductsai mldocker sandboxes

John H. Ayub 2 min read

In today’s software-driven economy, securing software supply chains is no longer optional, it’s mission-critical. Yet enterprises often struggle to balance developer speed and security. According to theCUBE Research, 95% of organizations say Docker improved their ability to identify and remediate vulnerabilities, while 79% rate it highly effective at maintaining compliance with security standards. Docker embeds...

enterpriseproductssecuritysolutionsdhi

12 min read

We’ve been working with MCP servers for a while, and this use case was a perfect opportunity to build out another one. What is an MCP Server? A very simple way to put it is that Model Context Protocol is an "API" that your AI tooling can use to get external data or perform actions by interacting with your application.…

elixirprocessdevelopmentai

MapTiler (Jakub Bican) 1 min read

On-premises rasterization is now available on all platforms with Server! Serve modern maps from any operating system to legacy systems that are up to 20 years old.

24 Nov 2025

Simeon Ratliff 4 min read

On November 21, 2025, security researchers detected the beginning of what would become one of the most aggressive npm supply chain attacks to date. The Shai Hulud 2.0 campaign compromised over 25,000 GitHub repositories within 72 hours, targeting packages from major organizations including Zapier, ENS Domains, PostHog, and Postman. The malware's self-propagating design created a...

products

Postmark team 3 min read

Getting an AI assistant to help with your email integration shouldn't feel like explaining SMTP to your cat. But until recently, that's kind of what it was like - AI tools could tell you about email APIs, but they often got the details wrong or gave you outdated information. We've been thinking about this problem, and we've shipped three updates…

2 min read

How do you automatically format your Swift code every time you commit it to your Git repository? Swift Format There are several Swift formatting tools. Xcode 16 shipped with swift-format included in the toolchain: $ xcrun --find swift-format /Applications/Xcode.app/Contents/Developer/Toolchains/ XcodeDefault.xctoolchain/usr/bin/swift-format To run the formatter: $ swift format MyFile.swift Note: This runs the swift-format bundled with the active Xcode development directory…

vladmihalcea 1 min read

Introduction My friend, Denis Magda, wrote a wonderful book called Just Use Postgres!, and I’m glad that I got the chance to read it. Audience This book is useful for any software developer who’s either using PostgreSQL or plans on using it because it covers a lot of features that are very useful for modern applications. No matter your level…

bookbook reviewpostgresql

32 min read

The Budget, 2026 Edition Let's cut to the chase, shall we? Updated network test parameters for 2026 are: 9 Mbps downlink 3 mbps uplink 100 millisecond RTT Regarding devices, my updated recommendations are the Samsung Galaxy A24 4G (or equivalent) and the HP 14. The goal of these recommendations is to emulate a 75th percentile user experience, meaning a full…

1 min read

Update: We got over 200 submissions to this challenge, spanning a wide variety of HDL languages and hardware platforms! We featured our favorite submissions in the results blog post, check it out here

23 Nov 2025

4 min read

We all knew our lineage owned a star and a bacteria; we also had significant debt with a bank not much younger...

22 Nov 2025

1 min read

When you enter a prompt into an LLM, the model converts your text into numbers, processes them, and returns a response one token at a time. In this article, we go through the journey of LLM inference and see how it works.

21 Nov 2025

Dan Berezin Stelzer 3 min read

On November 12-14, the Docker team was out in numbers at JFrog SwampUP Berlin 2025. We joined technical sessions, put on a fireside chat, and had conversations with attendees there. We’d like to thank the folks at JFrog for having us there and putting on such a great show! Here's our takeaways from the event about software...

products

9 min read

We’re introducing Zoomer, Meta’s comprehensive, automated debugging and optimization platform for AI. Zoomer works across all of our training and inference workloads at Meta and provides deep performance insights that enable energy savings, workflow acceleration, and efficiency gains in our AI infrastructure. Zoomer has delivered training time reductions, and significant QPS improvements, making it the [...] Read More... The post…

data center engineeringdata infrastructureml applications

Juan Santana 2 min read

Congratulations to Pierce Edmiston and Hugh Sato, our latest recipients of 8th Light’s Beacon Award! Our Beacon Award recognizes team members who exemplify 8th Light's values and inspire us all. Pierce and Hugh represent two different strengths within 8th Light that come together to create meaningful, high-impact work for our clients. Pierce, Sr. Principal Engineer blends scientific rigor with technical…

culture and newsdelivery and practice

Jin Kim 5 min read

On November 19, 2025, the Golang project published two Common Vulnerabilities and Exposures (CVEs) affecting the widely-used golang.org/x/crypto/ssh package. While neither vulnerability received a critical CVSS score, both presented real risks to applications using SSH functionality in Go-based containers. CVE-2025-58181 affects SSH servers parsing GSSAPI authentication requests. The vulnerability allows attackers to trigger unbounded memory...

companyengineeringenterpriseproductssolutions

20 Nov 2025

Matt Mitchell 43 min read

An exploration of how .NET evolved from a distributed build system to Unified Build, dramatically reducing complexity and build times while improving flexibility and predictability for shipping .NET releases. The post Reinventing how .NET Builds and Ships (Again) appeared first on .NET Blog.

.netinfrastructure

3 min read

We’re excited to share another advancement in the security of your conversations on Messenger: the launch of key transparency verification for end-to-end encrypted chats. This new feature enables an additional level of assurance that only you — and the people you’re communicating with — can see or listen to what is sent, and that no [...] Read More... The post…

security privacy

Filippo Valsorda 22 min read

I delivered my traditional Go Cryptography State of the Union talk at GopherCon US 2025 in New York. It goes into everything that happened at the intersection of Go and cryptography over the last year.

Zoe Kessler 4 min read

Tanya Berger-Wolf’s first computational biology project started as a bet with a colleague: that she could build an AI model capable of identifying individual zebras faster than a zoologist. She won. Now, the director of the Translational Data Analytics Institute and a professor at The Ohio State University, Berger-Wolf is taking on the whole animal […]

airesearchartificial intelligenceeducationscience

GeForce NOW Community 6 min read

The NVIDIA Blackwell RTX upgrade is nearing the finish line, letting GeForce NOW Ultimate members across the globe experience true next-generation cloud gaming from anywhere. Everyone’s talking about Ultimate memberships — including GeForce NOW partner 2K. “With GeForce NOW Ultimate, top-tier streaming truly goes everywhere,” said Sean Haran, head of partnerships and licensing at 2K. […]

gamingcloud gaminggeforce now

Yiwen Xu 4 min read

Expanding Docker Model Runner’s Capabilities Today, we’re excited to announce that Docker Model Runner now integrates the vLLM inference engine and safetensors models, unlocking high-throughput AI inference with the same Docker tooling you already use. When we first introduced Docker Model Runner, our goal was to make it simple for developers to run and experiment...

productsai mldocker desktopdocker hubdocker model runner

Art Anthony 6 min read

“Is that API ready to go yet?” It’s a phrase that can strike fear in the heart of any API developer, especially if the answer to the question is “not even close.” In an ideal world, the final steps of developing an API would be making a few final tweaks and adding a bit of ...

blogmarketingstrategyagileapi

David Walsh 1 min read

As the web continues to be the medium for all users, standards bodies need to continue to provide new APIs to enrich user experience and accessibility. One underused API for unsighted users is speechSynthesis, an API to programmatically direct the browser to audibly speak any arbitrary string. The Code You can direct the browser to utter speech with window.speechSynthesis and…

19 Nov 2025

Jeff Wilson 1 min read

This tutorial is about installing a CloudPanel on Debian 13 OS. Managing servers with a control panel has never been ... Read More The post How to install Cloudpanel on Debian 13 appeared first on RoseHosting.

control panelsdebiancloudpanelcontrol paneldebian 13

Hye Jung Choi 8 min read

Background A Voluntary Product Accessibility Template (VPAT) is a document that outlines how well a product aligns with accessibility (a11y) standards. Its primary purpose is to inform customers about a product’s a11y features, enabling them to make informed decisions before purchasing software. At Slack, we conducted a VPAT by a third party a11y vendor in…

uncategorizeda11yaccessibilityandroidempathy

Simeon Ratliff 6 min read

Mark Lechner, Docker’s CISO, shares his vision for a future where Docker not only powers the software supply chain, but actively safeguards it. Cybersecurity has reached a turning point. The most significant threats no longer exploit isolated systems; they move through the connections between them. The modern attack surface includes every dependency, every container, and...

products

Oleg Selajev 6 min read

The era of AI agents has arrived, and with it, a new standard for how they connect to tools: the Model Context Protocol (MCP). MCP unlocks powerful, flexible workflows by letting agents tap into external tools and systems. But with thousands of MCP servers (including remote ones) now available, it’s easy to ask: Where do...

productsai mldockermcpmcp server

1 min read

This system card outlines the comprehensive safety measures implemented for GPT‑5.1-CodexMax. It details both model-level mitigations, such as specialized safety training for harmful tasks and prompt injections, and product-level mitigations like agent sandboxing and configurable network access.

publication

18 Nov 2025

Ian Buck 5 min read

Timed with the Microsoft Ignite conference running this week, NVIDIA is expanding its collaboration with Microsoft, including through the adoption of next-generation NVIDIA Spectrum-X Ethernet switches for the new Microsoft Fairwater AI superfactory, powered by the NVIDIA Blackwell platform. The collaboration brings new integrations across Microsoft 365 Copilot, as well as the public preview of […]

aiai infrastructurecloudhardwarenetworking

Srini Sekaran 1 min read

Building and Running Custom Models Is Still Hard Running AI models locally is still hard. Even as open-source LLMs grow more capable, actually getting them to run on your machine, with the right dependencies, remains slow, fragile, and inconsistent. There’s two sides to this challenge: Model creation and optimization: making fine-tuning and quantization efficient. Model...

productsai mldocker model runner

6 min read

We’ve released Ax 1.0, an open-source platform that uses machine learning to automatically guide complex, resource-intensive experimentation. Ax is used at scale across Meta to improve AI models, tune production infrastructure, and accelerate advances in ML and even hardware design. Our accompanying paper, “Ax: A Platform for Adaptive Experimentation” explains Ax’s architecture, methodology, and how it [...] Read More... The…

open source

Jacob Liberman 4 min read

AI agents have the potential to become indispensable tools for automating complex tasks. But bringing agents to production remains challenging. According to Gartner, “about 40% of AI prototypes make it into production, and participants reported data availability and quality as a top barrier to AI adoption.1” Just like human workers, AI agents need secure, relevant, […]

ai infrastructurehardwarenetworkingagentic ai

NVIDIA Newsroom 1 min read

Today, Microsoft, NVIDIA and Anthropic announced new strategic partnerships. Anthropic is scaling its rapidly growing Claude AI model on Microsoft Azure, powered by NVIDIA, which will broaden access to Claude and provide Azure enterprise customers with expanded model choice and new capabilities. Anthropic has committed to purchase $30 billion of Azure compute capacity and to […]

ai infrastructurecorporateartificial intelligence

Gerardo López Falcón 2 min read

Running a Chat UI Agent doesn’t have to involve a complicated setup. By combining Docker with the Vercel AI SDK, it’s possible to build and launch a conversational interface in a clean, reproducible way. Docker ensures that the environment is consistent across machines, while the Vercel AI SDK provides the tools for handling streaming responses...

communityai agentdocker

4 min read

Claude code is a powerful AI toolset that runs right in your terminal. While providing a lot of impressive utility, it also suffers from the issues that arise from similar AI toolings with the addition of an expensive pricing model. Context is Important To me, the main selling point for Claude Code is its ability to read through your entire…

rubyworkflowrailsai

Gediminas G 2 min read

AI coding and vibecoding tools make it easy for anyone to bring ideas online, but trusting them hasn’t always been as simple. Today, Hostinger Horizons closes that gap with a solu… The post Hostinger Horizons tames AI to give you full control appeared first on Hostinger Blog.

product updates

J Simpson 9 min read

Imagine you’re running an API gateway that routes traffic to several microservices, such as authentication, payments, order management, or analytics, for example. Now imagine that everything had been running flawlessly for months, when one night a malformed request body from a mobile client triggers a 500 Internal Server Error in your monitoring system. Even the ...

blogsecurityapiapi securityapi testing

5 min read

Connecting Africa and the World We’re excited to share the completion of the core 2Africa infrastructure, the world’s longest open access subsea cable system. 2Africa is a landmark subsea cable system that sets a new standard for global connectivity. This project is the result of years of collaboration, innovation, and a shared vision to connect [...] Read More... The post…

connectivity

Serverless Team 1 min read

Serverless Framework is closing out the year with major updates—new Python support built in, improved reliability during upstream outages, key IAM changes, and upcoming features like OpenTelemetry configuration and expanded variable resolution—while also offering a limited-time 20% end-of-year discount and actively hiring for the Framework team. This post recaps what’s new, what’s coming next, and how to get involved.

news

17 Nov 2025

David Walsh 1 min read

Setting up a new computer is bliss — no old, unused apps and the machine performs much better than the previous. Unfortunately, you may encounter new problems based on the new hardware. One such issue I encountered with my new MacBook was a “This video format is not supported” message when I went to YouTube TV. Not being able to…

Scott Martin 12 min read

At SC25, NVIDIA unveiled advances across NVIDIA BlueField DPUs, next-generation networking, quantum computing, national research, AI physics and more — as accelerated systems drive the next chapter in AI supercomputing. NVIDIA also highlighted storage innovations powered by the NVIDIA BlueField-4 data processing unit, part of the full-stack BlueField platform that accelerates gigascale AI infrastructure. More […]

ai infrastructurecorporatehardwarenetworkingsupercomputing

Chris Porter 6 min read

Across quantum physics, digital biology and climate research, the world’s researchers are harnessing a universal scientific instrument to chart new frontiers of discovery: accelerated computing. At this week’s SC25 conference in St. Louis, Missouri, NVIDIA announced that over 80 new scientific systems powered by the NVIDIA accelerated computing platform have been unveiled around the globe […]

ai infrastructuresupercomputingai factorycuda-xhigh-performance computing

Kibibi Moseley 5 min read

To power future technologies including liquid-cooled data centers, high-resolution digital displays and long-lasting batteries, scientists are searching for novel chemicals and materials optimized for factors like energy use, durability and efficacy. New NVIDIA-accelerated data processing pipelines and AI microservices unveiled at the SC25 conference in St. Louis are advancing chemistry and material science to support […]

ai infrastructureresearchsupercomputingartificial intelligencecuda-x

Timothy Costa 4 min read

NVIDIA Apollo — a family of open models for accelerating industrial and computational engineering — was introduced today at the SC25 conference in St. Louis. Accelerated by NVIDIA AI infrastructure, the new AI physics models will enable developers to integrate real-time capabilities into their simulation software across a broad range of industries. The NVIDIA Apollo […]

ai infrastructuresupercomputingaerospaceartificial intelligencecuda-x

ericlippert 1 min read

Hey everyone, I first want to say a heartfelt thank you so much for the warm comments and supportive feedback I’ve gotten since I announced that I’m in process of writing Fabulous Adventures In Data Structures And Algorithms. It means … Continue reading →

uncategorized

Adam Boniecki 14 min read

Learn about new F# 10 language features, performance upgrades, and tooling improvements shipping with .NET 10. The post Introducing F# 10 appeared first on .NET Blog.

.netf#.net 10dotnetf# 10

Bill Wagner 8 min read

Learn what features are in C# 14, which ships as part of .NET 10. The post Introducing C# 14 appeared first on .NET Blog.

.netc#.net 10compound assignmentcsharp

9 min read

We’re sharing how we’ve enabled Dolby Vision and ambient viewing environment (amve) on the Instagram iOS app to enhance the video viewing experience. HDR videos created on iPhones contain unique Dolby Vision and amve metadata that we needed to support end-to-end Instagram for iOS is now the first Meta app to support Dolby Vision video, [...] Read More... The post…

iosvideo engineeringinstagram

1 min read

In an earlier article, I covered the basic technique for performing matrix-vector multiplication in fully homomorphic encryption (FHE), known as the Halevi-Shoup diagonal method. This article covers a more recent method for matrix-matrix multiplication known as the bicyclic method. The code implementing this method is in the same GitHub repository as the previous article, and the bicyclic method is in…

1 min read

If you’re using GitHub Actions in your projects, you should be pinning your actions to specific commit SHAs instead of using tags or branches.

15 Nov 2025

Stanko 1 min read

I love everything about these. The process was so much fun and I'm super happy how the plots turned out. I got the idea while playing with vector fields and noticed that some shapes resembled a bird. I started tweaking the algorithm and after a lot of experimentation, made a tool that procedurally generates birds. The first drawing is 22x22cm,…

14 Nov 2025

1 min read

Most people have heard of open-source software. But have you heard about open hardware? And did you know open source can have a positive impact on the environment? On this episode of the Meta Tech Podcast, Pascal Hartig sits down with Dharmesh and Lisa to talk about all things open hardware, and Meta’s biggest announcements [...] Read More... The post…

data center engineeringml applicationsopen sourceproduction engineeringmeta tech podcast

Docker Team 9 min read

First steps: Run your first secure, production-ready image Container base images form the foundation of your application security. When those foundations contain vulnerabilities, every service built on top inherits the same risk. Docker just changed the equation. With the release of the Docker Hardened Images (DHI), production-grade, hardened base images are now available to every...

products

John Kim 4 min read

Today’s AI workloads are data-intensive, requiring more scalable and affordable storage than ever. By 2028, enterprises are projected to generate nearly 400 zettabytes of data annually, with 90% of new data being unstructured, comprising audio, video, PDFs, images and more. This massive scale, combined with the need for data portability between on-premises infrastructure and the […]

ai infrastructurecloudnetworkingcuda

Simeon Ratliff 7 min read

AI-powered developer tools claim to boost your productivity, doing everything from intelligent auto-complete to (https://openai.com/index/introducing-codex/). But the productivity gains users report have been something of a mixed bag. Some groups claim to get 3-5x (or more), productivity boosts, while other devs claim to get no benefit at all—or even losses of up to 19%. I...

community

1 min read

OpenAI launches OpenAI for Ireland, partnering with the Irish Government, Dogpatch Labs and Patch to help SMEs, founders and young builders use AI to innovate, boost productivity and build the next generation of Irish tech startups.

global affairs