I'm again, going to be doing a lot of the same sort of work I did for the WordPress integration, but as this is the first iteration of the AT protocol, it's going to be a lot simpler than that.Just like with the WordPress integration, I used Astro's pagination capabilities to build a paginated "feed" of posts, to satisfy the "Basic rendering of my AT protocol posts" part of the core features I outlined at the beginning of this series.Let's get stuck into that bit first. I created a pages/feed/[.

2026年5月某日、生成AI利活用を推進する有志による「Hacking Fest 2026 Spring」が開催されました。Hacking Festとは？Hacking Festは、ゴールデンウィーク...

レコメンドや最適化の仕事は、モデルの精度を上げることだと思われがちです。しかし、実サービスではそれだけで価値になるとは限りません。ユーザー体験を良くしたい。セッション数を伸ばしたい。広告収益も維持した...

Electron 43 has been released! It includes upgrades to Chromium 150.0.7871.46, V8 15.0, and Node v24.17.0.

TL;DR: Vite+ is now in beta. It unifies the runtime, package manager, and frontend tools every web project needs behind one fast, consistent workflow. Start a new project with vp create, or adopt it in an existing project with vp migrate.

In Safari Technology Preview 247, we’re introducing the Safari MCP server — a Model Context Protocol server for web developers that makes your web development and debugging workflow faster and more powerful.

Safari Technology Preview Release 247 is now available for download for macOS Golden Gate and macOS Tahoe.

Lydia Hallie from Anthropic spends a couple of hours with us, helping us level up what we’re doing with Claude Code. Learn to customize Claude Code for your codebase, using CLAUDE.md, plan mode, and permissions that adhere to your team’s standards. Build reusable skills tailored to your processes and wire up hooks so Claude behaves […]

Frontier AI models corrupt around 25% of content in long edits. See how an enterprise AI governance layer makes every AI change reviewable.

Service Bindings make it easy for one Vercel service to securely call another within the same deployment.When a service declares a binding for another service, Vercel automatically injects the configured environment variable. That means user code can fetch that URL normally, while Vercel handles the internal rewrite, routing, authentication, and TLS behind the scenes.This enables multi-service applications on Vercel, like a Next.js frontend calling a FastAPI backend, while preserving service iso

StepSecurity Maintained Actions are now free for public repos. Secure, drop-in replacements for risky third-party GitHub Actions, reviewed and actively maintained.

Secure Registry now traces every npm and PyPI install back to the developer machine or CI pipeline behind it, so you can scope a compromised package in minutes.

Compromised versions run a malicious payload at npm install time through a binding.gyp node-gyp hook, harvesting credentials from sources like GitHub Actions secrets, cloud provider keys, and package registry tokens, while trying to persist in AI coding assistant configs. Static analysis of version 2.1.2 against the clean 2.1.1 release revealed a new 5 MB index.js and an added binding.gyp, both absent from earlier releases.

StepSecurity now supports Maven in GitHub Checks and OSS Package Search, blocking compromised and freshly published Java dependencies in your pull requests.

On June 24, 2026, an attacker published malicious versions of 20 npm packages belonging to the Leo Platform ecosystem in a coordinated burst spanning less than three seconds. All 20 packages carry an identical CI/CD attack toolkit that steals secrets from GitHub Actions runners, cloud credential stores, package registries, and password managers, then exfiltrates them via the victim's own GitHub token. Together these packages receive approximately 13,600 downloads per week.

On June 24, 2026, an attacker compromised the simonecorsi/mawesome GitHub repository. They force-pushed malicious commits and repointed several version tags to that commit. As a result, any workflow running against those tags after that time executed the attacker's code inside its GitHub Actions runner.

On June 24, 2026, an attacker compromised the codfish/semantic-release-action GitHub repository. At 15:39:06 UTC they force-pushed a malicious commit and repointed several version tags to that commit. As a result, any workflow running against those tags after that time executed the attacker's code inside its GitHub Actions runner.

A coordinated 8-month supply chain attack planted credential-stealing code inside fake AI coding assistants on the JetBrains Marketplace, quietly exfiltrating OpenAI, DeepSeek, and SiliconFlow API keys to an attacker-controlled server in Beijing -- which our investigation found still operational today.

PolinRider expands across npm, Packagist, Go modules, and Chrome extensions, using hidden loaders to target developer environments.

These six free settings will not make your project unhackable. Nothing will. What they will do is close the easy doors. Turn these on, and your project will be meaningfully harder to attack than it was before.The post 6 security settings every GitHub maintainer should enable this week appeared first on The GitHub Blog.

記事は ics.media へアクセスしてご覧ください。

CKEditor and Carahsoft’s partnership helps public sector teams access secure, accessible rich text editing built for modern content workflows, collaboration, and AI-enabled applications.

We're opening the waitlist for our Monetization Gateway, which will allow you to charge for any web page, dataset, API, or MCP tool behind Cloudflare. The charges will settle in stablecoins over the x402 open protocol, with no payments stack of your own to build.

One year after declaring Content Independence Day, a dynamic market for monetized content has officially emerged. In this report, we examine how the rise of autonomous AI agents is upending traditional search referrals and detail the new infrastructure required to support a sustainable web economy.

Search is how we find nearly everything on the web — creators, merchants, answers. AI is rewriting the rules, leaving creators caught between staying discoverable in an agentic era and getting paid for their work. Today we're launching two initiatives to help.

For our second Content Independence Day, we’re giving website owners finer options to manage AI traffic. Instead of a one-size-fits-all block, all customers can now easily distinguish and manage Search, Agent, and Training bots, alongside the new ability to protect ad-monetized pages.

We're picking up some good momentum, so let's keep the flow going. After integrating WordPress to power the blog section, it's now time to integrate a new feature of this website: AT Protocol posts.I could go all in at this point and integrate posts, comments, interactions and comments on blog posts, but I'm not in the business of doing that until I fully understand what I'm doing. Throwing code at the wall to see what sticks is a one way high speed train to technical debt city.If there ever is

Access to Claude Fable 5, the Mythos-class model, has now been on AI Gateway following the to lift the export controls.restoredUS Government's decision is the same model that was available between June 9 and June 12. What has changed is the safety classifiers, which are now updated and more robust.Fable 5In the near term, some routine tasks such as coding and debugging may trigger safety classifiers. To ensure requests are still serviced when the safety classifiers are triggered, use . AI Gatewa

Cloudflare’s new Attribution Business Insights dashboard helps website owners understand crawler behavior, appetite, and potential value, fueling business-level conversations around crawl compensation.

Break-glass credential revocation is live on GitHub Enterprise. The Trivy and Microsoft durabletask repeats show why fast, complete revocation was needed..Category: News

こんにちは。LINEアプリ開発SBU AIディベロッパーエクスペリエンスチームの onevcat（王 巍）です。最近は、AI エージェントを開発・検証のループに組み込むためのツールづくりに取り組んでい...

We are happy to share that CodeRabbit has become an ESLint gold sponsor, donating $1,000 each month for the ongoing maintenance and development of ESLint! CodeRabbit is an AI-powered code review platform that provides fast, context-aware feedback on pull requests. It helps development teams automate and accelerate the code review process, catch bugs and logic errors early, and improve code quality and velocity.Here’s what Santosh Yadav, Principal Developer Advocate at CodeRabbit, had to say abou

Evil Martians went from attempting to one-shot AI illustrations to a human-in-the-loop workflow with a dedicated illustrator. When a human owns first and last mile of this process, illustrations are crisp, high-quality and fun. Go BTS of our illustration production.

This month brought a real shift in how SvelteKit projects are configured. You can now define your SvelteKit config directly inside vite.config.js and skip svelte.config.js entirely. We also got the first preview of explicit environment variables, which will eventually replace $env/* modules in SvelteKit 3.On top of that, the language tools and the sv CLI both caught up with Svelte's new {const ...} declaration tags, so the whole toolchain is now in sync.Let's dive in!What's new in SvelteKitYou c

is now open source.konsistent is a CLI linter for TypeScript codebases that enforces structural conventions, giving agents and humans the consistent context they need to implement features correctly. Deterministic, fast, and covers structural patterns that TypeScript and ESLint don't model.konsistentConfigure conventions in a project-level file for concerns like:konsistent.json is used in and to enforce structural code conventions.konsistentAI SDKChat SDKUse the konsistent skill to help your age

You can now preview the framework preset and files that Vercel CLI includes in a deployment before creating one.Run from a linked project:vercel deploy --dryFor automation or further inspection, return the complete file manifest as JSON:JSON output includes the detected framework, included and ignored paths, directory size distribution, largest files, file modes, and content hashes. Piped and other non-TTY output automatically uses JSON.Agents can use this manifest as a pre-deployment check, ver

The Vercel Security Dashboard is now in private beta. It aggregates the security posture of every account and project on Vercel. As teams grow and coding agents make it easy to spin up new projects, small misconfigurations can add up quietly and quickly. Team members without 2FA, publicly accessible preview environments, or long-lived credentials where short-lived ones would do. Each of these can lead to a security incident or breach. The security dashboard flags these findings across Vercel env

is now available on the , allowing Vercel teams to send emails from their applications without managing any infrastructure.ResendVercel MarketplaceThis integration helps developers start sending messages within minutes, build emails as React components, and track delivery events in real time.Key capabilities include:Get started with on the Vercel Marketplace or install using Vercel CLI:ResendRead moreSend transactional and marketing emails through an API or SMTP relayBuild email templates as Rea

<blockquote cite="https://twitter.com/anthropicai/status/2072106151890809341"><p>We’ve received notice that the Department of Commerce has lifted export controls on Claude Fable 5 and Mythos 5.</p><p>We'll begin restoring access tomorrow, and will share an update soon.</p></blockquote><p class="cite">— <a href="https://twitter.com/anthropicai/status/2072106151890809341">Anthropic</a>, on Twitter</p> <p>Tags: <a href=...

<p><strong><a href="https://deepmind.google/models/gemini-image/flash-lite/">Nano Banana 2 Lite</a></strong></p>Also known as Gemini 3.1 Flash Lite Image (<code>gemini-3.1-flash-lite-image</code> <a href="https://ai.google.dev/gemini-api/docs/image-generation">in their API</a>), this is the "fastest and cheapest Gemini image model, engineered for velocity and scale".</p><p>I <a href="https://aistudio.google.com/app/promp...

Open source attacks are accelerating as AI coding agents pull in dependencies faster, with less human review.

<p><strong><a href="https://platform.claude.com/docs/en/about-claude/models/whats-new-sonnet-5">What's new in Claude Sonnet 5</a></strong></p>Claude Sonnet 5 came out <a href="https://www.anthropic.com/news/claude-sonnet-5">this morning</a>. I always head straight for the "what's new" developer docs because they tend to have more actionable information than the official announcement post.</p><p>Anthropic say of Sonnet 5 that "...

The Problem At HubSpot, we have a fundamental tension built into our culture: we want to help customers succeed, which often means giving employees access to customer portals: Engineers to fix bugs, sales engineers assisting with account setup, or customer support troubleshooting issues during live support calls. But we also need to completely lock down customer data — because a breach or misuse doesn't just violate customer trust, it can expose sensitive business data, create legal liability, a

<p><strong><a href="https://bambamramfan.github.io/ai-compass/">The AI Compass</a></strong></p>This political compass style quiz <a href="https://bambamramfan.tumblr.com/post/820505178072580096/the-ai-compass">by bambamramfan</a> is pretty neat - answer 29 questions about AI and AI ethics to see which of the 30 archetypes you best fit.</p><p>I'm impressed that my answers on my first time through the quiz categorized me as "The Garage T...

Explore how the Open Source Program Office uses GitHub’s new license compliance product to manage open source dependencies at scale.The post How GitHub maintains compliance for open source dependencies appeared first on The GitHub Blog.

<p><a href="https://shot-scraper.datasette.io/en/stable/video.html">shot-scraper video</a> is a new command introduced in today's <a href="https://github.com/simonw/shot-scraper/releases/tag/1.10">shot-scraper 1.10</a> release which accepts a <code>storyboard.yml</code> file defining a routine to run against a web application and uses Playwright to record a video of that routine. I've written before about the importance of <a href="https://simonwilli...

Jacky Gilbertson writes about the real job of design in Uber for Dogs: How to Stop & Think for Design. It doesn’t have anything to do with pixels and colors at first; it has to do with what problem is trying to be solved, why, and for whom. Perhaps it’s an overloaded term, but design […]

You have a server in a container. Maybe it's a Go service, a Rails app, a Spring Boot API, or a web server behind nginx. It speaks HTTP. It listens on a port. It just needs somewhere to run.Add a file to your project, and Vercel builds, stores, deploys, and autoscales the image on , so you pay only for the CPU your code uses. No daemon to run locally, registry to set up, or cluster to babysit.Dockerfile.vercelFluid computeHere is a small HTTP server in Go, listening on :$PORTAdd a file that buil

For a decade, Vercel has shaped how the web is built. Now, we’re doing the same for agents. The companies that win the next decade will build on infrastructure designed for agents from the start, and thousands of people gathered across London, Berlin, and New York to do just that at Vercel Ship 2026.Guillermo kicked off Ship by sharing his vision for Vercel: a true full-stack platform where you can deploy anything, including software that can think. has three parts: Agentic infrastructureIn the

<p><strong>Release:</strong> <a href="https://github.com/simonw/shot-scraper/releases/tag/1.10">shot-scraper 1.10</a></p> <p>The big new feature is <code>shot-scraper video storyboard.yml</code>, described in detail in <a href="https://simonwillison.net/2026/Jun/30/shot-scraper-video/">Have your agent record video demos of its work with shot-scraper video</a>.</p> <p>Tags: <a href="https://simonwillison.net/tags/sh...

Aikido has acquired Root to secure the software supply chain, fixing open source vulnerabilities in the version you already run, no upgrade required. Critical fixes go back to the community, free.Category: Product & Company Updates

I know you’re busy, so for What’s !important #14, I’ll be sprinting through what’s been a stacked couple of weeks despite few browser updates. From CSS Quake to CSS Gap Decorations, this isn’t one to miss!What’s !important #14: Gap Decorations, random(), <select> field sizing, and More originally handwritten and published with love on CSS-Tricks. You should really get the newsletter as well.

Teams can generate UI faster than ever, but they still have to guarantee that what they ship is usable, secure, and maintainable. Accessibility as an operational capability rather than a compliance checklist or end-of-project audit, and what that looks like in practice.

July is just around the corner, and that means... It’s time for some new desktop wallpapers! As every month, the wallpapers in this collection were created by the community for the community and can be downloaded for free. Enjoy!

OpenCode integrates with Supabase. Connect your agent to your database, Edge Functions, and logs. MCP setup is configured automatically.

Hydrogen made headless storefronts easy to ship, but not portable. At Vercel Ship 26 in New York, we announced that we are working with Shopify to rebuild it from the ground up, a shared bet on a web.more openThe new version is open source and runtime agnostic, meaning it can run anywhere JavaScript does. You can build with , , or even bring your own custom framework.SvelteNuxtNext.jsOur strategy includes three layers: core, client and server.Core is the JavaScript we all used to write for the S

To a user, an app with a Next.js frontend and a FastAPI backend feels like one product, and the same should be true for the engineers who build it. Instead, the two pieces are often deployed across different clouds with different development and deployment workflows.Today we're introducing , which lets you run multiple frameworks in one Vercel Project. This unlocks:Vercel ServicesVercel handles the rest: routing, builds, deployments, and auto-scaling in production. The developer experience you a

こんにちは。普段フロントエンドを中心に開発している古園（@miyabin4113）です。 2026年6月6日（土）に開催された「フロントエンド・PHPカンファレンス北海道2026」にて、PR TIMESはプラチナスポンサ […]

June 2026 - Astro 7, summer swag collection, Astro Germany meetup, and more!

State of the chart

Chicago’s weather is pretty lousy most of the year, but when it’s nice, it’s very nice. June blessed the city with dozens of idyllic days. But don’t worry—I still spent most of the time inside on the computer.Things I didI launched my first big project at Ghost: automations! It’s still in beta, but it’s one of the biggest projects I’ve led. If you happen to be a Ghost publisher, please try it out and let me know what you think!For the sixteenth issue of the Taper online magazine, I visualized ti

An MCP server is a product interface for the age of agents, not an AI feature itself. This post presents a framework for deciding between direct API calls, CLI, Skills, and MCP, detailing the architectural signals, the hidden costs, and the failure modes you should know about before embarking on an MCP quest.

こんにちは。カミナシで「カミナシ 設備保全」サービスの開発を行っている澤木です。 今回はフロントエンドのテスト戦略についての話を書いていこうと思います。 フロントエンドのテストはどこに何をどれだけ書くかが悩ましい領域です。 ユニットテストは書きやすく実行も速いですが全部組み合わせたときに動く保証はないし、E2Eテストは本物に近い保証が得られるけれど書くのもメンテナンスするのも工数がかかります。 特にE2EテストはAIでコーディングができるようになる前は工数が高く、書きたくても書けなかった部分がありました。 それがAIコーディングエージェントの普及で書くコストが下がり、E2Eもだいぶ書きやすくな…

Servo 0.3.0 contains all of the changes we landed in May, which came out to 391 commits (March: 534).For security fixes, see § Security.We’ve shipped several new web platform features:‘font-kerning: none’ (@simonwuelker, #44634)‘font-variant-east-asian’ (@simonwuelker, #44989)‘font-variant-ligatures’ (@simonwuelker, #44903)‘font-variant-numeric’ (@simonwuelker, #44950)‘font-variant-position’ (@simonwuelker, #45142)mp4 files without fast start in <video> (@calvaris, #45084)<form enctype=...

Vercel Agent pricing is changing. You no longer need to pre-load credits or manage a separate wallet for Vercel Agent.Instead of a $0.30 per-request fee, you now pay a Vercel Token Rate of $0.25 per million tokens, plus provider inference costs at the underlying token rate.The new Vercel Token Rate scales with the actual work each task requires. A quick question costs less than a deep investigation that reads your logs, deployments, configuration, and runtime data, spins up sandboxes, and writes

Claude Sonnet 5 from Anthropic is now available on . Sonnet 5 improves on Sonnet 4.6 across coding and agentic work, reaching outcomes on many tasks that previously needed an Opus model, at Sonnet pricing.AI GatewayThe model is more agentic and follows instructions more closely. Document parsing and long-context memory use are also stronger. Sonnet 5 also uses an updated tokenizer, like the recent Opus models, which can map the same input to more tokens.Launch pricing of $2 per million input tok

Vercel Private Blob is now generally available for all plans. Store sensitive files like user-uploaded photos, invoices, and agent memory, and control exactly who can read them. Private stores, Signed URLs, and OIDC authentication all graduate from beta with this release.Vercel Private Blob uses the same Blob API as public blobs. Specify when uploading a blob:access: 'private'Functions running on Vercel now authenticate to Vercel Private Blob with a short-lived, auto-rotating OIDC token scoped t

Today, we're launching expanded capabilities for Vercel Agent in public beta. Vercel Agent now lives in your dashboard and can investigate production issues, answer questions about your projects, and take action on your behalf. Because Agent runs inside the platform that deploys and serves your app, it has access to the signals around it: deployments, logs, metrics, project configuration, usage, and connected repositories. That context is what turns a question into an answer and a problem into a

Nano Banana 2 Lite from Google is now available on . This Flash-Lite-tier image model is built for fast, low-cost generation. It generates images alongside text in <4s and can edit existing images across multiple turns.AI GatewayThe cost is also lower than previous Nano Banana models. Nano Banana 2 Lite generates 1K images at $0.034 each, about half the cost of Nano Banana 2 and roughly a quarter of the cost of Nano Banana Pro at the same resolution.This model is multimodal. Use or to generat...

Vercel Sandboxes now supports custom images. Launching in public beta today, images allow Sandboxes to start with your own custom root filesystem. Images are pulled from , so anything you is immediately available.Vercel Container Registrydocker pushBring your own OS, toolchain and dependencies into the Sandbox without needing to spin up compute and create Snapshots.Images in the background for Fluid Compute and boot from a precompiled snapshot in the same format as our - so you get the convenien

You can now push, pull, and manage container images directly on Vercel.Vercel Container Registry is an OCI-compliant image registry hosted on Vercel infrastructure. It works with standard workflows like , , and , so there's nothing new to learn or tooling to migrate.docker pushdocker pulldocker tagA Vercel project can have unlimited repositories. You can create and manage them through the Vercel dashboard, or push directly to VCR, which creates the repository for you on the fly.Operations use th

You can now deploy multiple frontends and backends together within a single Vercel project., allowing you to deploy full stack apps with multiple frameworks on a shared domain, where services talk to each other privately and deployments build, preview, and roll back together.Vercel Services is now availableServices are defined in :vercel.jsonFrom there, your services show up across the dashboard and CLI:Services talk to each other internally with the new key, without routing through the public i

now support deploying HTTP servers from a or , using Open Container Initiative (OCI) compatible images on Fluid compute.Vercel FunctionsDockerfileContainerfileThis makes it easier to bring existing applications written in any language to Vercel while keeping the preview deployments, logs, routing, and autoscaling benefits of using Vercel Functions and Fluid compute.To use container images with your functions, create a project with a (or ) file that starts an HTTP server listening on :Dockerfile.

Audit Logs now capture 400+ unique team , giving teams broader coverage for security reviews, compliance workflows, and investigations.activity eventsWith Vercel Drains support, teams can export those events to custom HTTP endpoints or Amazon S3, replacing with a flexible Drains-based workflow.Custom SIEM Log StreamingAudit Log Drains are available for all Enterprise teams, replacing Custom SIEM Log Streaming. They are priced at $0.50/GB through standard Drains pricing, replacing a separate paid

<p><strong>Tool:</strong> <a href="https://tools.simonwillison.net/html-table-extractor">HTML table extractor</a></p> <p>Yet another in my growing collection of paste-conversion tools. This one accepts pasted rich text from browsers (with embedded HTML tables) and converts every detected table into HTML, Markdown, CSV, TSV, or JSON.</p><p>Try it out by selecting everything on the Wikipedia <a href="https://en.wikipedia.org/wiki/List_of_ci...

はじめに アニメ Tech STUDIO ソフトウェアエンジニアの新です。 この記事では、コーディン ...

Malicious Chrome and Firefox extensions posed as free VPNs while stealing clipboard data through later extension updates.

<p>Tiniest TIL, using AppleScript to count the number of open browser tabs in Safari:</p><pre><code>osascript -e 'tell application "Safari" to count tabs of every window'</code></pre><p><img alt="I ran it in a terminal window and got back 370." src="https://static.simonwillison.net/static/2026/tab-shame.jpg" /></p> <p>Tags: <a href="https://simonwillison.net/tags/safari">safari</a>, <a href="https://simonwillison.net/tag...

The open source Git project just released Git 2.55. Here is GitHub’s look at some of the most interesting features and changes introduced since last time.The post Highlights from Git 2.55 appeared first on The GitHub Blog.

CKEditor 5 v48.2.0 brings General HTML Support for CKEditor AI, AI Chat improvements, media embed resizing and alignment, and skip-level list support.

<p><strong><a href="https://deep-reinforce.com/ornith_1_0.html">Ornith-1.0: Self-Scaffolding LLMs for Agentic Coding</a></strong></p>This is an interesting new open weights (MIT licensed) model, the first model release from DeepReinforce.</p><blockquote><p>[...] with variants including 9B Dense, 31B Dense, 35B MoE, and 397B MoE. Built on top of pretrained Gemma 4 and Qwen 3.5, it achieves state-of-the-art performance among open-source models...

The GitHub Advisory Database is processing more vulnerability reports than ever before. Here's what's driving the surge, how we're responding, and how the community can help.The post Inside the Advisory Database and what happens when vulnerability volume breaks records appeared first on The GitHub Blog.

With the `progress()` function in CSS we've got a new way to calculate the size for type based on the viewport without problems of the past.

CSS has always had pseudo-classes that style things based on user interactions. Recent features, however, are blurring the line between what CSS "listens" for and how they are alternatives to what Javascript typically listens for.The Shifting Line Between CSS States and JavaScript Events originally handwritten and published with love on CSS-Tricks. You should really get the newsletter as well.

The world runs on open source software. The frameworks, libraries, and tools we rely on are made possible by communities that share ideas and build in the open.At Vercel, we want to help those communities thrive. That’s why we run the : a developer initiative that gives maintainers the resources and support they need to keep shipping and growing their projects.Vercel Open Source ProgramFour times a year, we welcome a new cohort of open source projects into the program. Maintainers receive $3,600

now support Node.js and Python deployments up to 5GB in package size on , a 20x increase over the previous 250MB limit. Large Functions support is in .Vercel FunctionsFluid computepublic betaThis makes Vercel compatible with backend workloads that do not fit within the 250MB limit, such as Python data and AI libraries, large generated clients, browser automation dependencies, image and video processing packages, and routes with substantial shared application code.New projects are automatically e

You can now query Speed Insights datapoints directly through the Vercel CLI. Using the command, you can pull core (LCP, INP, CLS) and other page performance metrics (FCP, TTFB) based on client-side measurements from real user traffic.vercel metricsWeb VitalsBy providing a coding agent access to the CLI, an agent can answer questions such as:For more details on how to use the CLI command and a complete list of supported metrics, dimensions, filters, and query options, explore the .documentationRe

now supports audio/voice. You can add realtime voice, text to speech, and speech to text with the same calls you already use for text, image, and video, routed through AI Gateway alongside every other modality.AI GatewayAudio launches with models from and . Each call gets the same provider routing, observability, spend controls, and bring-your-own-key support you already use for your other models.OpenAIxAIThese capabilities are in beta and available in 7.AI SDKRealtime, speech, and transcription

はじめにLINEヤフーで大規模データ処理基盤の開発を担当している浅沼と楊です。この記事では、秒間数万リクエストを処理する社内の HDFS（Hadoop Distributed File System）...

Vercel Sandbox snapshots now expire based on when they were last used, not when they were created. Active snapshots stay alive as long as workflows depend on them, while unused snapshots expire on their retention policy.Every time a snapshot is used, its expiration timer resets. This lets you set shorter retention windows without worrying that a snapshot will disappear between sessions, making it safer to build long-running workflows on top of Sandbox persistence.Learn more about Sandbox snapsho

are now live on AI Gateway. Realtime voice, text to speech, and speech to text are all available through the with the same routing, observability, and spend controls as your other models.xAI's audio modelsAI SDKThese capabilities are available on the AI SDK 7 release. A voice agent has two pieces: a server route that mints a short-lived token, so your API key never reaches the client, and a browser component that connects with it.Add the token route: this example sets to :modelxai/grok-voice-thi

now supports voice and audio models. You can build realtime voice agents, generate speech from text, and transcribe audio to text. This provides the same observability, spend controls, and bring-your-own-key support as text, image, and video models in AI Gateway, with no markup or platform fees. These capabilities are in beta and available via 7.AI GatewayAI SDKWith realtime support, a single model takes audio in and audio out, so a user can talk and hear a reply back in near real time instead o

はじめに サイバーエージェントのアニメ Tech STUDIO でソフトウェアエンジニアをしている、 ...

こんにちは、ソフトウェアエンジニアの渡邉（匠）です。 「カミナシ 設備保全」の開発に携わっています。 以前、「40,000行のAPIテスト作成で学んだClaude Code Skillsの育て方」という記事を書きました。 AI を使って大量の API テストを生成した話です。 今回はその土台になっている、テストそのものの構成を紹介します。 私たちのバックエンドの API テストは、数十のAPIを対象に、200 本を超えるファイル、1,000 件を超えるテストケースまで育ちました。 本記事の主題は、テストフレームワーク runn で書いた runbook の設計、なかでも「何を確かめるか」と「ど…

<blockquote cite="https://blog.jonudell.net/2026/06/28/doctor-it-hurts-when-agents-create-unreviewable-prs-dont-do-that/"><p><strong><del>Human</del> Agent in the loop</strong></p><p>I dislike the phrase “human in the loop” because it cedes authority to the machines. Let’s flip the narrative. It’s our loop, we work the same way we always have, now we recruit agents to join the team. An agent-assisted process need not be a black box that takes in p...

<p><strong><a href="https://www.hackyoursummer.org/">Hack Your Summer</a></strong></p>I learned about this initiative from DJ Patil this morning:</p><blockquote><p>It’s a 4-week, high-velocity production sprint for undergraduate students, graduate students, and recent graduates who want to build something real this summer.</p><p>You’ll learn how to identify a project, make steady progress, get support from mentors and peers, and ...

Flue は AI エージェントを構築するための TypeScript フレームワークです。ハーネス駆動のアーキテクチャを採用しており、エージェントの構築に必要な機能を包括的に提供しています。この記事では SRE エージェントを構築する例を通じて Flue の機能に触れていきます。

We are excited to announce Prettier 3.9!

<blockquote cite="https://www.hyperdimensional.co/p/what-should-be-done"><p>This is a bad state of affairs. Consider, in particular, some industry dynamics:</p><ol><li>Frontier models are trained at an enormous cost, and a significant fraction of that cost is recouped in the few post-release months that they are broadly available. After that period elapses, the models become sub-frontier, competition emerges, and margins compress. Every week of delay is eating into...

<blockquote cite="https://twitter.com/binarybits/status/2070527944817053862"><p>This is like saying there's no learning curve to being a manager because your employees will just do whatever you tell them to do.</p></blockquote><p class="cite">— <a href="https://twitter.com/binarybits/status/2070527944817053862">Timothy B. Lee</a>, on the idea that LLMs take no skill and have no learning curve</p> <p>Tags: <a href="https://simonw...

A look at npm's new 72-hour account freeze, what triggers it, what it blocks, and how it works alongside trusted and staged publishing. Category: News

<p><strong><a href="https://www.fernandoi.cl/posts/hackmyclaw/">What happened after 2,000 people tried to hack my AI assistant</a></strong></p>Fernando Irarrázaval ran a challenge on <a href="https://hackmyclaw.com/">hackmyclaw.com</a> to see if anyone could leak secrets held by his OpenClaw test instance by sending it email.</p><p>Surprisingly, after 6,000 attempts (and $500 in token spend and a Google account suspension triggered by ...

<p><strong><a href="https://nesbitt.io/2026/06/26/incident-report-cve-2026-lgtm.html">Incident Report: CVE-2026-LGTM</a></strong></p>Spectacular hypothetical incident report by Andrew Nesbitt.</p><blockquote><p><strong>Day 2, 16:00 UTC</strong> --- Two AI review agents from competing vendors, both attached to a downstream pull request bumping <code>foxhole-lz4</code>, enter a disagreement loop over whether the package...

<blockquote cite="https://openai.com/index/previewing-gpt-5-6-sol/"><p>We're beginning a limited preview of the GPT‑5.6 series: Sol, our flagship model; Terra, a balanced model for everyday work; and Luna, a fast and affordable model. Terra has competitive performance to GPT‑5.5 while being 2x cheaper and Luna brings strong capability at our lowest cost. [...]</p><p>We believe in broad access, and we plan to make GPT‑5.6 Sol, Terra, and Luna generally available in the co...

Looking for a Koi Security alternative after the Palo Alto acquisition? Compare competitors on device protection, platform breadth, and pricing.Category: DevSec Tools & Comparisons

GitHub joined the United Nations Development Programme in Ghana to explore how open source governance can support one of West Africa's most ambitious digital reform efforts. The post GitHub and UNDP team up to advance development priorities in Ghana with open source appeared first on The GitHub Blog.

A single root package.json can look simpler in an Nx monorepo but dependency hoisting hides ownership and can turn upgrades into confusing production build failures.

Miasma Mini Shai-Hulud hits @immobiliarelabs Backstage plugins, targeting GitLab and LDAP auth packages on npm.

Rspack 2.1 is now available, featuring support for the Rust version of React Compiler, import.meta.glob, Source Phase Imports, persistent cache cleanup, and multiple performance and output optimizations.

Maybe you don't need a traditional server to run a web app that needs a node server backend. Maybe the requests that need that can go to a cloud function on demand.

Rolldown paused Rust React Compiler integration after a 5MB binary size increase raised concerns about shipping React-specific code to all Vite users.

How GitHub's culture and benefits helped me be the best version of myself.The post Transitioning as a Hubber appeared first on The GitHub Blog.

By humans, for humansWe’re approaching—or arguably are in—an era where ‘made by humans’ is a differentiator. A notion that something beyond money and prompts was put into whatever the heck it is we’re using or consuming or enjoying. We should never lose sight of that.A social filesystemA very good explainer of how the AT protocol stuff actually works.I could've rickrolled the entire FIFA World Cup. All I needed was my ID.Actually mind-blowing read. Never use client-side only auth, pals.Context-a

Deno v2.9.0 以降で `deno desktop` コマンドが使えるようになりました。`deno desktop` コマンドは単一の TypeScript ファイルから Next.js プロジェクトまで、デスクトップアプリに変換できます。この記事では Deno でデスクトップアプリを作る方法について紹介します。

You can now query Web Analytics datapoints directly through the Vercel CLI. Using the command, you can pull page views, visitors, and custom events for your Vercel projects to analyze traffic, compare trends, and answer questions about site performance.vercel metricsBy providing a coding agent access to the CLI, an agent can answer questions such as:For more details on how to use the CLI command and a complete list of supported metrics, dimensions, filters, and query options, explore the .docume

Aikido's malware feed now blocks bad package versions in Composer by default. A look at how Packagist is closing whole classes of supply chain attacks.Category: Product & Company Updates

プレイドのインターン体験記。KARTE SignalsのAI分析チャットのGAリリースに向け、AIエージェント開発フレームワーク「Mastra」を用いたワーキングメモリの実装やプロンプト最適化、ハルシネーション抑制にフロントからバックエンドまで一気通貫で挑んだ、裁量権の大きい開発の裏側を綴ります。

LINEヤフーの技術カンファレンス「Tech-Verse 2026」の公式記事です。生成AIで作成された画像もはや最大のボトルネックはコーディング速度ではありません。問題は入力の断片化と、それらをつな...

LINEヤフーの技術カンファレンス「Tech-Verse 2026」の公式記事です。こんにちは。LINEヤフーで機械学習プラットフォームを開発している木原健太と袁逸凡です。今回は、LINEバイトの検索...

HighlightsNew option checkRelationalComparisons in no-constant-binary-expressionESLint v10.6.0 introduces a new option checkRelationalComparisons for the no-constant-binary-expression rule.When enabled, the rule reports relational comparisons using <, <=, >, or >= whose result is always constant based on their literal operands.For example:const value = "a" > "b"; // always `false`1Copy code to clipboard while (0 <= 0) { // always `true` /* ... */}123Copy code to clipboard Rule ...

Agents hit two walls: they are stuck in one repo, and they start every session blank. Polygraph is an agent-agnostic meta-harness that removes both, so your agents can work autonomously across your whole organization.

OAuth and OpenID Connect fixes, protected resources, DPoP, MCP package migration, SAML and SCIM updates, safer defaults, and more.

You can now view in your Vercel dashboard for , the open-source agent framework.The Agent Runs tab appears automatically for every eve project, surfacing trigger, duration, and token usage for each session at a glance. Drill into any run to inspect every turn, model call, and tool call in the conversation. Runtime errors that previously vanished into function logs now correlate to the failing step.Agent RunseveTwo views read the same data:Run data is encrypted by default. Retention scales with p

Explore how the GitHub Copilot agentic harness delivers strong results across multiple benchmarks and leading token efficiency, while maintaining flexibility to choose among more than 20 models.The post Evaluating performance and efficiency of the GitHub Copilot agentic harness across models and tasks appeared first on The GitHub Blog.

<p><strong><a href="https://www.schneier.com/blog/archives/2026/06/ai-and-liability.html">AI and Liability</a></strong></p>Bruce Schneier and Nathan Sanders on the recent <a href="https://the-decoder.com/landmark-german-ruling-declares-googles-ai-overviews-are-googles-own-words-and-makes-it-liable-for-false-answers/">German ruling</a> that Google be held liable for errors introduced in their AI overviews:</p><blockquote><p>AI age...

Mini Shai-Hulud expands into the Go ecosystem after hitting LeoPlatform npm packages and targeting GitHub Actions workflows.

<p><strong>Release:</strong> <a href="https://github.com/datasette/datasette-export-database/releases/tag/0.3a2">datasette-export-database 0.3a2</a></p> <p>An embarrassingly tiny release. The <code>pyproject.toml</code> had pinned to <code>datasette==1.0a27</code>, inadvertently making this plugin incompatible with all other Datasette versions. It's now <code>datasette>=1.0a27</code> instead.</p> <p&gt...

AI is on your roadmap, but ownership, governance, security, and maintenance are often unplanned. Here's what IT leaders need to account for.

Google released an AI “skill” at Google I/O last month called Modern Web Guidance. It’s essentially a folder of nested Markdown files that AI agents know how to read and use as part of their context window when they deem appropriate. This skill has a bunch of HTML/CSS/JavaScript information that guides AI to, hopefully, do […]