CVE-2026-52813 | An Aikido pentesting agent flagged a path traversal in Gogs. We escalated it to full RCE and reported two more bugs, all fixed in 0.14.3.Category: Vulnerabilities & Threats

LUX Sidecar adds context to RUM, while browser-tool fixes show why measurement conditions and small debugging details matter.

本記事は、Tech-Verse 2026で発表したセッション「AIを入れても、なぜ業務量は思ったほど減らないのか――Human-in-the-loopの限界とAI-Readyな業務設計」の内容を、LI...

Rails boot time is a DX metric in the AI age: meet require-profiler, learn to actually read sampling profilers, and see the pit stop that cut a 200-component monolith's boot by 40%.

You can now build bots for Instagram with the new for Chat SDK.Instagram adapterBots can send and receive DMs and media, render cards as quick replies and link buttons, show typing indicators, receive reactions, and handle story replies.The adapter connects through Meta's Instagram Messaging API and requires a professional Business or Creator account.Messages are buffered, so streamed responses send as one message when the stream completes. Meta enforces a 24-hour messaging window, so bots can o

Polypane 30 introduces Playgrounds so you can open directories as real HTTPS URLs in seconds, adds support for the Side Panel extension API…

UC Berkeley で開催された Agentic AI Summit 2026 の参加レポート。現地約 5,000 人・登壇者 150 名超のカンファレンスから、harness・評価基盤・セキュリティ・coding agent など Agentic AI の最前線を紹介します。

<p><strong><a href="https://www.modular.com/blog/mojo-open-source">Mojo🔥 is now open source</a></strong></p>The Mojo programming language has been promising an open source release <a href="https://simonwillison.net/2023/May/4/mojo/">since May 2023</a>. Last week they <a href="https://www.modular.com/blog/modular-26-5-mojo-1-0-is-here">shipped their 1.0</a> and today they have followed through on that original promise, releasing the co...

Teams building on can now create deployments directly from their users' GitHub repositories, without requiring them to install the Vercel GitHub App. When , pass a alongside . Vercel uses the token to retrieve the source and build the deployment.Vercel for Platformscreating a deploymentgitAccessTokengitSourceTokens should be read-only, scoped to the requested repository, and valid for 24 hours or less. Vercel temporarily stores the token in encrypted form so source retrieval can complete. The to

RFC 9234 lets routers reject route leaks on their own, using BGP Roles and the Only to Customer attribute. We measured who has deployed it, and found two Tier 1 networks unexpectedly stripping OTC.

Toolbox App 3.7 enables JVM memory optimization by default, improves the reliability of updates and session expiration recovery, and ensures compatibility with Windows Smart App Control. Action required: Update Toolbox App on Windows If you’re using an older version of the Toolbox App (3.4 or earlier) for Windows, update to v3.7 or later to keep […]

Matt Pocock's skills offers a suite of impactful skills to streamline AI integration in software development. These skills facilitate prompt refinement, project setup, and task management.

Agents need to run untrusted code, and the microVM has become the standard way to do it: a dedicated guest kernel per workload, isolated from the host and from every other workload on the same machine. But recent security research and real-world incidents have revealed that agents running untrusted code do not need to cross a VM boundary to escape containment; they only need one network path the security model failed to account for, which we explained in our post .A sandbox without a network bou

LUX Sidecar is a small SpeedCurve RUM plugin that adds browser and navigation context to your real-user performance data.

Tree View は階層構造を効率よく操作できる一方、ARIA ロールを付けるだけではアクセシブルになりません。WAI-ARIA APG を参考に、roving tabindex、矢印キー、選択、文字検索を備えた単一選択の Tree View を React で実装する方法を紹介します

こんにちは。自然言語処理エンジニアの石原です。Yahoo!ショッピングでは、ユーザーが目的の商品にたどり着きやすくなるよう、検索機能の改善を継続的に進めています。本記事では、その中から、直前の検索クエ...

We are excited to announce React Compiler support in Oxlint and Oxc Transform.Oxlint now includes 22 React Compiler-powered rules that use the compiler's validation passes to catch violations of the Rules of React.The package oxc-transform-react applies React Compiler's automatic memoization. It is more than 10 times faster than Babel in our preliminary benchmark.Integration with @vitejs/plugin-react is coming soon.Getting started ​Oxlint ​Enable the React plugin and its correctness rules:.oxlin

pnpm 11.21 and 11.22 teach pnpm install to update the lockfile in place for most everyday changes instead of re-resolving the whole dependency graph, stop recording SSH URLs that break installs on CI, make global installs switch over atomically and global interactive updates select whole install groups, add pnpm cache path, and take away a project's ability to relocate pnpm's machine-level state through pnpm-workspace.yaml.

The lets you run established coding-agent runtimes through one unified interface, so you can switch runtimes without changing your application code. Today we are adding Cline, which runs through the same interface as other supported harness.AI SDK harness layerHarnessAgent is the official harness adapter for Cline, implemented in collaboration with the Cline team.@ai-sdk/harness-clineCline runs fully in the host process and uses the sandbox as a remote filesystem and shell, so only its tools ope

is now available on AI Gateway.GLM 5.3 from Z.aiGLM 5.3 has improvements vs. GLM 5.2 at complex software engineering and at agent tasks that run across many steps, and it reaches those results while producing fewer output tokens than GLM 5.2 did at the same effort level.Z.ai also reports stronger vulnerability discovery, including reasoning across the successive stages of an exploitation chain. measures that work directly, scoring how reliably a model finds security vulnerabilities in applicatio

Vercel KMS lets you sign JWTs and arbitrary messages from your Vercel Functions using managed asymmetric signing keys, so private keys never live in your code or environment variables. Your function authenticates with its token, and the private key stays inside Vercel's key management service while verifiers use only the public key.Vercel OIDCWith Vercel KMS you can:Sign a token inside a function:Verify a token anywhere with a standard JOSE library, using the issuer's public JWKS:Set up an issue

<p><strong><a href="https://artificialanalysis.ai/models/qwen3-8-27b">Qwen 3.8 27B scores 52 on the Artificial Analysis Intelligence Index</a></strong></p>That's the same score as GPT-5.6 Luna (max), and just one point behind GLM-5.2 (max) and DeepSeek V4 Pro 0813 (max) - that GLM is <a href="https://huggingface.co/zai-org/GLM-5.2">753B</a> and that DeepSeek is <a href="https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro-0813">1.7T parameters...

The React team made a big splash recently when it announced the release of the Rust rewrite of React Compiler and said that it would be the new canonical version of the compiler going forward. I’ve been on the React Compiler train to enable reliable performance on my AI website builder Outlyne for almost a […]

Safari Technology Preview 250 fixed a subtle Web Inspector bug that overwrote page-authored Cache-Control request headers when the resource cache was disabled.

Chat is great for intent, but agent work gets lost in the scroll. Here is how I use canvases with my agentic workflows—and why your workflow also deserves a canvas.The post How canvases make agentic workflows visible, steerable, and cost-efficient appeared first on The GitHub Blog.

<p><strong><a href="https://www.404media.co/we-tracked-a-shipment-of-rare-books-it-ended-at-an-amazon-ai-training-facility/">We Tracked a Shipment of Rare Books. It Ended at an Amazon AI Training Facility</a></strong></p>Excellent piece of reporting from 404 Media. For a while now there have been stories of book dealers receiving orders for large volumes of books from apparently price-insensitive anonymous customers, widely suspected to be companies looking t...

Lea's pushing back on light/dark mode implementations that display three state options for visitors: light, dark, and system.Dark mode toggles: two states are enough originally handwritten and published with love on CSS-Tricks. You should really get the newsletter as well.

NIST disclosed an unreleased AI tool called V-etalon and opened a broad inquiry into NVD modernization after years of automation plans produced no public enrichment system.

株式会社タップルで内定者アルバイトをしている及川寛太 (@kanta_cky) です。 本記事では、 ...

A major OAuth and OpenID Connect expansion, updated MCP authorization, SCIM Groups and role projections, unified identity, device authorization, and more.

Pro customers can now connect repositories to Vercel. OriginOnce connected, pull requests on Origin will automatically generate Preview deployments on Vercel, and merging will trigger a Production deployment.You can connect Origin through , , or by clicking "Continue with Origin" when . Team settingsProject settingscreating a new projectYou can also connect Vercel to a repository from within Origin by adding Vercel in the repo's Apps tab. Vercel's integration is in public beta and Origin is in e

, the flagship of OpenAI's GPT-5.6 series, is 50% off on AI Gateway through September 18. The discount applies on the OpenAI provider to all token types, tiers, regions, and modes, and it is available only on requests running directly through AI Gateway (not BYOK).GPT-5.6 SolThe discount applies on the same terms everywhere else the model is priced: across every service tier, including fast mode, and to cached tokens, cache writes, long-context requests, and different regions.It covers requests

<p>I started building my <a href="https://tools.simonwillison.net/markdown-svg-renderer">markdown-svg-renderer</a> tool <a href="https://tools.simonwillison.net/colophon#markdown-svg-renderer.html">in May</a>, but I've since added enough features to it that it's worth talking about here again.</p><p>It's evolved into my ideal tool for sharing Markdown transcripts that include SVG documents. Given my <a href="https://simonwillison.net/tags/pelican-rid...

<p>Friday's big release was <a href="https://huggingface.co/Qwen/Qwen3.8-27B">Qwen 3.8 27B</a>, an Apache 2 licensed 27B parameter vision-capable LLM from Alibaba's Qwen research lab. I've been looking forward to this one: 27B is an excellent size for running a model on a reasonably specced laptop, and its predecessor <a href="https://simonwillison.net/2026/Apr/22/qwen36-27b/">Qwen 3.6 27B</a> was impressive.</p><p>Qwen's <a href="https://huggingface...

In his AI Council 2026 talk, Feross Aboukhadijeh covers recent package compromises, vulnerability discovery, and a more automated security model.

<blockquote cite="https://twitter.com/darioamodei/status/2088758819304443967"><p>I do agree that the public has a negative view of AI (and that this is a big problem), but I don’t think it is primarily caused by me or any other AI leader warning about AI’s risks. I think it is fundamentally a crisis of trust. I think that ordinary people don’t trust companies, governments, or the tech industry and always suspect that we are cooking up some new way to screw them over. The causes of t...

Chrome 151 で `` 要素が使えるようになりました。従来の `getUserMedia()` の問題を解決するために提案された新しい HTML 要素です。この記事では、仕様の概要と、実際に動かしてみた様子を紹介します。

ChainDrop npm worm: 444 packages and 2,212 versions poisoned, starting with [email protected]. Payload analysis, affected package list, IOCs, and remediation steps.

!主に Oracle がターゲットの記事ですが，「なぜ PostgreSQL や MySQL では問題にならないのか」を実測付きで掘り下げています。 Oracle ユーザ以外の方も是非ご一読ください。 はじめにある案件で，静的 SQL ジェネレータ（SQL ファイルを書くと型付きのアクセサコードを生成してくれるタイプのツール）を採用していたバックエンドを，SQL テンプレート方式に載せ替えました。きっかけは「条件分岐の多い検索クエリが，どう頑張っても Oracle でまともな実行計画にならない」という， EXPLAIN を適用して初めて顕在化した性能問題です。 調べていくう...

How to deny Google Antigravity's agent access to your .env in the IDE and the CLI, how to verify it worked, and the settings around it that matter.

Team PCP exfiltrated 78,330 secrets from 2,186 organizations via CI/CD pipelines. Analysis of the CloudSEK disclosure, why attackers target CI/CD, and how to defend.

<p><strong>Tool:</strong> <a href="https://tools.simonwillison.net/cors-chat">CORS Chat</a></p> <p>I built this today (<a href="https://gist.github.com/simonw/92a1d97773744b45bf259e003013cf36">with GPT-5.6-Sol xhigh</a>) to help test Qwen 3.8 27B running in LM Studio on both my M5 MacBook Pro and an NVIDIA DGX Spark.</p><p>It provides a web UI for exercising an OpenAI-Responses-compatible chat endpoint. I've tried it against LM S...

Web Components を利用してアプリケーションを構築する際に、異なるコンポーネントライブラリが同じ名前のカスタム要素を定義していると、名前の衝突が発生します。Scoped Custom Element Registries を使用すると、同じページの異なるスコープで同名のカスタム要素に別々の実装を登録できます。この記事では Scoped Custom Element Registries について紹介します

<p><img src="https://static.inaturalist.org/photos/716984157/large.jpg" alt="Northern Gannet"></p><p>Northern Gannet, in Pillar Point Harbor, CA, US</p><p>This is Morris.</p><p>Morris is a local celebrity: the only known Northern Gannet (<em>Morus bassanus</em>) in the entire Pacific Ocean.</p><p>They showed up in the Farallon Islands off the coast of San Francisco <a href="https://baynature.org/magazine/spring2017/atlan...

<p><strong><a href="https://softwaredoug.com/blog/2026/08/10/hypothetical-classifications">Don't classify. Hallucinate!</a></strong></p>I still have quite a bit of older content on my blog that I never got round to tagging. My blog has <a href="https://simonwillison.net/">1,856 tags</a> - likely too many to feed to an LLM in one go and say "which of these tags match the following content".</p><p>Doug Turnbull has a neat soluti...

Compare enterprise SCA tools for 2026: Aikido, Sonatype, Snyk, Endor Labs, Checkmarx, Black Duck, and Veracode on intelligence, remediation, and compliance.Category: DevSec Tools & Comparisons

Compare the top enterprise DAST tools of 2026 on authenticated coverage, API discovery, exploit validation, governance, compliance, and AI pentestingCategory: DevSec Tools & Comparisons

See how four GitHub agent apps can help you scope, secure, roll out, and ship a feature across the SDLC–all without leaving GitHub. The post How to bring your software delivery workflow into GitHub with agent apps appeared first on The GitHub Blog.

Vercel CDN now supports Encrypted Client Hello (ECH) for domains managed by Vercel DNS. ECH encrypts the Server Name Indication (SNI) in the TLS handshake, the last part of an HTTPS connection that revealed which hostname a client was connecting to. With ECH, network observers see a connection to Vercel's shared ECH hostname, .vercel-ech.comECH is managed at the platform level and automatically enabled selectively where supported, starting in the US for a limited number of TLDs, and expanding to

Compare the top unified security tools of 2026: Aikido, Cortex Cloud, Wiz, Checkmarx, Snyk, and Orca, across coverage, correlation, governance, and cost.Category: DevSec Tools & Comparisons

Plus, how to style skeleton UIs, how to enable diagonal scrolling, how images can overflow themselves, and yet, still more. Basically, how to do a lot of really cool (CSS) stuff.What’s !important #17: Custom Highlight API, CSS Navigation Matching, Fixing text-stroke, and More originally handwritten and published with love on CSS-Tricks. You should really get the newsletter as well.

Cloudflare Gateway identifies MCP requests using protocol-level heuristics. Security teams can use that signal to find shadow MCP traffic, enforce Portal-only access for approved servers, and block direct connections on managed network paths.

Introducing Cloudflare Access for Workers. Attach an Access policy directly to a Worker and it applies everywhere that Worker runs — routes, custom domains, workers.dev, and previews — automatically.

Cooking NotebookJosh Nesbitt is an immense cook, trust us, and they've compiled some great recipes for this very nice website. They're using tabular recipe layouts, which is also a nice touch.Keeping type consistent in changing conditionsYet another article packed with sage advice from Elliot Jay Stocks here.Doodle ScanThis is cool! The method for removing the background from scanned images is really smart too.I recently sat down for coffee with one of my oldest friends in the industryBoth a hum

少し前の出来事になるのですが、2026/07/24 に TSKaigi Mashup Kansai #2 というイベントに参加してきました。アウトプットの仕方や姿勢の話、Effect の話、TSKaigi のイベント運営の裏話といった発表がありました。どれも興味深い話で面白かったです。 かくいう僕も「Flow は今どうなっているか」というタイトルで発表しました。 speakerdeck.com Flow はもはや新規開発で避けられる技術となっていますが、今も開発が続き、進化しています。その進化は実は TypeScript にも影響を与えているのです。Flow で今どういった変化が起きているのか…

This release is about speed you can feel and visibility you can graph. The async engine we've been

<p><strong>Release:</strong> <a href="https://github.com/simonw/sqlite-utils/releases/tag/4.2.1">sqlite-utils 4.2.1</a></p> <p>Fixes a crashing bug in <a href="https://simonwillison.net/2026/Aug/13/sqlite-utils/">sqlite-utils 4.2</a>. I'd introduced code that looks like this:</p><pre><code>from typing_extensions import Self</code></pre><p>It turned out the <a href="https://pypi.org/project/typing-extens...

We don't NEED JavaScript to adjust tooltip timing displays. Super modern CSS and HTML has this covered simply, and we can do fully successful fallbacks.

Safari Technology Preview Release 250 is now available for download for macOS Golden Gate and macOS Tahoe.

Thinking about UX, a slight delay on a simple tooltip can be nice so that mousing over something quickly doesn't trigger it, but if there are related tooltips nearby, maybe we don't need to wait.

<p><strong>Release:</strong> <a href="https://github.com/simonw/sqlite-utils/releases/tag/4.2">sqlite-utils 4.2</a></p> <p>Lots of improvements in this one relating to the <a href="https://sqlite-utils.datasette.io/en/stable/python-api.html#transforming-a-table">table.transform() feature</a>, which adds support for complex alter table operations by creating a fresh table, copying across the data and then dropping and replacing the old one.&l...

Cloudflare's data shows a clear impact on Internet traffic from Iceland to Spain and Portugal, following the path of totality of the total solar eclipse that occurred on August 12, 2026.

<p><strong>Release:</strong> <a href="https://github.com/simonw/llm-gemini/releases/tag/0.33">llm-gemini 0.33</a></p> <p>It's been a while since the last <code>llm-gemini</code> release. This version of the plugin adds support for today's <a href="https://blog.google/innovation-and-ai/models-and-research/gemini-models/introducing-gemini-3-7-flash/">Gemini 3.7 Flash</a> release, plus <code>gemini-3.6-flash</code>, <...

The GitHub Universe session catalog is live. Explore interactive workshops, community talks, demos, and panels. Plus, register before August 19 to save $300.The post Your guide to GitHub Universe 2026 is here: The schedule just launched! appeared first on The GitHub Blog.

A new federal program will let vetted U.S. cybersecurity firms help investigate and disrupt foreign cybercrime groups under government direction.

See how the open source projects in Session 4 of the GitHub Secure Open Source Fund combined AI-assisted workflows, maintainer expertise, GitHub security tools, expert guidance, and funding to improve project security. The post What 50 open source projects taught us about security in the AI era appeared first on The GitHub Blog.

An autonomous AI breach at Hugging Face and Anthropic's Fable suspension show the same thing: trusting a vendor isn't the same as being in controlCategory: News

Cloudflare's Certificate Transparency Monitoring is now generally available. The biggest change: we no longer email you about certificates Cloudflare issued for your domain, so when an alert lands in your inbox, it's worth a look.

For a long time, I've included last.fm and Open Scrobbler links on each music collection item's detail page in some shape or form because those are pretty straightforward to render, but something I really wanted on this new website was provide more links for different platforms.The more my music collection helps people discover music away from algorithmic recommendations, the better. A good way to do that is to provide as many links as possible to services that people use. I already covered this

New EU guidelines, why AI sparkles aren’t enough, when AI labels are required, and what the rules mean for AI-powered features and products.

こんにちは。LINEヤフー株式会社の佐野です。2026年7月6日〜9日にポーランド・ワルシャワで開催された useR! 2026 に参加してきました。私自身は初めての参加です。弊社は過去にも参加してお...

The best way to learn is by shipping product to users in production, and that's why we don’t treat our interns as temporary guests. Every intern at Vercel is expected to operate like a core part of our engineering team from day one.This past winter, we welcomed a small cohort of those interns to our headquarters in San Francisco. Over an intense four months, they contributed to some of our most important products: the CDN, v0, financial infrastructure, AI Gateway, and more. They shipped features

<p><strong>Release:</strong> <a href="https://github.com/simonw/alchemy-utils/releases/tag/0.1a1">alchemy-utils 0.1a1</a></p> <p>Performance boost for DuckDB exports and CSV imports, <a href="https://simonwillison.net/2026/Aug/12/alchemy-utils/">see here</a>.</p>

こんにちは、フロントエンドエンジニアのやなぎ（@apple_yagi）です。 PR TIMESでは、2023年からPlaywrightを用いたVisual Regression Test（VRT）を運用しています。VRT […]

SvelteKit 3 is now in the Release Candidate phase. If all goes well — meaning that people like you try it out and find that it works as expected — we will follow it up with a stable release in the near future, with no further breaking changes.But there are some breaking changes since SvelteKit 2. We’re taking advantage of this release to prune some of the weeds in the codebase and lay the groundwork for SvelteKit’s continued evolution, more on which below.To migrate an existing app, you can use

, the open-weights coding model from Z.ai with a 1M-token context window, is free for agents through August 27, served by on .GLM 5.2eveBlackbox AIAI GatewayNew eve agents come with GLM 5.2 as their default model. Use to get started.npx eve@latest init my-agentExisting agents can benefit from this as well with a one-line change in :agent/agent.tsOr run from the CLI:eve setAfter August 27, GLM 5.2 stays available on AI Gateway at standard provider rates.Try GLM 5.2 in the .model playgroundRead mo

from Google is now available on for 50% off till December 31st, 2026.Gemini 3.7 FlashAI GatewayGemini 3.7 Flash improves on prior Flash models at software engineering and agentic work. It resolves issues more reliably and spends less time stuck in failed agent loops, which matters on long tool-calling sequences where one derailment costs the rest of the run. It also generates desktop and web application code directly from design mocks, with closer adherence to the source design.To use Gemini 3.7

Team owners and members can now upgrade all projects using Node.js 20 or earlier to Node.js 24 with one click from the Vercel Dashboard.This updates the . If your project also defines a version in , you'll need to update it manually. Existing deployments are not affected.Node.js version in project settingspackage.jsonView and upgrade deprecated Node.js projects now.Read more

The lets you run established coding-agent runtimes through one unified interface, so you can switch runtimes without changing your application code. Today we are adding Grok Build, which runs through the same interface as every other supported harness.AI SDK harness layerHarnessAgent is the official harness adapter for Grok Build, built on top of ().@ai-sdk/harness-grok-build@ai-sdk/harness-acpthe ACP harness adapterRead the to get started.Grok Build harness documentationThe full supported list

The now supports any Agent Client Protocol (ACP)-compatible harness with through the new package.AI SDK harness layerHarnessAgent@ai-sdk/harness-acpPreviously, every harness adapter wrapped one specific runtime (Claude Code, Codex, Pi, Deep Agents, OpenCode). wraps the protocol instead. It is a meta adapter: rather than adapting a single harness, it lets you build an adapter for any harness that ships an ACP-compatible package.@ai-sdk/harness-acpImplement a harness by passing that package to and

is now available on the as a native integration. ExaVercel Agent MarketplaceExa's neural search engine delivers high-quality, relevant results to ground AI in fresh, current information. Add Exa to your Vercel app in seconds to power search, research agents, and context-aware features. The Vercel integration provides a single API key that works across all Exa products, with billing handled directly through your Vercel account.Install Exa from the or deploy the to see Exa's instant search, deep a

<p><strong><a href="https://openrouter.ai/deepseek/deepseek-v4-pro-0813">DeepSeek V4 Pro 0813 (on OpenRouter)</a></strong></p>The latest DeepSeek Pro model is now available, via API only. I had to link to OpenRouter because DeepSeek don't have any obvious announcement page for their new model.</p><p>I haven't been able to confirm if they plan to release the open weights, but given the weights are available for both April's <a href="https://hugg...

In July, we experienced eight incidents that resulted in degraded performance across GitHub services.The post GitHub availability report: July 2026 appeared first on The GitHub Blog.

<p><strong>Release:</strong> <a href="https://github.com/simonw/alchemy-utils/releases/tag/0.1a0">alchemy-utils 0.1a0</a></p> <p>I've long pondered what a database agnostic version of my <a href="https://sqlite-utils.datasette.io/">sqlite-utils</a> Python library and CLI utility might look like. This morning (literally a shower project) I tasked Codex and GPT-5.6 Sol Ultra with building a prototype:</p><blockquote><p><co...

Learn how to write your first prompt in the GitHub Copilot app, choose the right context and model, and start your first task with confidence.The post GitHub Copilot app for Beginners: Write your first prompt appeared first on The GitHub Blog.

AI contributors are already in your queue. AutoGPT maintainer Nicholas Tindle shares the repo instructions, gates, and boundaries that keep maintainers in control.The post Your contributors are AI-first now. Is your project? appeared first on The GitHub Blog.

Nice bookmarkable page with classy examples of two-state transitions from Jakub Antalik.

Two StepSecurity controls show every CI job and developer machine that still installs from public registries. Once you can see them, you can block public registries in CI and centrally set the registry configuration on every developer machine.

<blockquote cite="https://blog.florianherrengt.com/ai-removing-middle-class-software-engineering.html"><p>But then users start to report a weird bug. It's the 4th time your team has been trying to fix it. I mean... asking AI to fix it. Unfortunately, it seems like not even Fable can figure it out.</p><p>You go talk to the person who worked on this feature.</p><p>"So where does the data come from?"</p><p>"Hmm... actually I don't know. Let me ask Cl...