Attorneys for 15 Minnesota residents facing federal conspiracy charges have obtained evidence of a sweeping, possibly unconstitutional spying operation carried out by Immigration and Customs Enforcement against left-wing social movements in Minnesota and beyond.

Among the records revealed during the discovery process in these cases are dozens of reports, audio transcripts, emails, intercepted Signal chats, photographs, database queries, and more.

They reveal the inner workings of the domestic terrorism investigations, running under the names Project Whipple Shield and Operation Puppet Master, authorized by the controversial National Security Presidential Memorandum 7.

Published following Ch…

A TV repair technician in the UK, Allen Fleckney, keeps posting variations of the same video, and it keeps going viral.

It was reported by Cybernews and Digital Trends, and you can watch him do it on his own TV Repair Community channel.

One LED out of dozens takes the whole television with it, while the panel behind it still works.

Back to the television#A backlight LED drifting out of spec after a few years is a textbook expected failure.

But every one of them is downstream of the decision the TV firmware got wrong.

Aerial footage shows the damaged trains surrounded by firefighters, police and rescue teams in a flat, rural landscape.

ADVERTISEMENT ADVERTISEMENTThe collision involved a RENFE train carrying 397 passengers and an IRYO service with 147 people on board.

Emergency workers concentrated on reaching victims in the two worst-damaged carriages, while injured passengers were taken to nearby hospitals.

It was Spain's second major rail tragedy of 2026, following a January collision in southern Spain that killed 45 people.

That earlier accident had already raised concerns about safety on the country's extensive high-speed rail network.

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About the compromised eMudhra intermediate CAsApple is blocking the compromised certificates automatically.

Since 19 October 2026, Apple has been blocking the certificates of the compromised eMudhra intermediate Certification Authorities (CAs) that issue TLS certificates, and is making additional updates to this block.

What happenedThe private keys of eight intermediate CAs operated by eMudhra were compromised.

Afterward, tools that use only this file might not be able to verify some websites whose certificates chain to these root CA certificates through intermediate CAs that weren't affected.

Blocked certificatesCertificate Issued by SHA-256 fingerprint EM EV TLS CA - G3B emSign Root TLS C…

← Main PageApple's git still trusts the compromised eMudhra certificatesApple was notified of the eMudhra incident on 17th October.

As of 28th October, the developer tools Apple ships with macOS, including git, curl and python3, still trust the compromised certificates.

To check whether your git is affected, run:git ls-remote https://git-emudhra.we-have-a-problem.com/check.gitA certificate error means your git is protected.

If git lists a commit, your git is affected.

The -c option redirects github.com to our test server for this one command only.

Imagine coming across a TikTok post calling you to protest for better public schools.

Around 20 TikTok accounts linked to the anonymous Blocus platform had promoted gatherings across Spain, inviting young people to mobilise.

The TikTok accounts that spurred these particular protests have since been deleted, along with all of their posts and content.

Fake protest, real consequencesRegardless of who coordinated the protest, Barcelona’s images have been weaponised and turned into political ammunition.

While a clearer picture may emerge on foreign interference, the overall result in the here-and-now is one of chaos, confusion, and distrust.

std :: unordered_map < std :: string_view , Method > methods = { { "GET" , Method :: GET }, { "POST" , Method :: POST }, { "PUT" , Method :: PUT }, { "DELETE" , Method :: DELETE }, { "PATCH" , Method :: PATCH }};It works.

If you know all of your keys ahead of time, you can construct a hash function designed for your keys, a function that never produces a collision.

It is called a perfect hash function.

#include using namespace ConstexprCore ; enum class Method { GET , POST , PUT , DELETE , PATCH }; constexpr auto methods = make_perfect_map < kv < "GET" , Method :: GET > , kv < "POST" , Method :: POST > , kv < "PUT" , Method :: PUT > , kv < "DELETE" , Method :: DELETE > , kv < "PATCH" , Met…

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Wealth Inequality in America Drawn to scaleEach column above is 1% of American households, lined up from poorest to richest.

Picture each one as a stack of $100 bills: the median household’s stack is about 9 inches tall.

The average top-1% household’s is 145 feet, and it keeps getting taller and taller… Inspired by Politizane’s video Wealth Inequality in America.

Top 1%: average, Federal Reserve Distributional Financial Accounts, Q1 2026.

“Think” and “Ideal”: Norton & Ariely (2011), spread across percentiles for illustration.

AA-AnalystAgent is reported as a standalone leaderboard and is not a component of the Artificial Analysis Intelligence Index.

AA-AnalystAgent is Artificial Analysis' end-to-end data analysis benchmark.

AA-AnalystAgent is reported as a standalone leaderboard and is not a component of the Artificial Analysis Intelligence Index.

just the number or label), without explanation Each response is graded binary correct or incorrect against the held-out reference answer.

Grader Prompt: Every (model, question) response is sent to an LLM judge with the following prompt, interpolating the original question, the held-out reference answer, and the agent's submitted answer.

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GitHub Actions ToolkitThe GitHub Actions ToolKit provides a set of packages to make creating actions easier.

Read more herenpm install @actions/glob☎️ @actions/http-clientA lightweight HTTP client optimized for building actions.

Read more herenpm install @actions/github💾 @actions/artifactProvides functions to interact with actions artifacts.

Read more herenpm install @actions/artifact🎯 @actions/cacheProvides functions to cache dependencies and build outputs to improve workflow execution time.

While GitHub Actions remains a key part of this vision, we are allocating resources towards other areas of Actions and are not taking contributions to this repository at this time.

Alongside Intelligence Index v5, we’re launching the Artificial Analysis Progress Index v1, which tracks model capability over time on one continuous scale.

Claude Opus 5.5 (max) leads at 46%, followed by GPT-6 Astra (max), GPT-6.1 Terra (max) and Claude Sonnet 5.5 (max), all at 42%.

GPT-6 Astra (max) leads at 63%, followed by Claude Opus 5.5 (max) at 59% and GPT-6.1 Sol (max) at 58%.

Claude Opus 5.5 (max) leads at 68%, followed by GPT-6 Astra (max) at 64% and Claude Fable 5.1 (max) at 60%.

Claude Opus 5.5 (max) costs $10.04 per Intelligence Index task, GPT-6 Astra (max) $6.24 and GPT-6.1 Sol (max) $1.27.

A programmer can point at any line of code and see who wrote it, when, and what the file looked like on any past day.

The US codeOutside the titles Congress has enacted as positive law, the code is only prima facie evidence of the law, and the Statutes at Large govern where the two differ.

When a change took effect is often in a separate effective-date note, and where Congress said nothing the default rule is that a law takes effect on the day it is enacted.

Each change then carries the law and the date it took effect: 261 took effect on enactment by default, 72 by an effective-date note and 29 by a date in the amendment itself.

Each change links to the law’s own words, and for anything tha…

Moxnox v1.0Moxnox is an NT-like, POSIX-compatible hobby OS which runs on btrfs and is capable of self-hosting.

The "EFI" file is actually a polyglot file that also conforms to the Linux boot protocol, so it should also work on non-EFI GRUB.

Hardware supportFor amd64, everything is compiled for x86-64-v3, which covers more or less anything manufactured since 2015 or so.

Unfortunately there is no raspi5 machine type in qemu, but I have had success with virt , and sbsa-ref works too.

To build on Moxnox, as above, but you don't need a toolchain file: cmake -GNinja .. . gcc , rust , hexyl , and ripgrep can't yet be compiled in Moxnox, but everything else works (eventually).

China Policy Data — Shanghai grants & subsidiesA free, machine-readable feed of Shanghai government grant, subsidy and policy notices, refreshed daily.

Live feed: https://shituapp.com/dot/api/programs.json Landing page: https://shituapp.com/dot/en/api.htmlWhat's inside~150 notices collected from nine official Shanghai sources — science & technology commission, commerce commission, human resources bureau, development & reform commission, IP office, transport commission and the municipal government portal.

For each, output title, deadline, daysLeft and the official URL.

The underlying notices are public government information; the original Chinese notice at each url is authoritative.

Confirm …

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← Main PageApple's git still trusts the compromised eMudhra certificatesApple was notified of the eMudhra incident on 17th October.

As of 28th October, the developer tools Apple ships with macOS, including git, curl and python3, still trust the compromised certificates.

To check whether your git is affected, run:git ls-remote https://git-emudhra.we-have-a-problem.com/check.gitA certificate error means your git is protected.

If git lists a commit, your git is affected.

The -c option redirects github.com to our test server for this one command only.

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AlpineBSD is an operating system based on the NetBSD kernel with a userspace inspired by Alpine Linux and the objective of making it possible to use as little AI-generated software as possible.

There is no LLM output included in the base system or main package repository (AlpineBSD AI policy).

You cannot necessarily expect AlpineBSD to work on any random computer you have lying around.

AlpineBSD is not a fork of Alpine Linux, its package collection is original (though many packages are ultimately based on aports).

Currently, AlpineBSD uses s6 and we intend to add OpenRC as an alternative.

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This month, I laid the traditional coding interview to rest.

The coding interview was, despite its ubiquity, never popular.

This post is my best advice for junior engineers, though “junior” is the wrong word.

If you’re working on infrastructure or tooling, you have the benefit of never having learned all the reasons things are considered “impossible”.

The future is brightI don’t think the coding interview is going to come back.

Peel is a free, open source app for macOS that uninstalls apps together with the files they leave behind, and tells you why each file belongs to the app.

Open Peel, choose the app under Applications, look over what Peel found, and click Move to Trash.

You can also Control-click the app in Finder and choose Uninstall with Peel, once the Finder extension is on in System Settings.

When is the space Peel frees really free?

A copy Homebrew installed updates the same way, and brew upgrade --cask peel updates it too.

std :: unordered_map < std :: string_view , Method > methods = { { "GET" , Method :: GET }, { "POST" , Method :: POST }, { "PUT" , Method :: PUT }, { "DELETE" , Method :: DELETE }, { "PATCH" , Method :: PATCH }};It works.

If you know all of your keys ahead of time, you can construct a hash function designed for your keys, a function that never produces a collision.

It is called a perfect hash function.

#include using namespace ConstexprCore ; enum class Method { GET , POST , PUT , DELETE , PATCH }; constexpr auto methods = make_perfect_map < kv < "GET" , Method :: GET > , kv < "POST" , Method :: POST > , kv < "PUT" , Method :: PUT > , kv < "DELETE" , Method :: DELETE > , kv < "PATCH" , Met…

Defenders across the world face the burden of responding to yet another botched code-execution vulnerability, this time in boot-time firmware used by most of the world’s server vendors and data centers.

Project Mu, Microsoft’s hardened EDK2 fork, used the code containing the vulnerable component as well.

Once the post came to the attention of the discovering parties, TianoCore Project members published a public advisory last week.

Further compounding the urgency, patching UEFI code vulnerabilities in millions of end devices sold and used by thousands of hardware makers and cloud providers is cumbersome and time-consuming.

Word of the vulnerability comes six days after another botched disclo…

Goodhart’s law, that any measurable target stops being useful when people start optimizing for it, very much holds in database benchmarking.

We now see the same problem with the ClickBench benchmark, heavily accelerated by today’s use of AI code generation.

That is a great performance boost, of course, and works for this benchmark, but can produce wrong results.

For database benchmarking that could mean keeping the actual benchmark queries secret and only publishing a representative sample for development, or, even better, generating a fresh workload for every evaluation round.

SQLStorm already uses generated queries, so producing a new query set from time to time would be fairly easy.

I worked on this project for a year or so.

During that time I was chasing some nasty bugs in the simulated usb-disk device that caused my Windows boot to end up in a blue screen.

32 bit pattern in a freshly installed windows 7 file system – I found it on no less than 16 places in a 20GB file system.

Thanks to a friend with a good eye and useful resources, I finally learned that Windows does this write on purpose to offer some kind of break-point for a debugger.

In other words it was a really hard to track down bug in the simulated device.

Scalable Vector GriefPublished: Tuesday, 27 October 2026 at 14:29 UTCUpdated: Tuesday, 27 October 2026 at 14:29 UTCI tested eight popular SVG sanitizers and bypassed six of them.

I'll also show you how to get Safari to import a GIF as SVG and execute JavaScript from it.

This is a pretty epic technique: you can get JavaScript execution from an XSLT stylesheet without needing a separate file.

Inside it, XSLT's document() function loads a second data URL, URL encoded again, containing an XHTML with an onerror handler.

index.svg:test.png:Alas, you can't make a true SVG/image polyglot because SVG is a little too strict.

Aoyon Ashraf / CoinDesk:

Google unveils Google Multi-Party Compute (MPC), a digital-asset custody and security service in private preview, set for commercial availability in early 2027 — Google to showcase a new security system designed to help banks and other financial institutions safeguard and move cryptocurrencies …

Chris Welch / Bloomberg:

Samsung unveils the $229 Galaxy Buds On, its first open-fit, C-shaped cuff earbuds to compete with Sony and Bose, designed with AI's help, shipping November 6 — Samsung Electronics Co. unveiled its first pair of cuff-style earbuds, adding to a growing category that includes products from Sony Group Corp. …

Katherine Hamilton / Wall Street Journal:

Etsy reports Q3 revenue up 11% YoY to $692.5M, above $668M est., net income of $853.5M after selling Depop, and gross merchandise sales up 9% YoY to $2.65B — The online marketplace operator's revenue rose 11% to 692.5 million in the third quarter — Etsy logged higher sales in the third quarter …

Chris Welch / Bloomberg:

Amazon unveils the $500 Echo Show 16, the $200 Echo Time alarm, and the $200+ Alexa Photo Frame, raises smart speaker prices, and previews Alexa Home Map — With its latest devices, including a smart bedside alarm clock, Amazon looks to cement Alexa's presence in every room of the home

Mariella Moon / Engadget:

Meta quietly launched Waddle World, a Tamagotchi-like, AI pet-rearing game, in the Philippines in September, calling it a “daily journal disguised as a pet” — But it's only available in the Philippines for now. — Looks like a big part of Meta's AI strategy is to rely on …

Rachel Yeo / Bloomberg:

Chinese AI chipmaker Moore Threads reports Q3 revenue up 1,774% YoY to ~$240M and a ~$7.4M net profit; Moore is building a domestic 100K-GPU cluster with JD.com — AI chipmaker Moore Threads Technology Co. said sales grew 1,774% in the three months through September, buoyed …

Financial Times:

Sources: Anthropic's seven cofounders remain extremely influential and personally tight; Daniela Amodei, who runs operations, is seen as a good balance to Dario — Anthropic's seven billionaire co-founders are set to gain collective control over one of the world's biggest companies following …

Sarah Brager / San Francisco Chronicle:

A US federal grand jury indicts OpenAI engineer and Saudi national Abdulrahman “Abdul” Alfozan on a felony charge of interception of oral communications — The OpenAI engineer accused of bugging a conference room in San Francisco used by company executives was indicted Tuesday, according to a court filing.

Marissa Newman / Bloomberg:

AI and cloud cybersecurity startup Upwind Security raised $400M led by Bessemer at a $3.8B valuation, up from $1.5B in January, for $830M in total funding — Upwind Security, a San Francisco-based startup offering cybersecurity for artificial intelligence and cloud applications …

Financial Times:

How the UK's Slough, a town on the borders of west London, became the largest data center hub in Europe, hosting 40+ facilities, as locals seek more benefits — The UK council overseeing Europe's data centre capital has asked companies to provide more benefits for local people …

Dawn Kopecki / Reuters:

Email: a hacker attack forced the FEC to temporarily take its filing system offline around 10pm ET on Monday, blocking groups from submitting reports — The US Federal Election Commission's website was targeted by a hacker or hackers, according to an email seen by Reuters …

Corrie Driebusch / Wall Street Journal:

Letter: Senator Elizabeth Warren asks Dario Amodei for “exhaustive responses” to four pages of questions by November 3 regarding existential risks in its S-1 — The Democratic senator told the AI giant to answer four pages of questions about its IPO filing by Nov. 3

Rozanna Latiff / Reuters:

Malaysia says it seized ~$12.11M worth of AI chips this month, as authorities close in on a syndicate suspected of smuggling through the country's main airport — Malaysian customs said on Wednesday that it had seized about 49.5 million ringgit ($12.11 million) worth of advanced artificial intelligence chips …

Anthropic:

Research: professional analysts followed AI agents' randomly assigned “leans” on subjective analytical decisions 86% of the time; 77% used the agents' arguments — Amaç Herda&gbrevedelen, Hailey Joren, Alex Tamkin — When experts hand their work to an AI agent …

Teddy Rosenbluth / New York Times:

Lawsuit: the parents of a 31-year-old say OpenAI's GPT-4o guided her through an aggressive tapering plan off epilepsy meds, leading to her death in February — The chatbot helped a woman taper off a lifesaving drug and hide the plan from her doctors. — 1.3k

Leslie Picker / CNBC:

S-1: Anthropic had $112.4B in cash and $19.3B in short-term investments on June 30, surpassing every non-bank US company except Berkshire Hathaway and Alphabet — Anthropic has more cash than almost every company in America. — The nearly 6-year-old artificial intelligence lab disclosed …

New York Times:

How Silicon Valley billionaires raised $333M+ to try to defeat a 5% California wealth tax; Patrick Collison's $33M is his most serious campaign engagement yet — Every Tuesday for the last few months, two dozen of the world's richest people or their advisers hop onto a conference call and plan for war.

Jesse Hamilton / CoinDesk:

The CFTC files a legal challenge to block Utah's attempt to restrict prediction market betting, asserting it is the sole US regulator of prediction markets — The U.S. agency that oversees derivatives has filed a federal legal challenge to halt Utah's attempt to stop prediction market betting in its state …

Simon Sharwood / The Register:

SK Hynix expects memory shortages to persist through at least 2030; it has long-term deals with 14 major buyers for 50%+ of its output in 2027 and 2028 — Korean memory-maker SK Hynix has predicted memory shortages will persist until at least the year 2030 and says that will help it to boost …

Financial Times:

Sources: TPG is in talks to acquire UK-based Ark Data Centres, which operates 27 data centers in the UK and Belgium, from Elliott Management at a ~$5B valuation — US private capital group in talks with Elliott over what would be among the booming sector's biggest deals this year

Nikkei Asia:

Industry insiders say PCBs and chip substrates are key supply constraints for consumer electronics makers as AI demand increasingly eats up production capacity — TAIPEI — As executives at PC makers, including HP and Dell, map out their supply needs for 2027, a mundane component has emerged as an unlikely concern.

Reuters:

Sources: CXMT plans to start HBM3E production despite yields of just 20% to 30%; its HBM3E performance is closer to that of SK Hynix's previous-gen HBM3 chips — China's CXMT plans to start production of HBM3E, an advanced type of high-bandwidth memory chip used with AI processors …

How likely Google AI Overviews, AI Mode, ChatGPT, Perplexity and Gemini are to cite your pages.

How likely Google AI Overviews, AI Mode, ChatGPT, Perplexity and Gemini are to cite your pages.

Claude SEO is built from 26 sub-skills and 19 specialist agents, and up to 17 agents work on your site at the same time.

Claude SEO detects the type of business (SaaS, local, e-commerce, publisher or agency) and adjusts its checks.

How does it help with AI search like Google AI Overviews and ChatGPT?

Karpathy-Inspired Claude Code GuidelinesCheck out my new project Multica — an open-source platform for running and managing coding agents with reusable skills.

Follow me on X: https://x.com/jiayuan_jyA single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.

They don't manage their confusion, don't seek clarifications, don't surface inconsistencies, don't present tradeoffs, don't push back when they should."

InstallOption A: Claude Code Plugin (recommended)From within Claude Code, first add the marketplace:/plugin marketplace add forrestchang/andrej-karpathy-skillsThen install the plugin:/plugin install andrej-karpathy-skills…

Easy, fast, and cheap LLM serving for everyone| Documentation | Blog | Paper | Twitter/X | User Forum | Developer Slack |🔥 We have built a vLLM website to help you get started with vLLM.

AboutvLLM is a fast and easy-to-use library for LLM inference and serving.

Additionally, diverse hardware plugins such as Google TPUs, Intel Gaudi, IBM Spyre, Huawei Ascend, Rebellions NPU, Apple Silicon, MetaX GPU, and more.

Getting StartedInstall vLLM with uv (recommended) or pip :uv pip install vllm vllm download-kernels # precompiled kernels for faster startupOr build from source for development.

Please check out Contributing to vLLM for how to get involved.

Claude Code, Cursor, Codex, Gemini CLI, GitHub Copilot, and 20+ more, on macOS, Linux, and Windows: pick your platform.

Per-platform commands that support project-scoped installs accept the same flag, for example graphify claude install --project or graphify codex install --project .

Pick your platform (20+ assistants, click to expand) Platform Install command Claude Code (Linux/Mac) graphify install Claude Code (Windows) graphify install (auto-detected) or graphify install --platform windows CodeBuddy graphify install --platform codebuddy Codex graphify install --platform codex OpenCode graphify install --platform opencode Kilo Code graphify install --platform kilo GitHub Copilot CLI graph…

agent-compatibility Agent Compatibility Cursor Developer Tools CLI-backed repo compatibility scans plus agents that audit startup, validation, and docs against reality.

cursor-sdk Cursor SDK Cursor Developer Tools Build apps, scripts, and automations with the TypeScript SDK.

origin-apps Origin Apps Cursor Developer Tools Skills for building on the Cursor Origin API.

orchestrate Orchestrate Cursor Developer Tools Fan large tasks out across parallel cloud agents with planners, workers, verifiers, and structured handoffs.

advisor Advisor Cursor Developer Tools Consult a stronger model before major decisions, when stuck, and before declaring done.

It is available on the web, as an Electron desktop app, and on iPhone and Android.

Use the same installer on a VPS, then connect from the desktop app, the mobile app, or a browser.

In the desktop app choose Existing instance and enter the https:// address.

Recreate the volume only after a backup (or when the data is disposable); docker compose down -v deletes all Postgres state.

On Linux the desktop app ships as an AppImage, which needs FUSE 2 ( libfuse.so.2 ).

Start agents with ai-memory run : quit Claude Code, run ai-memory run codex , and Codex gets the shared workstream plus a private, temporary local projection of Claude's visible native history for exact details the bounded startup packet omitted.

Re-run with # `--agent codex`, `--agent command-code`, `--agent devin`, `--agent opencode`, `--agent opencode2`, `--agent gemini-cli`, # `--agent grok`, `--agent kimi-code`, `--agent kiro-cli`, `--agent copilot-cli`, `--agent droid`, `--agent muse`, `--agent cline`, `--agent qwen-code`, `--agent omp`, # `--agent oh-my-pi`, `--client cursor`, # `--client gemini-cli`, `--client grok`, `--client kiro-cli`, # `--client cline`, `--client freebuff`, etc.…

ComfyUI is the AI creation engine for visual professionals who demand control over every model, every parameter, and every output.

It is by far the most optimized inference engine for diffusion models in the world with a focus on local consumer hardware.

Efficient local execution with asynchronous queueing, partial graph re-execution, smart VRAM and RAM management, model offloading, and support for quantized models.

You can install and start ComfyUI using comfy-cli:pip install comfy-cli comfy installManual Install (Windows, Linux)Python 3.14 works but some custom nodes may have issues.

Apple Mac siliconYou can install ComfyUI in Apple Mac silicon (M1, M2, M3 or M4) with any recent macOS ver…

Plugins, agents, and skills for AI coding toolsUse one collection of plugins, agents, skills, and commands across Claude Code, OpenAI Codex CLI, Cursor, OpenCode, Antigravity CLI, GitHub Copilot, and Pi.

CursorCursor uses the committed plugin marketplace registry.

Both installers read skills from GitHub without cloning the repository and install them without the plugin's agents, commands, or hooks.

gh skill install wshobson/agents python-testing-patterns npx skills add wshobson/agents --skill python-testing-patternsgh skill requires GitHub CLI 2.90 or later.

External memory integrationPensyve remains an optional external Claude Code marketplace entry.

Android skills follow the open-standard agent skills - markdown files (SKILL.md) that provide a technical specification of a task, and ground LLMs with information on specialized domains and workflows.

Our Android skill development focuses on use cases and workflows where evaluations show LLMs underperform.

Options:--all - Add all Android skills.

- Add all Android skills.

To update all skills or specific ones, run:android skills update --all android skills update wear-compose-m3Install as an agent pluginClaude Code:/plugin marketplace add android/skills /plugin install android-skills@android-skillsCodex:codex plugin marketplace add android/skills codex plugin add android-skills@android-skil…

Secure your code as you buildCode security Secure your code as you buildYou signed in with another tab or window.

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3D Image CompositingLayer backdrops, foregrounds, and props in 3D to build compositions with depth.

Image to 3D MeshTurn an image into a 3D object you can position, rotate, and frame precisely.

Feature Preview Text to ImageExplore ideas across a wide range of image models with a text prompt.

Prompted Image EditingDescribe changes to an image with models such as Nano Banana Pro and GPT Image.

Sora Sora 1, Sora 2, and GPT Image 1.

Ghidra Software Reverse Engineering FrameworkGhidra is a software reverse engineering (SRE) framework created and maintained by the National Security Agency Research Directorate.

InstallTo install an official pre-built multi-platform Ghidra release:Install JDK 25 64-bitDownload a Ghidra release file NOTE: The official multi-platform release file is named ghidra___.zip which can be found under the "Assets" drop-down.

gradle -I gradle/support/fetchDependencies.gradleCreate development build:gradle buildGhidraThe compressed development build will be located at build/dist/ .

The plugin and its corresponding instructions can be found within a Ghidra release at Extensions/Eclipse/GhidraDev/ or at…

SwiftUI Agent Skill for AI Coding AssistantsAn agent skill that helps AI coding assistants write smarter, simpler, and more modern SwiftUI, including guidance on API usage, design, performance, and accessibility.

Also available:Find more agent skills for Swift and Apple platform development at Swift Agent Skills.

It uses the Agent Skills format, so it works smoothly with Claude Code, Codex, Gemini, Cursor, and more.

You can also trigger the skill using natural language:Use the SwiftUI Pro skill to look for performance problems in this project.

You can read more about why I created this skill in my article: SwiftUI Agent Skill - Write better code with Claude, Codex, and other AI tools.

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In fact, almost all current-generation LLMs today are reasoning models or offer a reasoning mode.

How LLMs, reasoning models, and agents relate and fit togetherAs a small side note, and since I often get asked how reasoning models relate to today’s AI agents, here’s a short section on this before getting started with the videos.

An agent can use either a conventional LLM or a reasoning model, but reasoning models are the more typical choice as they are more capable.

(As mentioned above, most current-gen LLMs are reasoning models with variable reasoning effort settings.)

The resources accompanying these topics shown above are:The Build a Large Language Model (From Scratch) book and videosThe…

Timothée Chalamet: two movies away from Kevin Bacon.

Saoirse Ronan: two movies away from Kevin Bacon.

Anya Taylor-Joy: two movies away from Kevin Bacon.

Jessie Buckley: two movies away from Kevin Bacon.

Conversely, after 47 years in Hollywood, Kevin Bacon has a similar film count to Helen Mirren and Gene Hackman.

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Type from another century, ready for this one.

Revived from historical specimens and shared for everyone to use.

Explore the collection ↓An open collection of historical typeAn open collection of historical typeThe composing room Open the full editor ↗Make a card, an invitation, a page of your own.

Arrange historical ornaments, choose your inks, and add your words.

Open the editor in a full page ↗

The Mythical Man-Month in the age of AILast weekend I watched four people desperately trying to get a laptop to connect to a screen.

It was formulated by computer scientist Frederick P. Brooks Jr. in his 1975 book The Mythical Man-Month, based on his experience managing the IBM OS/360 project.

Does this still hold up in the age of AI agents and LLMs?

Overhead hasn't disappeared; it shifted: instead of managing people, you are now managing agents.

Maybe the 2026 update to Brooks’s Law should be:"Adding agents to a project with unclear requirements gets you the wrong answer faster."

Default Tab Bar PlacementSpecifies the preferred placement for the tabs of a TabView in the sidebarAdaptable style on platforms where the tab bar cannot adapt between different representations, and only one representation can be shown.

For example, on iOS, it can enforce the sidebar on large-screen devices like the Pro Max, and iPhone Duo.

This modifier has no effect on iPadOS.

Everything Wikipedia knows within half an hour on footType in somewhere — a town, a street, a landmark, a postcode — or let your browser say where you are.

Every Wikipedia article with coordinates inside a 30-minute walk goes on the map.

Your location is never saved, and shared links only carry places you’ve typed.

Try Glasgow, Bath, Whitby or EH1 1YZ.

Websites Should Be Printable2026-10-24I'm looking for work!

Also, there's something about sitting with a whiteboard and a printed document that makes me rightly feel like I'm doing something important.

onlyPrint { display : inline ; } p , ol { font-size : 12 pt ; } h3 , h4 { font-size : 13 pt ; } h2 { font-size : 14 pt ; } h1 { font-size : 16 pt ; } .

noPrint is used to remove something from the printed website.

The variable-scale text which I use on my website looks awful on a printed page.

siltopA terminal system monitor for Apple Silicon Macs (M1 to M5).

It shows CPU, GPU, memory, power, temperatures, fans, network, disk and a process table.

What it readsReading Source CPU load per cluster (Efficiency, Performance, Super) Mach host statistics CPU and GPU clocks IOReport residency CPU, GPU, ANE and DRAM power IOReport energy counters System power, temperatures, fans SMC Memory, swap, memory pressure sysctl , Mach VM statistics Battery charge, health, cycles, adapter IOKit power sources Processes: CPU, footprint memory, energy, GPU, disk proc_pid_rusage , sysctl kinfoThings a Mac does not have are left out: Airs have no fan readings, desktops have no battery.

On macOS 27 some …

Survival LLM is a free AI assistant and emergency library that runs entirely on your own computer.

Download Survival LLM for Mac or Windows and unzip it.

On a Mac, double-click Survival LLM.

On Windows, open the extracted folder and double-click Survival LLM.bat.

Mac: click Done, open System Settings > Privacy & Security, scroll down to "Survival LLM was blocked", click Open Anyway and confirm with your password.

Your favorite actions.

Right where you are.

Sieges count when there was real fighting (assaults, sorties, relief battles); a distinctly named battle inside a siege is its own entry.

When in doubt an entry is kept and marked borderline, with the reason: 649 entries, most of them minor.

Client kings and allies (Pergamon, Rhodes, the Numidian kings, the Ghassanids, the federates) are not Rome; Romans in foreign service do not make a battle Roman.

Traditional battles The battles of the kings and the early Republic are included as the ancient historians tell them, and 94 battles known only from a tradition that modern historians doubt are marked traditional, each with the reason.

Others are victories that Livy took from annalists who inve…

Use it with your coding agent (MCP)Codex, Claude Code, Kimi Code, and current Pi releases connect to the same local stdio server.

Use the CLI# Merge paperpilot merge --inputs doc1.pdf doc2.pdf --output merged.pdf # Compress paperpilot compress --input in.pdf --quality 75 --output compressed.pdf # Rotate pages 1, 3–5 by 90° paperpilot rotate --input in.pdf --pages 1,3-5 --angle 90 --output out.pdf3.

CLI, MCP, REST, WASM, and desktop share the same Rust core, so behavior is consistent.

CLI, MCP, REST, WASM, and desktop share the same Rust core, so behavior is consistent.

It includes the CLI, MCP server, REST gateway, WASM engine, and desktop app.

Gavriel Cohen, creator of NanoClaw and co-founder of NanoCo, joins Adam to explain how a 40-hour weekend project became a viral open source hit and the foundation of an enterprise AI company.

Gavriel describes the security concerns that led him to build a small, container-isolated alternative to OpenClaw, why he released it under the MIT license, and why the project’s community and credibility are more valuable than keeping its code private.

They explore the shift from writing code to architecting the environments in which agents work, NanoClaw’s “skills over features” approach, the approval and governance layers required inside large companies, and a future where every worker manages agent…

On Thursday, September 17th, Changelog is taking over PlanetScale’s HQ in San Francisco for an evening of short talks and conversations about AI, developer tools and what people are building.

We’ll have three 20-minute conversations with some special guests with time for questions, food, drinks and hanging out.

We’re doing this Changelog-style: live conversations, questions from the room, drinks, and plenty of time afterward for the hallway track.

If you’re in San Francisco, register to come hang out!

PlanetScale HQ, 108 Natoma St, San Francisco.

Coder.com – Secure environments where devs and agents work in parallel.

Buildkite is engineered for frontier scale and trusted by the teams setting the pace.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

Learn more at WorkOS.com and AuthKit.comFly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

Check out the speedrun to get started in minutes.

Buildkite – You deserve better CI.

Buildkite is engineered for frontier scale and trusted by the teams setting the pace.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

Learn more at WorkOS.com and AuthKit.comCoder.com – Secure environments where devs and agents work in parallel.

Fly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

Buildkite – You deserve better CI.

Buildkite is engineered for frontier scale and trusted by the teams setting the pace.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

Learn more at WorkOS.com and AuthKit.com

Coder.com – Secure environments where devs and agents work in parallel.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

Learn more at WorkOS.com and AuthKit.comNotion – Custom Agents that automate the busywork so your team can focus on real work.

Try them free at notion.com/changelogFly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

Check out the speedrun to get started in minutes.

Coder.com – Secure environments where devs and agents work in parallel.

Tailscale – Adam loves Tailscale!

Tailscale deploys quickly and enables Zero Trust access to any resource on your network.

From CI/CD runners across multi-cloud environments, to SaaS tools and infrastructure, Tailscale connects it all, seamlessly.

When agents help developers write code in minutes, validation becomes your bottleneck.

Coder.com – Secure environments where devs and agents work in parallel.

Tailscale – Adam loves Tailscale!

Tailscale deploys quickly and enables Zero Trust access to any resource on your network.

From CI/CD runners across multi-cloud environments, to SaaS tools and infrastructure, Tailscale connects it all, seamlessly.

When agents help developers write code in minutes, validation becomes your bottleneck.

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

Get an exclusive offer: up to 22% off NordLayer yearly plans plus 10% on top with the coupon code changelog-10-NORDLAYER .

When agents help developers write code in minutes, validation becomes your bottleneck.

RWX gives agents programmatic control, sub-second cached builds, and semantic outputs they can act on.

Fly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant Wire…

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

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Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Augment Code – Adam loves “Auggie” – Augment Code’s CLI that brings Augment’s context engine and powerful AI reasoning anywhere your code goes.

From building alongside you in the terminal to any part of your development workflow.

Squarespace – Turn your expertise into a business with the all-in-one platform for websites, services, and getting paid.

Use code CHANGELOG to save 10% on your first website purchase.

Notion – Custom Agents that automate the busywork so your team can focus on real work.

ZDNET’s key takeawaysInsulin resistance and blood pressure trends are coming to the Fitbit Air and Fitbit Edge.

The new features are part of Google’s “Health Guardian” suite of proactive safety tools for the Pixel Watch and Fitbit.

Similar to blood pressure trends, the insulin resistance feature uses Fitbit sensors to monitor shifts in metabolic health.

Also: I tested Google’s Fitbit Edge – its standout feature also left me wanting moreOnce the feature detects elevated insulin resistance patterns, it notifies the user to take additional action.

Fitbit users can even connect their Abbott CGM to the Google Health app for additional glucose monitoring.

ZDNET’s key takeawaysT- Mobile’s new T-Mix plans allow customers to customize their phone plan’s benefits.

T-Mobile’s phone plans just got a facelift, and now it’s easier than ever to pick and choose the benefits you want.

Existing T-Mobile Experience 2.0 plans will not be available to new customers, but current customers on those plans will be allowed to maintain them.

More from ZDNETT-Mobile’s new offerings let customers pick and choose which perks they want, rather than having specific benefits tied to certain plan tiers.

T-Mobile’s previous Experience plan options provided fixed benefits, much like plans from Verizon and other carriers.

ZDNET’s key takeawaysMicrosoft is adding a built-in internet speed test directly to Windows 11.

Now Microsoft is rolling out an integrated speed test tool designed to save your time.

Otherwise, right-click on the Network icon and select “Test internet speed” from the pop-up menu.

If this sounds familiar, that’s because Windows 11 already includes an internet speed test tool.

“This updated experience builds on the internet speed test we previously introduced for Windows Insiders, bringing the test and its results directly into Windows.”Microsoft didn’t reveal the source behind the speed test.

ZDNET’s key takeawaysAn experimental tool recovered deleted information from chats.

It also demonstrates limitations in perceived local AI security.

Georgia Tech researchers created ORISA, a tool that searches that memory for clues to deleted conversations.

But ORISA’s efficacy also depends on time — the researchers noted that it’s harder to recover deleted information as time goes on, because your phone’s memory gets overwritten by newer activity.

Either way, our long-standing advice remains: Don’t share sensitive information with chatbots, even in a local session.

ZDNET’s key takeawaysThe new iPad Mini is available for pre-order starting at $699.

Aside from a new A20 Pro processor and OLED display, the iPad Mini features IP67 rating.

Also: Apple’s OLED iPad Mini is the upgrade I’ve been waiting forIn a first for any iPad model, the iPad Mini features an IP67 rating for dust and water resistance, arguably the biggest upgrade we’ve seen in years.

In fact, I suffered a such a shock on the very day of this iPad Mini’s launch, when my 5-year-old spilled a cup of juice on my older kid’s iPad 10.

The iPad mini starts at $699, a $200 price increase compared to the 2024 model’s starting price of $499.

ZDNET’s key takeawaysApple announced the new M6 iMac, delivering up to five times the performance of the M4.

After a year without a refresh, Apple announced an upgrade to the iMac lineup with the all-new M6 chip, offering a boost in performance, speed, and on-device AI capabilities from the M4, Apple says.

Also: iMac M4 reviewUnder the hoodThe new M6 processor is available in either a 12- or 16-core version for a significant upgrade in power and performance.

Apple says it also offers twice the AI computation speed of the M4, allowing you to run LLMs directly on your device without sacrificing performance.

Apple iMac M4 in orange.

ZDNET’s key takeawaysSurfshark: Global phishing blocks rose 524% from April to September.

A TikTok Shop phishing scam accounted for nearly one in five blocks.

TikTok Shop shoppers, beware: A counterfeit TikTok Shop generated over 320,000 phishing blocks between May and September 2026, or 19% of all global phishing domain blocks during that time, according to a Monday report from VPN provider Surfshark.

Check the name of the payment recipient to verify your payment is going to a TikTok Shop seller (and contact TikTok Shop support for verification if you ever question a seller’s legitimacy).

Remember that TikTok Shop will never ask for sensitive information via third-party sites.

ZDNET’s key takeawaysThe new customizable right-click menu is now available for testing.

The right-click menu in Windows seems like a great idea.

More from ZDNETHow to try Windows 11’s new customizable right-click menuWith the latest Windows 11 Insider Beta preview, you can try out the new customizable menu for yourself.

To try this yourself, you’ll need to join Microsoft’s Windows Insider Program if you haven’t already done so.

Also: Latest Windows update disables key security setting – but there’s a workaroundSince the new customizable menu is currently in the Beta channel, it’s one step closer to its official debut.

ZDNET’s key takeawaysThe new iOS 27.2 helps Siri AI better recall details from past chats.

Apple has kicked off its first major update for iOS 27 with the release of iOS 27.2 on Monday.

With this latest update nestled on your iPhone, Siri AI can now recall your previous conversations.

What’s missing and what’s aheadiOS 27.2 is the first major update for the current OS.

This appeared in the initial beta release for iOS 27.2 to give iPhone users a taste of what’s in store.

ZDNET’s key takeawaysEntire is a GitHub rival built around coding agents.

Entire, a developer platform from former GitHub CEO Thomas Dohmke, aims to be the solution to those changes.

More from ZDNETWhat makes Entire differentThe first change Entire makes to the standard coding experience is that it replaces pull requests with what it calls Trails.

This allows coding agents to address findings in a loop, while the human developer validates the progress.

Agents can use them to search for answers, which, Entire said, helps them use up to 71% fewer tokens.

ZDNET’s key takeawaysThe new iPad Mini sports an OLED screen for higher quality and contrast.

Apple has unveiled the latest generation of its iPad Mini a full two years after the tablet was last upgraded.

What’s new in the latest iPad MiniThe new iPad Mini offers an OLED display for the first time in its career.

An OLED screen is considered superior over the LED screens found on previous iPad Mini models as well as the standard iPad and iPad Air.

The only downside is that the iPad Mini 8 still saddles you with Touch ID.

ZDNET’s key takeawaysSome iPhone Duo inner screens are failing at the hinge within hours of unboxing.

Owners are seeing bright white lines appear on the display, sometimes within a few hours of ownership.

South Korean YouTuber CuriousHagi 궁금하기 also took apart an iPhone Duo to examine the hinge and posted a very informative video.

The speed with which these damage reports began to appear — some within a few hours — suggests this is a manufacturing or assembly issue, not wear.

Despite the hype around “Crackgate,” I’ve read fewer than a dozen firsthand reports of the issue.

Jio has debuted as India's second-most valuable listed company, behind its parent, Reliance Industries.

Massive note conversions reveal the true extent of Amazon's ownership in Anthropic.

A family is suing OpenAI, saying ChatGPT coached their daughter to quietly taper off her seizure medication and keep it from her doctors before she died in February.

As the AI boom stresses the existing power grid, all sort of new opportunities for grid modernization are also emerging as a result, industry insiders say.

The CDC estimates that 19 drug-resistant pathogens cause 9.7 million infections and more than 50,000 deaths annually in the U.S., with resistance continuing to outpace development of new treatments. "The agency considers this problem to be one of our most urgent public health threats," reports NBC News. From the report: The report is the CDC's first comprehensive assessment of these drug-resistant pathogens in seven years. [...] The new report offers a detailed picture of these threats in the U.S., including a ranking of which are the most urgent concerns, based on the number and severity of infections they cause and how easily preventable or transmissible they are. The ranking also factors…

An anonymous reader quotes a report from CBS News: Greenhouse gas concentrations in the atmosphere rose to record highs in 2025, locking in climate impacts that will persist for centuries, the United Nations said on Tuesday. Levels of the three main greenhouse gases -- the climate-warming carbon dioxide, methane and nitrous oxide -- all rose to unprecedented figures in 2025, the U.N.'s weather and climate agency said. The World Meteorological Organization said the rise would lead to more long-term temperature increases for the planet. The bulletin looks at greenhouse gas concentrations -- the amount of those gases in the atmosphere -- rather than new annual emissions amounts as the world bu…

Ford's upcoming $28,350 Fathom electric truck will include a built-in inverter capable of supplying up to 10 kW of AC power to a home, bringing bidirectional charging to a significantly cheaper EV. Owners will still need additional Ford home hardware for features like outage backup and peak-rate energy management, but the company expects the necessary equipment to cost substantially less than its previous-generation system. CNET reports: The upcoming Fathom will be based on what Ford calls its Universal EV Platform, designed with the aid of its 2023 acquisition, startup Auto Motive Power, with bidirectional power on the plate from the start. The hardware required to invert the battery's DC …

Intel, Oracle, IBM and IonQ have joined a growing list of companies objecting to having tokenized versions of their shares traded through OKX and Intercontinental Exchange's blockchain venture, bringing the total number of objections to 26. About 37% of the companies on OKXICE's original list have now opted out, according to CoinDesk. From the report: The four companies were named in an updated public notice (PDF) dated Monday, Oct. 26, from OKXICE, the two firms' joint venture. They join earlier objectors including Microsoft, Alphabet, Goldman Sachs, Cisco and Wells Fargo. The growing list underscores a hurdle for OKXICE and the SEC's new framework for tokenized stock trading: building a m…

Ars Technica's Dan Goodin reports: Defenders across the world face the burden of responding to yet another botched code-execution vulnerability, this time in boot-time firmware used by most of the world's server vendors and data centers. The vulnerability, with a severity rating of 9.5 out of 10, resides in the TianoCore EDK II, an open source codebase that hardware makers and cloud providers use to create the UEFI firmware that runs during the boot-up sequence. Last year, a representative of the UEFI Forum called (PDF) EDK2 the "preeminent solution / implementation of the UEFI specifications." Virtually all UEFI suppliers (sometimes still called IBVs or independent BIOS vendors), including…

An anonymous reader quotes a report from TechCrunch: Google DeepMind released its newest world model, Genie 4, in research preview on Tuesday. The latest model generates the most photorealistic and interactive worlds yet, allowing users to type prompts mid-simulation to change the scene. The model also generates real-time audio that matches the simulated world, including music, ambient noises, and interactive dialogue. [...] Google released its predecessor, Genie 3, as a research preview a little over a year ago. Aside from being far more photorealistic and featuring audio, Genie 4 allows for freeform edits, like changing the weather or camera angle in real time or adding new people or obje…

Longtime Slashdot reader fadethepolice writes: Anduril, arguing that its manufacturing capabilities are directly applicable to laptop manufacturing, is starting a project for a fully 100% U.S.-sourced laptop. The computer will use a Qualcomm Snapdragon SoC. I did not see any information about the OS, but I'm assuming that, given the type of processor, this will be Linux-based? "Other companies might design their computers in the U.S., Anduril makes them here,â the Anduril founder Palmer Luckey said in a YouTube video. "We're making parts out of metals that the U.S. knows how to extract, knows how to refine, knows how to process, and knows how to mill at scale at a reasonable price; and that…

Apple has acknowledged an inner-display defect affecting a small number of its new $1,999 iPhone Duo foldables after customers reported hearing a crunch while unfolding the device before cracks, lines and other display failures appeared along the crease. Apple is replacing affected phones and investigating the problem. iFixit believes a failing hinge component may be pressing into and cracking the display rather than the panel itself being defective. Bloomberg reports: Reports of the problem first surfaced on Reddit and other social media sites. Bloomberg News has since independently verified the issue with more than half a dozen customers, who provided photos showing damage to their device…

An anonymous reader quotes a report from ProPublica: A Florida man who was the subject of a 2019 investigation by ProPublica was indicted last month on federal charges that he defrauded clients of his ransomware data recovery firm. According to the Justice Department, the man, Zohar Pinhasi, told customers he could recover their encrypted files without having to pay hackers, when, in reality, he paid the ransom and charged victims a hefty fee on top. The indictment mirrors the findings from ProPublica's 2019 article "The Trade Secret," which centered on Pinhasi and his scheme. The outlet found that the ransomware victims were being harmed twice: once by the hackers, who locked their targets…

Ahead of the touchscreen MacBook Pro expected to debut tomorrow, Apple has refreshed its standard 14-inch MacBook Pro with the new M6 processor, promising up to 20% faster multithreaded performance, improved power efficiency, and more powerful on-device AI capabilities. The Verge reports: Announced this morning through a press release, the new 14-inch MacBook Pro features three Thunder 4 USB-C ports that all support charging and DisplayPort connectivity, a MagSafe 3 charging port, full-size HDMI, and an SDXC memory card slot accommodating photographers. Pricing for the new M6 version of the 14-inch MacBook Pro starts at $1,999 with 16GB of memory, the same as last year's M5 model. Preorders…

An anonymous reader quotes a report from Reuters: While global tech stocks teeter, in China they have already crashed as lofty valuations collapse under worries about AI demand and curbs on Chinese exports. The meltdown, tanking the mainland STAR50 index of AI and semiconductor leaders by 40% in less than four months and vaporizing some $480 billion in market value, is an ill omen for wobbly world markets and a dampener on China's efforts at encouraging its savers into stocks to fund the AI boom. It has also slammed the brakes on a rally running two years, since economic stimulus promises sent shares soaring, and has stalled Beijing's push to break with a long boom-bust pattern and drive a …

Denmark's Ministry of Digitization reportedly abandoned a pilot to replace Microsoft Office with the open-source Collabora suite less than six months after it began. Tom's Hardware reports: According to Danish publication Computerworld, the pilot project was launched in 2025 and involved 38 employees, all of whom would start using the British open-source Collabora office suite instead of Word, PowerPoint, and Excel. The experiment was initiated by the then Digitization Minister Caroline Stage, who wanted to reduce the country's dependence on American technology. Denmark isn't alone in moving away from U.S. software, with France and the Netherlands both taking steps to replace Microsoft Wind…

The old Internet, where anyone could host a server is over, but it's just the final blow in an ending that has been coming for years. The future, though, is brighter than it appears.

Заметил тут одну штуку, хочу показать.

В тексте написана корректная оценка Опуса — 66.4%, но на графике другая.<…> K3.1 Pro scores 65.7% <…> narrowly behind Claude Opus 5.5 (66.4%)

У кими вышла новая модель, как обычно с графиками. В целом графики достаточно честные, кроме одного момента. Но одну вещь я заметил, никогда на такое не обращал внимание.

Числа на графике такие: Кими — 65,7%, Опус — 64,85%, чуть хуже: Но если посмотреть, то Опус кажется более плохим, и дело не в масштабе не от нуля, который растягивает масштаб. Мне кажется, дело в подписи. Кими подписан сверху, а Опус сбоку, из-за этого Кими дополнительно вытягивается вверху и это проецируется и само значение.

Модифицированная: В…

Максим, привет!

В вакансиях часто указывают, что ожидают от кандидата кейсы работы, схожей с той, которой предстоит заниматься. И бывает, что кандидат отлично подходит по навыкам и хорошо разбирается в перечисленных задачах, но только в теории. В таких случаях логично отправить демо-кейсы вида «Вот как бы я переделал это и это», которые покажут, как кандидат умеет применять свои знания.

Как считаешь, какой контент лучше подойдёт для такой задачи — тот, что уже есть у работодателя, или его конкурента? И каков риск, что работодатель воспримет демо-кейсы со своим контентом как заявление «Ваши текст — говно, я могу лучше»?

Я разрабатываю транспортную схему Астаны и не знаю как изобразить университет спорта. Подскажите, пожалуйста, как изобразить спорт в виде иконки? Не какой-то конкретный спорт, а спорт в целом как явление. Пока лучшая метафора, которую я смог найти, — это олимпийские кольца. Но МОК строго ограничивает использование этого образа.

The best Stratechery content from the week of October 19, 2026, including the best iPad but worst phone, SS Sarandos in a storm, and You Can See Everything.

Sharp Tech is, for the first time, available on video. You have two ways to consume it: YouTube, and here on Stratechery

An interview with Craig Moffett about SpaceX, from launch to broadband to mobile, plus how he is applying the lessons of the dot-com bubble to today.

Stratechery is now presented by Stripe. What that means for me, for you, and for the future of Stratechery content.

Stratechery is now presented by Stripe. What that means for me, for you, and for the future of Stratechery content.

Netflix has a solid business, which is exactly the problem: the company increasingly seems like a business and not a franchise, at least in terms of growth.

Meta has a new open source model, and to everyone's surprise, they are are partnering with Apple to make sure you can run it locally.

Расскажите о выключателе и слайдере

Я сделал скилл для делания прототипов. С ним ваш клод или кодекс соберет более удобный кликабельный прототип, а вы сможете легко его потом доработать Скринкаст: Зачем

Иногда проще не тащить реальную дизайн-систему и не писать сразу на свифте, котлине или реакт нейтиве. Клод быстрее соберет отдельный изолированный хтмл-файл, и успеет его три раза поправить, пока нпм ставит все зависимости вашей дизайн-системы.

Всё лежит в одном файле: экраны, логика, комментарии, картинки, иконки. Его можно кинуть коллегам, он откроется у них в браузере так же, как у вас.

Что в скилле

Главное в скилле — не сами экраны, а обвязка, в которой их удобно смотреть и обсуждать. Она одинаковая во всех прототипах. Аг…

Apple has a lot of trust in terms of delivering integrated products and preserving privacy; the real trust question is if you think Siri AI will justify investing more in their ecosystem.

Сейчас многие учатся экономить токены: как уложиться в подписку за 20 долларов и всё равно приносить пользу. Ставят разные MCP, скиллы, чтобы не сжирать 20 долларов за раз. Мне кажется, это достаточно тупиковая сейчас задача. Гораздо важнее научиться с пользой тратить десять подписок по 200 долларов.

На первый взгляд классно: приносить кучу пользы за 20 долларов, но приносить кучу пользы за 10×200 долларов перспективней.

Какие к этому есть предпосылки.

Токенов будет больше и дешевле

Прогресс ИИ по скромным прогнозам сохранит рост на удешевление по текущему тренду. Сейчас не менее, чем в 10 раз за год. Через год тот уровень интеллекта, который входит в 200-долларовую подписку сейчас, будет с…

The best Stratechery content from the week of October 12, 2026, including what Apple is doing, SpaceX's appetite, and the title, takes, and the Washington Wizards.

The best Stratechery content from the week of October 12, 2026, including what Apple is doing, SpaceX's appetite, and the title, takes, and the Washington Wizards.

A conversation with Hollywood super-agent Ari Emanuel about his memoir, the impact of AI on Hollywood, and the power of a phone call.

The Apple Homeview is official, and the question is how big is the addressable market for expensive devices based on subpar AI.

SpaceX's mobile strategy is becoming clearly with its latest spectrum purchase, and it might work.

Нет ни одной вещи, которую хороший инженер не смог бы сделать сложной

Казалось бы, несложная вещь — зарядка. Воткнул один конец в розетку, другой в телефон и телефон заряжается. Ха!

Я хочу рассказать четыре истории о том, как инженеры смогли сделать сложной зарядку.

История 1. Проектор и провод-ниппель

У меня есть небольшой портативный проектор. Ему для работы требуется 65 ватт. У него в комплекте своя type-c-зарядка, как раз 65 ватт. В какой-то момент понадобилось, чтобы он работал в том месте, где поблизости нет электричества. Хорошо, что есть большой и достаточно мощный павербанк — как раз на 65 ватт.

Проверили дома: воткнули, завёлся, включился, — всё супер. Берем тот же провод, не тако…

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I spent months on something with sync, sharing, cloud runners, chat... and realized I only use one feature of it every day. Now I'm tempted to throw the rest away and ship just that. Has anyone done this? Did the small version do better? Did you ever add the rest back? Or did you regret cutting it? submitted by /u/L_i_n_k0666 [link] [comments]

I recently built a text alerts service to ease my Codex usage anxiety called Reset Alerts. It texts users when resets are announced (with the idea to burn remaining usage before it refills to 100%). Some of the tasks / workflows when building this: Set up the text channels: SMS in the US + Canada, Telegram otherwise Backdating: scanned Tibo's tweets since April 2025 (when Codex launched) with the X API to backdate all resets and learn how to detect them Prompting: 18 prompt versions to differentiate between a fresh reset, an update on a previously announced reset, and an automatic vs. banked reset. Using the OpenAI API for this Put together an on-time chart: this was inspired by flight on-t…

Hey all, I’m Sid, and I’ve been building Armature, a system that turns dense, complicated, high entropy information into rich, well explained videos. Codecast is our applied product for code and agentic work. You ask your coding agent something like: • /codecast explain what this repo does • /codecast walk me through the changes you just made • /codecast explain this PR or explain this plan before we build it Your agent picks the relevant files and lines, and a minute or two later a narrated walkthrough video plays right in the chat. It shows the actual code, diagrams of how the pieces connect, and a voice explaining why it works the way it does. Why I built it: agents write a lot of code n…

Garage, attic, storage closet — I kept forgetting which box things went into. So I made WDIPT? (Where Did I Put That?). Log an item and pin the exact spot in 3D Tell it if it’s in a box, drawer or cabinet Months later, open the camera and “See everything”: every item in the room with its distance, even ones inside closed boxes Share the list with your family Or you can simply log your item and take a picture you know exactly where your stuff at It’s in beta and I’d love honest feedback: what’s confusing, what breaks, what you’d actually use it for.The link is down below in the comments submitted by /u/nazlioz94 [link] [comments]

I’m a senior SWE using Codex, Claude Code daily. I analyzed my transcripts and found that 56% of API-equivalent costs went to rereading context. Cache expiry alone cost me $98.74 in 27 days. So I built optimAIzr, which supports Claude Code, Codex, and opencode. It analyzes usage, finds expensive patterns, and helps verify savings aaand much more. Free, open source, runs locally. No accounts or prompt uploads. npm i -g optimaizr git: https://github.com/blendbunjaku/optimaizr submitted by /u/stichstichstich [link] [comments]

I'm a solo founder, new to this, and PaidCheck has no users yet. That's part of why I'm posting: I'd rather find the holes now. The problem I'm trying to catch is Stripe and your app's own database quietly disagreeing about who is paying. Two versions of it: Someone paid in Stripe but the app never gave them access (often a webhook that failed, or a different email at checkout than at signup). Someone cancelled, or stopped paying (past_due, unpaid), in Stripe but still has paid access in the app. How it works: you give it a Stripe restricted key (read-only; full secret keys are refused), and tell it who has access in your app. That can be a small secret-protected endpoint that returns email…

Who needs Avatar in 3D when you can launch jelly axolotl legs at your own face? Pretty sure I've invented the world's cheapest 3D experience 😂 Anyway, the whole project is open source if anyone wants to play around with it! Axolotl Jelly submitted by /u/TanukiTrix [link] [comments]

I made a short video about a security mistake that's easy to overlook when building with Supabase. Passing RLS tests doesn't automatically mean your entire application is secure. Server routes using the service-role key still need to authenticate the caller and enforce tenant permissions themselves. I'm building a Next.js + Supabase B2B SaaS starter, and security testing has made me think a lot more about these boundaries. Curious: what's the most overlooked security mistake you've seen in a multi-tenant SaaS? submitted by /u/Pale_Ferret_8241 [link] [comments]

i accidentally became a dog grooming software company Back in march my cousin who runs a grooming van asked if i could make her something better than the paper calendar she kept in the glovebox. I built it in lovable over 2 weekends, mostly to stop her texting me screenshots of double bookings She showed it to 3 other groomers at some trade thing. Then those showed it to more. I never posted it anywhere and didnt have a landing page until july when someone asked where to sign up Now its 140 groomers, 23 pay $19 a month, and i get feature requests like im a real company. Invoicing, SMS reminders, a field for which dogs bite. One lady wants it to work offline becouse she grooms in a barn with…

Side project turned product: The AI Model Lab. The problem it solves: AI image tools give you a new person every time, so you can't build a "character" for a brand or a content account. How it works: you write (or pick) an identity prompt, add one reference photo, and it generates a 6-angle reference pack. Every photo or short video after that reuses the pack, so the face stays the same. There is also a "speech" mode (the model says your script with a synced mouth) and a 60-second prompt builder for people who don't want to write prompts. Stack: Next.js front, NestJS API, Postgres, Redis queues, several image/video model providers behind one credit system. Interface in EN/ES/PT. Honest note…

Hey r/SideProject! I’ve been building Cruises Frog, a free site that brings cruise research into one place. You can: Track cruise ships on a live map Compare ships and cruise lines Browse deck plans Explore ports and destinations Look up cruise loyalty benefits I also built a free Chrome extension called Lounge Frog that works while you browse other travel sites. Click a highlighted ship name to explore its deck plans, cabin types, and cabins to avoid in a side panel, without leaving the page. Website: Cruises Frog Extension: Get Lounge Frog for Chrome The goal is to make planning a cruise less of a tab-juggling exercise. I’d love some honest feedback: what information do you usually strugg…

A few weeks ago I published ~90 paid agent skills across a couple of marketplaces. Result: 0 sales, ~0 organic traffic. The marketplaces have essentially no buyer traffic of their own, so listings just sit there. So I pivoted: I stripped the most useful ones down to "lite" versions - fully working, not demos - and put them in one free repo. The bet: free tools are the distribution; if anyone wants the full versions they find the links in the READMEs. What the lite tools do (zero-dep Node scripts packaged as SKILL.md agent skills - works with Claude Code, Codex, Cursor etc.): seo-quick-audit-lite - offline on-page SEO audit of an HTML file github-repo-due-diligence-lite - stars/last-push/lic…

You can find the repo and url down below in the comments. submitted by /u/kewkartik [link] [comments]

I built StepGrab on my own. You press record, click through a task like you normally would, and it turns every click into a step with a screenshot and a sentence. Then you can add arrows, a spotlight, shapes, black out stuff you don't want to show, edit the text, and export as PDF, HTML, Markdown, GIF or MP4. You can put your own logo and colors on it too. It all runs locally on your machine, no account, no cloud. It's been live about 4 months, on Mac and Windows. Pricing is $2.99/month, $12.99/year or $44.99 once. There's a free tier with no time limit (15 steps per guide). I just switched on an affiliate program through Lemon Squeezy: 20% of every sale also on renewals of the monthly/year…

Sixty to One follows two families from 1865 to 2025. They hit the same events and get the same choices, but one of them faces sourced historical disparities: wage gaps, redlining, smaller inheritances and higher costs for being poor. Every number in the model is cited. I also built in a check: if you set all race-keyed inputs equal, the gap disappears. Free, no ads, no signup. Play: https://sixty-to-one.jaysontrades.com submitted by /u/javon27 [link] [comments]

Let websites use AI running on your computer Discussion | Link

Take your AI tokens anywhere Discussion | Link

Catch incompatible dependency licenses before release Discussion | Link

Check if AI agents can use your website Discussion | Link

Share dashboards with anyone. They can look, not edit. Discussion | Link

See how Congress members trade, and if copying them pays off Discussion | Link

Spotlight-style AI chat for your Mac Discussion | Link

Six 2B-class models for phones, laptops and robots Discussion | Link

Skills to build games with Claude. Free multiplayer hosting. Discussion | Link

Turn a prompt into a living world you can steer Discussion | Link

Notification history for iPhone, on your device Discussion | Link

Open-source apps on your own server, with no per-seat fees Discussion | Link

Your next sales campaign is one prompt away Discussion | Link

The Mac app for the coding agents you already use Discussion | Link

Decision models join LLMs to extract data from documents Discussion | Link

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Autofixer, a Polish online car parts platform, has raised €3 million in venture debt financing to expand further across Europe, develop its platform and grow its team. The financing came from Orbit Capital, a growth-stage venture debt and growth equity firm, whose portfolio includes Preply, Booksy, MEWS, Rohlik, among others. The venture debt financing allows […]

The post Poland’s Autofixer raises €3 million in venture debt to scale its online car parts platform appeared first on EU-Startups.

Artiso, a Barcelona-based FashionTech startup building an AI operating system built for fashion teams, has raised more than €3 million in a fully equity pre-Seed round. Criteria Venture Tech led the round and has supported the company since it emerged from stealth. Swanlaab Venture Factory and Bynd Venture Capital joined the round, alongside business angels […]

The post Barcelona’s Artiso raises over €3 million to scale its AI operating system for fashion teams appeared first on EU-Startups.

Samplix, a Danish BioTech company developing droplet microfluidics technology for functional single-cell analysis, has announced a €25 million first closing of a financing round. The financing comprises €3 million in new capital and €22 million in shareholder convertible bonds. It was led by WLanholding GmbH, a privately owned European investment firm with participation from all […]

The post Danish BioTech Samplix secures €25 million in first close of financing round to scale antibody discovery appeared first on EU-Startups.

Impress, a Spanish digital orthodontics network, has signed a €40 million venture debt loan with the European Investment Bank (EIB) to scale up investments in its AI platform across its network of more than 110 clinics worldwide. The loan will also accelerate the company’s expansion plans across Europe. This latest agreement also follows Impress’s over […]

The post Impress bags €40 million EIB financing to expand its digital orthodontics network across Europe appeared first on EU-Startups.

French VC Aquiti announces the final close of their AVA1 fund at nearly €60 million in order to back founders building across the Greater Southwest of France from pre-Seed onwards. Through its AVA1 fund, Aquiti invests at pre-Seed and Seed, with initial investments ranging from €100k to €3 million and substantial reserves for follow-on rounds. […]

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Europe’s startups have been riding a wave of innovation, creating numerous applications of generative and agentic AI. This innovation has explored the art of the possible, but it has also flooded the world with slop. Content is awash with it, whether it is LinkedIn posts or quotidian corporate drivel. The slop extends to legal work […]

The post OPINON: Europe’s legal work is awash with AI slop, but there is a way to fix it appeared first on EU-Startups.

Lovey, a British FinTech and financial services provider specialising in SME lending and brokerage, has today announced a senior secured credit facility of up to €298 million (£250 million) with Pollen Street Capital, an alternative asset manager. The facility is made up of €59 million (£50 million) committed capital and a €238 million (£200 million) […]

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Arctic RAVN, an Espoo-based DefenceTech startup, has secured €2.5 million in convertible loan commitments, surpassing its original €2 million target in under a week. The round, launched in October 2026, saw investor commitments arrive within just five days, a pace that is a reflection of mounting demand for European-made drone components as Western militaries push […]

The post Finnish DefenceTech Arctic RAVN secures €2.5 million in loan commitments before its first product launch appeared first on EU-Startups.

Querio, a London-based analytics platform for data teams and their AI agents, has launched today with €4.48 million ($5 million) in total funding. Its investors include BMW i Ventures, which led the company’s Seed financing, alongside LAUNCH, the fund run by Jason Calacanis, Haatch Ventures, Araya, Forum Ventures, and Secways. “Companies want to use AI […]

The post London’s Querio launches with €4.48 million to help companies tackle conflicting answers across AI tools appeared first on EU-Startups.

Around 240 startups and scale-ups will pitch live in Luxembourg on 9–10 March 2027, competing for a Grand Prize worth over €125,000. Applications close on 16 November. Most founders know the trade-off of the conference circuit: a booth that costs thousands, a pitch slot you have to pay for on top, and no guarantee the […]

The post Nexus Luxembourg 2027: Applications now open for Startups & Scaleups Awards (Sponsored) appeared first on EU-Startups.

Polish automotive e-commerce startup Autofixer has received €3 million in venture debt financing from Orbit Capital to support its European expansion, further develop its platform and grow its team.

Beyond serving individual customers, Autofixer's technology enables parts distributors to reach additional European markets.

The company also plans to invest in developing its own e-commerce websites to support expansion into additional markets.

Alongside its geographical expansion, Autofixer plans to introduce AI-powered tools designed to help customers identify suitable parts and navigate the purchasing process.

The company is also developing an app intended to support drivers in the day-to-da…

Today, clinical health platform Vera Health announced a $28.5 million Series A led by Threshold Ventures, with participation from Optum Ventures, the healthcare venture firm backed by UnitedHealth Group, Mantis VC and SV Angel.

Co-founded by French entrepreneur and investor Maxime Allouch and Moroccan Taieb Bennani, Vera Health was initially developed for the founders' fathers, who are physicians.

“We built Vera with clinicians, and clinicians did the rest.

Vera developed its evidence-ranking system alongside clinicians who write medical guidelines, refining its assessments against expert judgement.

“Growing up in Morocco, I saw clinicians do remarkable work with a fraction of the resources…

A London robotics startup co-founded by a robotics professor and his student, which is building an AI model which claims to have discovered a new, quick way of teaching robots physical jobs, has raised a record $40m seed round, it said today.

Emerging out of stealth today, startup Machenta says the seed funding round, co-led by Creandum and Union Square Ventures, is the largest seed round raised by a robotics company in the UK to date.

The startup was co-founded by Edward Johns, a professor of robot learning at Imperial College, London, and his PhD student Vitalis Vosylius.

Machenta has trained its AI model in simulation leveraging computer generated environments, without the use of any rea…

Atlas Bio is developing a foundational AI model to run in silico clinical trials.

Ending Phase II: drug development’s most expensive failure point:Phase II trials cost drug companies $100 million+ and take two to three years, yet around 70 per cent of drugs fail at this stage.

Atlas Bio is already working with a top 10 global pharma company and in talks with several other global pharma firms.

Today, clinical trials take years, cost hundreds of millions, and still fail 70 per cent of the time.

Atlas Bio will use the funding to scale scientific and commercial teams, deepen platform validation, and onboard further enterprise clients through 2026.

Brazil and Argentina are highly competitive agricultural technology markets.

An AI agronomist in every farmer's pocketOneSoil has launched what it believes is the first globally available AI agronomist feature in its mobile app.

The AI agronomist is available as an optional paid feature.

That's one of the fundamental differences between our AI agronomist and simply asking a general-purpose model such as ChatGPT, Claude, or Gemini.

In some markets, farmers are tired of agricultural input companies approaching them with digital services tied to selling fertilisers or other products.

Hospitals generate large amounts of clinical data that could support medical research and the development of new diagnostic and therapeutic solutions.

Agora Labs aims to address this challenge through an infrastructure that allows hospitals to process and standardise clinical data without transferring it outside their own systems.

Agora Labs currently operates through an international network of 50 healthcare facilities and plans to double its size over the coming months.

The arrival of P101 and Infinite Five in Agora Labs addresses two specific needs: scaling our data network even faster and activating global-scale projects on it.

Agora Labs operates in the Real World Evidence (RWE) market…

A London-based startup aiming to make business data accessible to more employees through AI has raised $5m in funding as it launches in the market.

Querio has raised the funding from investors including BMW i Ventures, Haatch, Arāya Ventures, Forum Ventures and Secways.

Querio gives data teams one place to scrutinise the data in an accessible form, with the startup's AI agents spotting inconsistencies, updating definitions and reports to ensure consistency.

The revenue dashboard breaks, the Slack bot says no deals closed last week, and Claude gives a third number.

With Querio, the agent spots the change, fixes everything that depends on it and sends the data team one update to approve.

Lette, an AI-powered platform for residential property operators, has raised $6.5 million in seed funding to expand its operations in the UK and support its planned European expansion.

Founded by Jakub Rajek and Mohan Sai, Lette develops an AI operating system for the rental housing sector in the UK and Ireland, serving build-to-rent, private rented, student accommodation and single-family housing operators.

Lette's platform uses AI agents to automate tasks across the residential rental process, from initial enquiries and leasing to resident support, maintenance, rent arrears and compliance.

The system works alongside existing property management software, allowing operators to manage workf…

Anthropic today offered hope to European AI application layer startups, saying that its primary focus was on being a foundation AI model company, and that it may compete with application startups “from time to time” in “select categories”.

The statement by Anthropic comes amid long-standing concern from European AI startups that Anthropic, and other model providers like OpenAI, could launch competing application products and decimate their businesses.

The US AI giant behind the Claude chatbot today unveiled details of its business ahead of one of the biggest ever IPOs.

Anthropic generated revenue of $16.3bn in the first half of the year, compared to $1.2bn of revenues in the comparable peri…

As part of the UK’s National AI Biosecurity Initiative, the government is establishing the AI Biosecurity Lab (AIBL).

The AI Biosecurity Lab will be the world’s first dedicated AI biosecurity organisation.

AIBL will also partner with Google DeepMind and Basecamp Research on research collaborations and AI for science tools.

The AI Biosecurity Lab will work with public-sector organisations, academic institutions, industry partners and frontier AI companies in the UK and internationally.

AIBL will operate as an independent, non-profit organisation, aiming to position the UK as a global leader in AI-enabled biosecurity.

On Monday, the network announced a $1.6 million seed round from top players in the media ecosystem, including Powerhouse Capital, Axel Springer SE (which owns Business Insider and Politico), the popular media publication LadBible, and angel investors from OpenAI and DeepMind. With this fresh capital, the network is announcing its largest expansion yet.

First came the Netherlands, now it's Lithuania. And more European countries appear to be in the queue for Tesla's driver assistance system.

The Xiaomi 17 Ultra gives you a ton of options to play around with images, including preset filters and hardware add-ons.

CERT-EU blamed the cybercrime group TeamPCP for the recent hack on the European Commission, and said the notorious ShinyHunters gang was responsible for leaking the stolen data online.

London’s Air Street Capital has raised a large Fund III with eyes locked on backing early-stage European and North American AI companies.

EU lawmakers found their government-issued devices were blocked from using the baked-in AI tools, amid fears that sensitive information could turn up on the U.S. servers of AI companies.

An alleged ransomware attack has taken down the systems of the Sapienza University of Rome.

The Irish government announced that it wants to pass a law that would grant police more surveillance powers, such as using spyware to fight serious crime, while aiming to protect the privacy rights of its citizens.