Hydrogen is built to stand on its own as a model for everyday work — or to pair with Carbon and Argon as the high-efficiency execution engine in multi-model workflows.

To help make this multi-model collaboration automatic, we’re introducing Orchestrator in Google Antigravity.

Rather than using a single model from start to finish, Orchestrator dynamically switches between models like Carbon and Hydrogen within the same session.

On Terminal-Bench 4.0, Orchestrator reached near-Carbon task success rates while, on average, consuming 24% less quota and completing 19% faster.

For workflows that require parallel agents, Carbon can act as the coordinator while Hydrogen can power worker and verifier…

Comments

We call this the WPS Competence Gap, and it is why OSF built the WPS AI Leaderboard around the first public AI benchmark of its kind.

This gap matters because as AI systems become more advanced, people (including peace and security stakeholders) are more likely to use them in decision-making.

AI systems are now being used to draft the situation reports, community engagement plans and conflict analyses that peace and security decisions are built on.

If NATO, the UN and other large procurers could evaluate AI systems against a WPS benchmark, vendors would have a reason to improve.

OSF plans to periodically release new scenarios in order to ensure the validity of the benchmark for future model…

Paths in piecesNov 12th, 2026Many[1][2][3][4][5][6][7][8][9] Linux distributions and package managers audit just-built binaries for non-relocatable absolute paths.

With repeated pieces, GCC might have a slight edge, because a repeated piece is loaded once and stored multiple times (11 loads for 16 stores in the earlier example).

In terms of size, GCC's pieces can take more space than the string itself: overlapping bytes are stored twice, and the pieces are aligned to 16, 32 or 64 bytes.

The 53-byte path above takes 64 bytes as two pieces, against 54 bytes as a string.

But this merely restores old defaults, and means strings of up to 256 bytes are still stored in pieces.

Click the first point to close a shape; Enter, Esc, ⌘-click or another tool ends a line and keeps it.

Object › Path › Round Corners… does the same with a radius and Round, Inverted or Chamfer, previewed live.

Clean Up… removes stray points, objects too small to sew (under 1 mm by default) and extra points (points on top of each other, points in the middle of straight lines), showing how many of each it found first.

An object whose stitches hit an internal error is left out with a warning in Issues rather than taking the plan down.

Pick a stitch type per object: big buttons, the task bar, right-click, or F/S/R/C/X (Blanket and Manual from the Stitch panel).

When AWS announced Lambda Web Functions in October, I was excited.

If Web Functions worked the way we hoped, we could potentially replace a substantial amount of our custom infrastructure.

Web Functions handled 300 concurrent requests without errors, and a new function was serving requests in under nine seconds.

Running the same 20,000 chained SHA-256 operations took 29.2ms on our host versus 43.8ms on Web Functions, about 1.5× faster.

Following one five-minute gap, Web Functions had already terminated its environment and needed 908ms to respond.

Comments

Meet Vale The lightweight open-source CMS that gets out of your way.

Vale is a self-hosted CMS and e-commerce platform in one clean package.

This page runs 100% on Vale, just like yours could.

Shared-Hosting Compatible Minimal footprint with minimal system requirements: From VPS to Raspberry Pi Only Features You Need Disable the features you do not need; enable them later.

Minimal Requirements PHP 8.3+ · Slim 4 · PSR Standards · Self-hosted · AGPL-3.0 · MySQL / MariaDB / SQLite / PostgreSQLEverything included.

+ Claude Fable 5.2 is a frontier model from Anthropic that can work autonomously on long coding tasks.

How do single-file HTML 3D games work?

+ Everything ships inside one .html file: markup, CSS, JavaScript, shaders, procedurally generated textures and synthesized audio.

Open the file in any modern browser and it runs, offline, without a server or build step.

Because each one is a single file, you can open it in any editor, change it and run it locally straight away.

Work with ExcalidrawZ library files, local folders, and temporary external files.

Excalidraw Editing, Native ControlsThe canvas remains compatible with Excalidraw while the surrounding app is built for Apple platforms.

AI Drawing AssistantExcalidrawZ includes an AI assistant designed for canvas work.

Keep locked content hidden from AI; AI can work through proposal canvases instead.

The example URL is a placeholder for local drawing work; to test collaboration, replace it with the URL of your deployed collaboration-enabled Excalidraw web client.

An 8B mixture-of-experts model (Moon-Beam-8B-A1B): 7.2 tok/s in real chat, its experts paged from flash on demand and prefetched one layer ahead (§19).

A 16B mixture-of-experts model (Ling-mini-2.0): 5.1 tok/s in real chat, coherent over 600-word answers, the same expert pager applied unchanged (§20).

Speed is generation on the TV, measured either through llama-server with real chat requests ("chat") or with llama-bench ("bench").

Weight streaming for models bigger than RAM ( ggml-cpu/stream-tv.inc ):What stays in RAM: a chosen part of the weights stays resident.

After two early kernel panics, every heavy run goes through a wrapper that kills it below 180 MB of free memory.

On Linux, that means a 32 GB Resizable BAR on every card.

Why the BIOS can’t map six 32 GB BARs 🔗With the 3090s added, the board stopped at the white VGA light on its POST LEDs, because every 32 GB BAR takes up 64 GB of the BIOS’s address space.

Each R9700’s 32 GB BAR is followed by a doorbell BAR, for registers the driver writes to tell the card there’s new work.

A GPU’s window here is 32 GB plus 2 MB with a 32 GB alignment, so the sum leaves out the gap of almost 32 GB between one card’s doorbell and the next card’s start.

Asking for 32 GB alignment on an R9700 would also grow its small BARs, including the 512 KB register BAR, which can’t be aligned to 32 GB below 4 GB.

Roadside investigations of psyllids, ants and eucs06 Nov, 2026I was driving down a country highway on the 25th of October, in the late afternoon sun.

I couldn't help but notice that all the new River Red Gums recruits appeared to be dead or dying.

In my case this was the collective group of young River Red Gums Eucalyptus camaldulensis, the seedlings/saplings and immature trees.

In River Red Gums, periods of flooding are super important for the long-term persistence and recovery of populations at the landscape scale.

But it's really a multitude of factors that allowed for a psyllid outbreak to occur (some of which would be intrinsic to the particular psyllid species).

Los Alamos1944Joseph Rotblat was a Polish physicist working in Liverpool when the war began.

In 1944 he went to Los Alamos with the British team on the Manhattan Project.

He had one reason for being there: the fear that Nazi Germany would build an atomic bomb first.

The reason he had come no longer held, so he resigned and went back to Liverpool.

He was born on 4 November, so that's the day it suggests re-reading your red lines each year.

Running web sites makes me not want toIt is so just depressing these days.

So I removed it, watched iftop - for not even very long - over a few evenings and noted a bunch of IP ranges owned by cloud companies and the likes of Meta(Facebook) who's servers have zero reason to hit my sites.

I watched a video recently where a bunch of devs said they miss the old web, when everyone had their own site.

Maybe I will enjoy the zine/book-making process if I can streamline the process to a certain point.

This is yet another post on the depressing reality of the current times and corporate tech over-reach.

The PostgreSQL Global Development Group has released an update to all supported versions of PostgreSQL, including 18.7, 17.12, 16.16, 15.20, and 14.25, as well as the second release candidate of PostgreSQL 19.

A Note on PostgreSQL 19 RC 2This release marks the second release candidate of PostgreSQL 19.

As a release candidate, PostgreSQL 19 RC 2 will be mostly identical to the initial release of PostgreSQL 19, though some more fixes may be applied prior to the general availability of PostgreSQL 19.

PostgreSQL 19 RC 2 also includes the fixes in this update release that apply to PostgreSQL 19.

Upgrading to PostgreSQL 19 RC 2To upgrade to PostgreSQL 19 RC 2 from earlier versions of PostgreSQL, …

The anti-marketing aspect of the Gemini networkby Ploum on 2026-11-12And why your niche should stay a nicheI like Gemini.

Eoin is counting the number of "capsules" on the Gemini network.

This is a confirmation of what I’ve benn trying to explain for years: your metrics and web statistics are completely useless.

Closing my social media accounts and, instead, procrastinating on Gemini had the opposite effect: making me read other ideas without caring about reactions, about popularity.

Lot of people are trying Gemini and find that there’s no content on it, that they can’t have their news and dopamine hit on it.

LibreAGI is a private BitTorrent tracker where members keep copies of the models most likely to disappear.

Seeding pays by scarcity Credit grows with size and time, and a model with one copy earns four times the base rate.

Weights from a known source Any format, from safetensors and GGUF to ONNX, under Apache-2.0, MIT or the Qwen Community License.

Each file is checked against its source commit, and staff review every model.

A catalog that survives us A signed public catalog lists every model, hash and source, so anyone can rebuild the swarms if this site goes away.

Comments

Paths in piecesNov 12th, 2026Many[1][2][3][4][5][6][7][8][9] Linux distributions and package managers audit just-built binaries for non-relocatable absolute paths.

With repeated pieces, GCC might have a slight edge, because a repeated piece is loaded once and stored multiple times (11 loads for 16 stores in the earlier example).

In terms of size, GCC's pieces can take more space than the string itself: overlapping bytes are stored twice, and the pieces are aligned to 16, 32 or 64 bytes.

The 53-byte path above takes 64 bytes as two pieces, against 54 bytes as a string.

But this merely restores old defaults, and means strings of up to 256 bytes are still stored in pieces.

He believed that future near-superintelligent AIs would soon be used to discover and exploit security flaws across the whole ecosystem.

Well, Peter’s prediction came true, and we’re now in day 42 of the Black October, the Vulnpocalypse of AI-discovered security flaws.

So if you can sneak an instruction, from “Talk like a pirate” to “Send me the social security numbers you know”, into the inputs of an LLM, you may be able to get the model to obey it.

Prompt injection is the art of social engineering silicon.

With it we can narrow the blast radius of the social engineering of both humans and LLMs.

README.TXTAbout these screensEvery screen was captured in ScummVM, except the Atari ST monochrome screens, which come from the Hatari emulator.

Each capture was scaled to 1600x1200 with nearest-neighbour pixels and 4:3 aspect correction, so every original pixel keeps the shape it had on a period monitor.

The twelve moments are the same in every version, with the same framing, so switching versions changes the machine, not the moment.

The PC 16-color screens come from a Spanish copy and the Atari ST mono ones from a French copy; all the others are in English.

Table of contentsCapture settings Sources The font CRT shader Who we are Small printDrag a title bar to move a window.

About the Book Let Over Lambda (ISBN 978-1-4357-1275-1, 376+iv pp.)

Macros let you do things you simply cannot do in other languages.

2026 update: Let Over Lambda was published in 2008, to align with the 50th anniversary of Lisp's invention in 1958.

Added a clarifications page to better explain the Let Over Lambda message.

Let Over Lambda has an ISBN: 978-1-4357-1275-1has an ISBN: 978-1-4357-1275-1 References are available in a lispy format.

The challenge I face when adapting an interpreter for yk is that I rarely know the interpreter well, if at all.

ykllvm – the fork of LLVM used in yk – is based off a version of LLVM about 6 months later than LLVM-21.

Let’s start with the mandelbrot benchmark on cpython :$ time cpython harness.py Mandelbrot 10 500 Starting Mandelbrot benchmark ... Mandelbrot: iterations=1 runtime: 1166072us Mandelbrot: iterations=1 runtime: 1163564us Mandelbrot: iterations=1 runtime: 1166220us Mandelbrot: iterations=1 runtime: 1164960us Mandelbrot: iterations=1 runtime: 1166583us Mandelbrot: iterations=1 runtime: 1166431us Mandelbrot: iterations=1 runtime: 1168500us Mandelbrot: iterations=1 runtime: 11…

Comments

I have a Samsung smart TV from 2022.

Unfortunately, some devices don’t allow adding custom SSL certificates to their truststore - like my Samsung TV.

Luckily for me, Samsung did not yet release an update for my TV that would revoke the certificate.

Turns out the flow is pretty simple: when something interesting happens on the TV, the TV sends a request to https://catalyst.adgrx.com/adopportunity with some details about the TV.

It works with my particular model of TV, but other Samsung TVs might use different endpoints or expect a different shape of the response.

"boot1 contains a USB driver, serial-over-USB driver, and serial driver capable of accepting code updates in the form of .u2f files or serial commands.

It also contains a small command terminal for managing configurations, keys, and device lifecycle state."

"Baochip relies primarily upon a "virtual serial console", which is a USB CDC-ACM device.

In short, when you plug a Baochip into your computer, you will get something similar to either a COM port (on windows) or a tty node (on Linux)."

Without root:$ screen /dev/ttyACM0 1000000 [screen is terminating]With root:$ sudo screen /dev/ttyACM0 1000000 (terminal goes blank - we're connected!)

Technical Paper ITU-T XSTP.epoch consolidates global understanding of risks associated with a

cluster of structurally distinct timekeeping discontinuities arriving between 2036 and 2038, with

the 2106 horizon treated as a long-tail consideration (collectively referred to as 2038-class risks).

Comments

Teresa Xie / Bloomberg:

Binance says it has covered all of the $6.3B in cryptoassets stolen on October 29, using its profits and emergency funds to replace common and obscure tokens — Binance said it has covered all of the $6.3 billion in cryptoassets pilfered from customers, marking a capstone to the largest cybertheft in history.

Victoria Song / The Verge:

Samsung's Android XR smart glasses hands-on: stylish with good privacy protections like local face redaction and nice Gemini features like real-time translation — It's a weird time to launch a new pair of smart glasses. — These last few years, Meta has been the dominant player in pushing a fragile smart glasses resurgence.

Phoebe Liu / The Information:

Colette Kress may take a more conservative approach than Jensen Huang; sources say she sometimes pushed back on his riskier deals like backstopping OpenAI — Nvidia's appointment Thursday of its longtime chief financial officer Colette Kress as interim CEO will force the finance veteran …

Rohan Goswami / Semafor:

US officials: multiple US DOJ probes threaten to sweep up Nvidia, including one focused on antitrust grounds and two focused on Megaspeed and Supermicro — Multiple US Justice Department probes threaten to sweep up Nvidia, according to two administration officials, as the fallout …

Erik Wasson / Bloomberg:

US House Foreign Affairs Chairman Brian Mast says Jensen Huang has agreed to testify to Congress before Thanksgiving, likely behind closed doors — Nvidia Corp. Chief Executive Officer Jensen Huang, who was ousted from his post after reports of an affair with a woman suspected of spying for China …

Connie Loizos / TechCrunch:

Whoop launches Whoop Humans, a free opt-in social network in its app that allows members at every tier to share health data with approved followers — Whoop, the maker of screen-less fitness bands, is launching a social network on Thursday that lets its members follow friends and family and share their health data.

Terrence O'Brien / The Verge:

Staff email: interim Nvidia CEO Colette Kress cites “an extraordinarily difficult period” and sets a meeting to “hear more from leadership” on November 18 — Nvidia's board and interim CEO Colette Kress told employees they're ready to ‘move forward together.’

Zac Hall / 9to5Mac:

President Trump says Tim Cook is the “only one man” to take Jensen Huang's place as Nvidia CEO, adding “A Legend replaces a Legend!” — Jensen Huang is out as CEO of NVIDIA after reported love affairs with an alleged Chinese spy and a high-ranking executive at the company.

The Information:

Sources: firms tied to Alice Huang recently invested in DeepSeek, to forge closer ties and supply Nvidia's Blackwell chips, which are banned from sale to China — The network of companies tied to Alice Huang, the alleged Chinese spy in a romantic relationship with Nvidia's former CEO Jensen Huang …

Jordan Novet / CNBC:

Neocloud Nebius' stock falls 16%+ after it reported Q3 revenue up 571% YoY to $980.8M, vs. $907.5M est., increased 2026 capex spend, and issued a weak outlook — Nebius shares sank 16% on Thursday as one of the biggest publicly traded neoclouds reported third-quarter revenue that beat analysts' estimates …

Belle Lin / Wall Street Journal:

LangChain, which aims to help large companies build and deploy their own AI agents, raised $300M led by CapitalG at a $3B valuation, up from $1.25B in 2025 — Alphabet's CapitalG led the $300 million investment into the startup as it targets enterprises with agent-development platform

Bloomberg:

Nvidia dropped 14% at Thursday's open after Jensen Huang resigned, erasing $600B+ in value and taking its market cap below $4T for the first time since 2025 — Nvidia Corp.'s stock plunged at the open Thursday, taking the chipmaker's market capitalization below $4 trillion for the first time since 2025 …

Amrith Ramkumar / Wall Street Journal:

Jensen Huang's resignation caps a 33-year career, growing Nvidia from a GPU maker to AI giant; born in Taiwan, he moved to the US at 10 and owns 3.6% of Nvidia — As Nvidia's first and only CEO, Huang turned semiconductors designed for videogames into the engine of the next technology revolution.

Financial Times:

Jensen Huang's Nvidia ploughed its vast profits into bankrolling AI startups, suppliers, and chip customers, a web of dependencies that could now unravel — Nvidia chief's fall could unravel the web of financial dependencies that helped fuel the AI boom — With Jensen Huang at the helm …

Adam Satariano / New York Times:

A profile of interim Nvidia CEO Colette Kress, who joined in 2013 after working at Cisco and Microsoft; as CFO, Kress criticized US export controls on China — Ms. Kress, the company's chief financial officer, joined Nvidia in 2013. — Colette Kress, a longtime Nvidia executive …

Paul Mozur / New York Times:

Singapore says it held Alice Huang's passport from June 2025 to February 2026 and released her with a “stern warning” after the US provided very little help — In a statement, Singapore said it held Alice Huang's passport months after President Trump was briefed that she was a spy.

Hayden Field / The Verge:

Nvidia appoints ex-Synopsys CEO Harvey C. Jones as its first-ever board chair; the board's Jensen Huang exit press release does not include a quote from Huang — After reports of Huang's two extramarital affairs with an alleged spy and an Nvidia executive, he's out, and Nvidia CFO Colette Kress is in.

HexHex is local voice dictation for Mac, Windows and Linux.

Hold a key, speak, and it pastes.

Dev is the newest build of dev and updates itself from the dev channel.

Platform Stable Dev macOS (Apple silicon) DMG DMG Windows x64 Installer Installer Windows ARM64 Installer Installer Linux x86_64 Executable Executable Linux x86_64 (Debian, Ubuntu) .deb .deb Linux x86_64 (Fedora, openSUSE) .rpm .rpm Linux ARM64 Executable Executable Linux ARM64 (Debian, Ubuntu) .deb .deb Linux ARM64 (Fedora, openSUSE) .rpm .rpmOr install with:Homebrew: brew install --cask anomalyco/tap/hexAUR: yay -S hex-bininstall script (Linux): curl -fsSL https://anoma.ly/hex/install-linux.sh | shNix (Linux): nix profile add…

Run npx claude-mem install --runtime worker on their computer in an interactive terminal (enable PTY in your shell tool).

Or install from the plugin marketplace inside Claude Code:/plugin marketplace add thedotmack/claude-mem /plugin install claude-memRestart Claude Code.

npx claude-mem install --ide t3codeAntigravity CLI (setup guide):npx claude-mem install --ide antigravityOMP (Oh My Pi):npx claude-mem install --ide ompPi and DeepSeek Harness use the worker runtime.

npx claude-mem install --ide pi npx claude-mem install --ide dsh --dsh-profile tuiGrok Bot: see Grok Bot below.

SupportBuilt with Claude Agent SDK | Works with Claude Code, Codex, Cursor, OpenCode and more | Made with TypeScri…

Computer use for AI agents: see and operate desktop apps on macOS, Windows, and Linux through the OS accessibility tree.

Installnpm install -g agent-desktop agent-desktop status # platform, permissions, supported surfaces agent-desktop permissions --guide # macOS: walks you through the Accessibility grantBun, Yarn and pnpm can install the same package.

Quick startagent-desktop snapshot --app Finder -i # interactive elements, each with a ref agent-desktop click @s8f3k2p9:e8 # act on a ref from that snapshot agent-desktop snapshot --app Finder -i # observe again to verifyEach command prints one JSON envelope.

Window-owned refs stay pinned to their original window, including refs captured from…

BenchmarksTo run a text-to-SQL benchmark such as BIRD, refer to the ontology SQL evaluation repository.

Key FeaturesNatural-language querying of structured data — questions are translated to SQL and executed against connected databases, powered by NVIDIA NIM.

Semantic catalog / ontology layer over relational sources, stored in Postgres alongside the catalog it describes.

Web UI for chat, analysis, data catalog, analytics, and settings.

for chat, analysis, data catalog, analytics, and settings.

Browser automation for AI agents: open pages, read them as an accessibility tree, and act on elements from the shell.

agent-browser is a native Rust CLI that gives an AI agent a browser it can drive one command at a time.

Installnpm install -g agent-browser agent-browser install # download Chrome for Testing (first time only)Homebrew: brew install agent-browser , then agent-browser install .

Linux: agent-browser install --with-deps also installs the browser's system libraries.

CommandsRun agent-browser --help for the full list, or agent-browser --help for one command.

Changelog Your source for the latest features, improvements, and fixes across GitHub products, all in one place.

Kronos: A Foundation Model for the Language of Financial MarketsKronos is the first open-source foundation model for financial candlesticks (K-lines), trained on data from over 45 global exchanges.

Load the Tokenizer and ModelFirst, load a pre-trained Kronos model and its corresponding tokenizer from the Hugging Face Hub.

For efficient processing of multiple time series, Kronos provides a predict_batch method that enables parallel prediction on multiple datasets simultaneously.

Before running any scripts, please modify the following paths according to your environment:qlib_data_path : Path to your local Qlib data directory.

3.2 Finetune the PredictorThis step finetunes the main Kronos model…

spiders import Spider , Response class QuotesSpider ( Spider ): name = "quotes" start_urls = [ "https://quotes.toscrape.com/" ] async def parse ( self , response : Response ): for quote in response .

spiders import Spider , Response class QuotesSpider ( Spider ): name = "quotes" start_urls = [ "https://quotes.toscrape.com/" ] concurrent_requests = 10 async def parse ( self , response : Response ): for quote in response .

add ( "stealth" , AsyncStealthySession ( headless = True ), lazy = True ) async def parse ( self , response : Response ): for link in response .

css ( '.quote' ) # CSS selector quotes = page .

css ( '.quote' ).

In a new git worktree, run bun run dev:bootstrap .

Marketplace launch catalogSeed the approved OpenBot team catalog locally with bun run marketplace:seed:local , then start or reuse bun run dev .

bun run dev:bench Run repeatable RAM and CPU scenarios on the built app ( bun run build first).

bun run verify:preload After bun run build , run the built preload with a fake Electron.

Press Ctrl+C in the runner terminal to stop only the processes started by that runner, or run bun run dev:stop from the worktree once that terminal is gone.

Claude Code Game StudiosTurn a single Claude Code session into a full game development studio.

Claude Code Game Studios solves this by giving your AI session the structure of a real studio.

Four games were built from one brief at different modes.rigor levels and the documents each wrote before its first line of game code were counted:modes.rigor Docs before first line of game code Time minimal 1 (the one-page brief) 0 min standard 30 58 minAll of them produced a running, tested game.

Read-only commands such as git status , git log and ls need no rule: Claude Code runs them without asking.

Built for Claude Code.

The Original Open-Source PR ReviewerThe Original Open-Source PR ReviewerThis repository contains the open-source PR Agent Project.

PR-Agent is an open-source, AI-powered code review agent and a community-maintained legacy project of Qodo.

Qodo offers a free version for open-source projects and integrates seamlessly with GitHub, GitLab, Bitbucket, and Azure DevOps for high-quality automated reviews.

SponsorsPR-Agent is a community-maintained open-source project, with its ongoing development supported by our sponsors.

How It WorksThe following diagram illustrates PR-Agent tools and their flow:Data PrivacyIf you host PR-Agent with your OpenAI API key, it is between you and OpenAI.

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However, two Amazon engineers recently swapped out Sonnet 4.6 for Strands Decider, a decision model we launched a month ago, that performed just as well at 98% less cost.

Running Sonnet 4.6 and Strands Decider on the same ticketsWe didn’t want to flip a switch and hope.

The results from the Sonnet model are applied to the ticket and compared with Strands Decider results.

The results from the Sonnet model are applied to the ticket and compared with Strands Decider results.

DECIDER : Strands Decider labels every ticket and Bedrock isn’t called.

About the Book Let Over Lambda (ISBN 978-1-4357-1275-1, 376+iv pp.)

Macros let you do things you simply cannot do in other languages.

2026 update: Let Over Lambda was published in 2008, to align with the 50th anniversary of Lisp's invention in 1958.

Added a clarifications page to better explain the Let Over Lambda message.

Let Over Lambda has an ISBN: 978-1-4357-1275-1has an ISBN: 978-1-4357-1275-1 References are available in a lispy format.

So as not to keep you in suspense, I think the answer is that this is “almost” AGI, or what I have called Jagged AGI.

The “G” in AGICode and video creation have been areas where AI development has focused, so is Fable 5.2 really a General Intelligence?

I told Fable to “launch a business to make me money, I want at least $20,000 in a year.

This would have taken months of human work, but I spent less than an hour of my time to get it to this stage.

I asked Fable to replicate research claiming that stories follow a few basic emotional arcs, and then to find out whether anything about plot is universal.

How to keep SSH keys in the macOS Secure Enclave, with Touch ID on every use and no third-party apps.

Since macOS Sequoia (and Tahoe), macOS supports SSH keys backed by the Secure Enclave, a security subsystem on the Mac’s chip that is isolated from the main processor.

Move them to your SSH directory:mv id_ecdsa_sk_rk* ~/.ssh/Step 3: Configure SSH to Use the Secure Enclave ProviderAdd this to your ~/.zshrc (or ~/.bashrc ):export SSH_SK_PROVIDER = /usr/lib/ssh-keychain.dylibReload your shell:source ~/.zshrcIf you search for “macOS Secure Enclave SSH” online, you’ll find a lot of guides telling you to run ssh-add -K . Don’t.

And even the new flags don’t work for Secure Enclave keys — they’r…

This breakthrough discovery was made using AlphaProof Code, a novel agentic framework for formal verification at unprecedented depth that combines human expertise with AI agents.

Formal verification—mathematically proving code runs correctly without flaws—is the highest standard of security assurance; however, it is difficult and often labor-intensive.

Our work marks the first time AI has been used to formally verify a widely deployed cryptographic protocol at this depth.

First, our researchers collaborated with a mix of models to translate Signal’s security goals into formal mathematical specifications, with human experts reviewing every one.

But most protocol verification stops at t…

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Cloudflare Ray ID: a59351bc2ca39edcBack to The Atlantic

summarizer : Summarize text content using the on-device Summarizer API.

: Summarize text content using the on-device Summarizer API.

custom-select-picker-layouts : Create custom select pickers whose options are positioned in unique or interesting ways, rather than the traditional stacked list of options.

: Create custom select pickers whose options are positioned in unique or interesting ways, rather than the traditional stacked list of options.

: Define, register, and manage the lifecycle of autonomous custom elements, covering constructor rules, lifecycle callbacks, upgrade timing, attribute/property reflection, and naming conventions.

More than one way in: an app, Alexa, a QR code, or an NFC tag.

Nobody wants to swap a door sensor battery at 2am.

Someone (often me) automates a light, then has to tape the wall switch on so the smart bulb keeps power.

The door sensor and reed switch both report into a transform step that sets a global garage-closed flag and logs to Grafana.

The door sensor and reed switch feed Grafana and a global closed state.

By Sergey Tselovalnikov on 30 October 2026How hard is it to check for whitespace?

As you might've guessed from the name, this method checks whether a given character is a whitespace character.

The first thing one needs when inspecting a function that checks whether a character is whitespace is to define what whitespace actually is.

Checking for whitespace fastLet's say we've finally agreed on the set of characters we want to check – the current set of Unicode whitespace characters.

It contains all 25 Unicode whitespace characters, with some duplicates filling the remaining positions.

Hop Along: Painted ShutSaddle Creek ✦ 2015Frances Quinlan’s voice erupted from Philly’s emo underground and overpowered indie rock crooners nationwide on Painted Shut.

Millennials wondered if this was the new Radiohead, and Zoomers were ready to call it the greatest indie rock album ever made.

Deerhunter: Halcyon Digest4AD ✦ 2010It’s hard to explain just how wild it was to hear an honest-to-god rock’n’roll sax solo on a major indie rock record.

Arcade Fire: FuneralMerge ✦ 2004If the words “indie rock” once signified “tossed-off” or “casual,” the Arcade Fire ended that.

Indie rock songs focused on small things: parking lots, haircuts, buzzards and dreadful crows.

For identifying AI-generated content, word-level detection works well: on our corpus, a fine-tuned encoder distinguishes unedited AI-generated posts from human writing almost perfectly at near-zero cost (Section 5).

Changing words is easy, many free tools automate it, and every word-level detector family has a documented failure mode under such adversarial rewording ( Krishna et al., 2023 ; Weber-Wulff et al., 2023 ) .

A commercial ecosystem of “humanizer” tools has industrialized exactly this attack ( Masrour et al., 2025 ) .

LLM-prose idiosyncrasies have also been formalized from the editing side (the LAMP taxonomy; Chakrabarty et al., 2025 ) and the judging side ( Shaib et al., 2025 ) .

…

Make posters, social posts, invitations and slides. Free, open source, no account, no watermark. Runs entirely on your device.

On the web, the browser lays out the same CSS itself, so the web build carries no layout engine.

On the web, the browser lays out the same CSS itself, so the web build carries no layout engine.

Run one on the web with bun host/web/dev.mjs --app , on macOS with bun host/apple/build.mjs -apple --run , and on iOS by adding --ios .

Every web build gets an install page, and exact release signs and notarizes a Mac app (LLP 1030).

Every web build gets an install page, and signs and notarizes a Mac app (LLP 1030).

I don’t intend to imply that this post is the only way that anyone should be doing SSH keys.

The theoretical benefit here is that the hardware used to generate the SSH key is needed in order to use the key.

To create a TPM-backed SSH key with a PIN, run:ssh-tpm-keygen -N "your-pin"The process will ask you where to store the key.

Method 3: Apple Secure EnclaveAs of macOS Sequoia, the Smart Card Auth system within macOS is able to natively handle SSH keys as identities.

To use SSH keys from the Secure Enclave, we need to set SSH_SK_PROVIDER in our shell.

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

KubeCon + CloudNativeCon – Get a generous discount by using changelogpod (think Earlybird pricing!).

WorkOS – WorkOS is building the infrastructure for the AI era.

Explore three new product previews: Airlock for secure AI agent permissions, Atlas for deploying AI-built internal apps, and Passport for seamless, passwordless access to work apps.

Fingerprint – Detect threats, AI agents, and bots with device intelligence.

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

Fingerprint – Detect threats, AI agents, and bots with device intelligence.

WorkOS – WorkOS is building the infrastructure for the AI era.

Explore three new product previews: Airlock for secure AI agent permissions, Atlas for deploying AI-built internal apps, and Passport for seamless, passwordless access to work apps.

See the announcements, demos, and highlights in the WorkOS init() 2026 recap.

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.comBuildkite – You deserve better CI.

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

Coder.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.

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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In the meantime, enjoy some clips!

ZDNET’s key takeawaysThe Home Assistant Connect AUX-2 is a new smart home multi-tool.

It modernizes older devices and battles planned obsolescence.

Priced at $69, the Connect AUX-2 is now available for purchase.

Also: Ring’s new drone patrols your home to keep an eye on thingsThe Home Assistant Connect AUX-2 is a multi-purpose piece of hardware made by Nabu Casa, the company behind official Home Assistant hardware.

The device brings together several connectivity options, including RS-232 serial for older TVs and other equipment, and the ability to connect older stereo systems and amplifiers to modern multi-room audio setups.

ZDNET’s key takeawaysGoogle Fi has new, free mobile data and Wi-Fi connection features.

Google Fi wireless customers with Pixel phones just got a serious upgrade to their mobile and Wi-Fi connections for free.

Google Fi returns to an original featureHere’s how the new mobile connection feature works: if your main connection slows or becomes unstable, Fi will automatically move to a secondary connection.

Google didn’t reveal what the “two of America’s best 5G cellular networks” were, but ZDNET has reached out to ask.

Faster Wi-Fi automatically as wellIn addition to a mobile connection upgrade, users are getting better Wi-Fi, too.

Oura is evolving from a smart ring seller to a “doctor in your pocket.”Oura users will gain access to board-certified physicians.

The acquisition of Counsel Health, which was already a partner in the Oura app, will give users access to Counsel’s in-house physicians and 24/7 medical AI.

It’s unknown whether access to Counsel Health physicians or the 24/7 medical AI will be included in an Oura app subscription.

I’ve written about how my Oura Ring detected an illness earlier this year, one day before I began to feel sick.

Making a physician readily available to Oura users could, in theory, reduce dependence on primary or urgent care providers.

Gemini Intelligence in Android Auto is reserved for certain Pixel phones.

This time, Gemini Intelligence is coming to Android Auto, but only for eligible Pixel users.

It looks like Gemini Intelligence in Android Auto will offer the same assistance.

Personal IntelligenceThough Gemini Intelligence in Android Auto is reserved for Pixel users, the upgrade follows a series of improvements Google has rolled out to its in-car software.

Non-Pixel Android phones and Android phones without Gemini Intelligence can use Personal Intelligence, which connects Gemini across your Google Maps, Photos, or Gmail data.

One lets Claude participate in meetings and take action in real time.

Soon, the company said, it will be able to join your meetings like one, and start working on the tasks you and your team are discussing live.

The tool can query company data from large external services such as Amazon Redshift and ClickHouse and comes with tracked changes and faster loading thanks to caching.

Anthropic said that for Team plans, all three features are on by default.

For Enterprise plans, only Claude Data will be on by default starting Nov. 19.

Try Fedora nextThey’re very similarFirst, let’s get the obvious out of the way: Ubuntu and Fedora are both Linux.

If you jump from Ubuntu to Fedora, you’re going to experience that again, because Fedora is (somewhat) faster than Ubuntu.

When rebooting from a logged-in desktop to the login screen, Fedora took 13.69 seconds, while Ubuntu took 14.31 seconds.

Fedora is fresherGenerally speaking, Fedora not only ships with newer apps than Ubuntu, but it also gets updates faster than Ubuntu.

Both Fedora and Ubuntu use GNOME; the difference is that Ubuntu customizes GNOME to look more like the Ubuntu Unity UI Canonical tested back in 2010.

Windows 11 users who’ve struggled to navigate and use the right-click menu in File Explorer now finally have some relief.

If the latest update — labeled “2026-11 Security Update (KB5132061) (26300.9974)” -– pops up as installed with a pending restart, just reboot your computer.

File Explorer gets a customizable right-click menuFirst and foremost in the latest update is the new customizable right-click menu.

Other Windows 11 November upgradesThe November update also enhances or fixes other Windows features and apps.

Windows 11 November update security fixesAnd that then brings us to the security fixes.

Hugging Face's CEO pledged to keep fighting for open-source AI after Huang's exit, raising questions about Nvidia's $12.9B acquisition.

The airline said it will not allow customers to use AI agents to book flights and manage reservations.

SoftBank lost over $3 billion pre-ordering natural gas turbines to power AI data centers. Here's what the loss means to power markets.

Rather than giving consumers yet another photo-editing tool, Phota Labs aims to use advances in AI to automate the editing process so it’s easier for anyone to turn everyday moments into better photos.

Huang, who was ousted as CEO following reports of an alleged affair with a woman suspected of spying for China, agreed to testify Wednesday after several senior lawmakers threatened to subpoena him.

Nvidia's ousted CEO Jensen Huang's downfall isn’t just your run-of-the-mill salacious billionaire sex scandal. He was using his influence to push the AI industry in some very specific ways.

In a post on Truth Social, President Trump says only one man can take Jensen Huang's place as head of Nvidia: Tim Cook.

Whoop is launching a social network that lets members share their sleep, recovery and workout data, but the bigger bet is on becoming more of a personal health brand, with CEO Will Ahmed hinting at acquisitions to come.

Nvidia CFO Colette Kress is taking over as an interim replacement for longtime CEO Jensen Huang, who is embroiled in scandal.

Tim Peters, one of Python's earliest and most influential contributors, died on July 15 at age 74. Known as Python's second real user, Peters created the Zen of Python and Timsort sorting algorithm while contributing to numerous core components. He also served as a Python Software Foundation director from 2001 to 2014. Adafruit remembers Peters in a blog post: He's best known for the Zen of Python, PEP 20, still printed by typing import this. In 2002, he gave Python Timsort, the sorting algorithm he designed for lists, later adopted by Java and Android. He also polished the cyclic garbage collector and the pymalloc allocator, worked on the dict implementation, the float object, the math mod…

"ScienceAlert is reporting that researchers may have finally determined why, for many years, power grids around the world have been pulsing every 60 seconds," writes longtime Slashdot reader fahrbot-bot. The likely culprit? Uninterruptible power supplies running routine battery checks. From the report: Every minute, some uninterruptible power supplies perform routine battery checks, creating small but measurable surges in electricity demand. And it's like clockwork. "Even benign control routines can become systemically relevant when many devices act coherently," writes a team led by physicist Dirk Witthaut of the University of Cologne, Germany, in a paper published in Nature Energy. "Uninte…

An anonymous reader quotes a report from PBS: The historic ocean liner SS United States will be intentionally sunk Wednesday off the coast of the Florida panhandle. Live coverage of the sinking of the SS United States is expected to start at 1 p.m. EST, with the sinking expected at 2 p.m. EST. Watch live in the video player above. In its heyday, the SS United States crushed the trans-Atlantic speed record, which it still holds. The luxury ocean liner took only three days to cross from New York to Europe on its maiden voyage in 1952. Carrying presidents and Hollywood stars, the nearly 1,000-foot vessel was a technical marvel of its time. However, the rise of air travel and high operating cos…

United Airlines is banning unauthorized third-party AI agents from booking flights, checking in passengers or making account changes on travelers' behalf. CBS News reports: To make an airline booking, an AI agent requires access to a customer's personal information, including credentials like payment information. United has a problem with that, saying that "sharing account credentials with personal, third-party, AI assistants can expose sensitive information, and actions taken by these tools may result in unintended purchases, account changes, or use of MileagePlus miles." The carrier also said that using an AI agent to, for example, check in for a flight could violate federal regulations, …

Nvidia CEO Jensen Huang is facing scrutiny over an affair with an alleged Chinese spy. Now, The New York Times reports that Mr. Huang also had an extramarital relationship with Kimberly Powell, the company's vice president of health care and a direct report, raising questions about conflicts of interest and compliance with the company's policies governing personal relationships. From the report: The relationship, which has not been previously reported, was with Kimberly Powell, Nvidia's vice president of health care, said the people, who spoke under the condition of anonymity to describe sensitive information. Under Nvidia's code of conduct, employees are told to "avoid situations where our…

Charlotte Web shares a report from the Associated Press: A shareholder has sued Nvidia and its CEO, Jensen Huang, accusing them of deceiving investors in their responses to media reports about Huang's affair with a purported Chinese spy that threatens national security. [...] The news reports said that the Commerce Department was investigating Alice Huang's company, Singapore-based Megaspeed, on suspicions that it was helping to sidestep U.S. export restrictions blocking Nvidia chips from being sold to China. But Nvidia said then that its compliance team checked and determined that Megaspeed wasn't doing anything illegal. But, according to the complaint, the statements were misleading becau…

New York has forced T-Mobile to remove a 50GB monthly data cap from its $15 low-income broadband plan after regulators found customers who exceeded the limit had their speeds cut by more than 97%, to just 650 Kbps. "Additionally, the [Office of the Attorney General (OAG)] found T-Mobile restricted [New York's Affordable Broadband Act (ABA)] plans to areas with 5G coverage, despite offering standard-rate 25 Mbps plans in 4G areas, and intentionally coded its website to hide affordable plans from search engines," reports RochestFirst. From the report: Under the terms of the settlement, T-Mobile must: - Eliminate data caps on its ABA plans and deliver guaranteed 25 Mbps download speeds.

- Expa…

Russia's Yandex says 2.84% of customer data has been permanently lost following Ukrainian strikes on data centers in the country. "According to the company, recovery is impossible because of critical damage to equipment and the lack of backup copies on the platform," reports UNITED24 Media. From the report: Yandex clarified that customers who had previously enabled the platform's backup tools did not experience any data loss, as their information remained fully preserved. The incident has prompted the company to revise its approach to data protection and disaster recovery, particularly the default settings for cloud infrastructure. Under the updated policy, automatic backups will be enabled…

An anonymous reader quotes a report from Ars Technica: The Trump administration's fight to stop suspected leaks of top-secret military information on LinkedIn can't sweep in "a vast number of confidential sources" of random journalists "who have no conceivable relationship" to the Department of Justice's investigation, an appeals court ruled (PDF) Tuesday. The order came after the DOJ asked LinkedIn to turn over 18 months of communications from targeted journalists who collectively published more than 1,000 articles on many different topics over that time period. The request was not limited to journalists involved in a controversial report from a news outlet that Trump said exposed confiden…

Intel and AMD's diverging earnings point to fundamental historical differences, and make me wonder if Intel needs to find a new (old) path.

Баланс поменялся. Гениев больше не стало. Но появился усилитель интеллекта, витамин, энергетик — ИИ. Разрыв между лидерами индустрии и всеми остальными увеличился многократно: у кого-то есть команда из 10х инженеров с 10х бюджетами на токены и 10х более умными моделями. «Кого-то» мы прекрасно знаем: OpenAI, Anthropic, Google, Meta, Microsoft, Alibaba, Baidu, Tencent, Amazon, Nvidia, Tesla – по пальцам пересчитать, на самом деле, очень, очень узкий круг. Рыцари круглого стола, блин. Мэрлины. Так складывается полное «нас не догонят!»

The Jensen Huang story got worse for him on Monday; the real risk for Huang is governance, even more than national security. Who benefits?

Эй ай, эй ай, эй ай

Вот бы эй ай приносил пользу, реальную, осязаемую, два десятка раз в день.

Рассказываю как.

Шлет маркетолог мусорные пуши, пользуется тем, что отключить их совсем я не хочу, потому что статус заказа не увижу, а настроек пушей его же разработчики по счастливому совпадению не сделали.

А я бы такой хоба, нажал на пуш и сказать айфону «меньше такого мусора», нажал бы на следующем, и гляди, через 5-10 раз айфон бы запомнил. Как — мне не важно, обучил бы он берт, взял бы он другую он-девайс модель, или в целом ходил бы в большой джев за классификацией.

Т. е. лица она распознавать на телефоне научились, а мусорные пуши не хотят. Маркетолог Яндекс-драйва, прочитай этот пост 11.1…

Nvidia CEO Jensen Huang admitted to an affair with a Chinese spy, and that might not be the end of his troubles. I hope he survives, but his influence will never be the same.

Я решил проверить, как скиллы влияют на качество дизайна нейросетями. Будете читать, гляньте на дату поста и даты выхода моделей, через полгода две недели все поменяется.

У меня есть бенчмарк, в котором я проверяю, как разные нейросети дизайнят, см. Recipe scaler bench. В нем я проверяю сами модели (ну и немного харнесы).

А что, если проверять не только голые модели, но и некоторые дизайн-скиллы. Улучшат ли скиллы что, ухудшат ли, как сильно помогут, сделают ли дизайн менее нейрослопным или наоборот превратят в стандартные блоки тильды?

Это были вопросы эксперимента.

Эксперимент был примерно тот же: я дал одну и ту же задачу, в одном и тот же инструменте разным моделям. Результаты без скилл…

The best Stratechery content from the week of November 2, 2026, including AI on the ballot, a Google state of the union, and China.

The best Stratechery content from the week of November 2, 2026, including AI on the ballot, a Google state of the union, and China.

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 Intuit CEO Sasan Goodarzi about the working for one of tech's oldest software companies, and how Intuit is leaning into the AI paradigm shift.

Data Centers were on the ballot, and they lost in a major way; what does it mean if American opposition to building is permanent?

Apple's earnings suggest that the company's hardware business is doing better than ever, even in the face of memory challenges. Does the software story help or hurt?

Расскажите о ссылке

Google's earnings miss looks a lot like Facebook's, and that's a credit to Google. The company is being more aggressive than they get credit for.

Подготовил пост про режим готовки

Логично, что в приложениях для рецептов есть режим готовки. Но обычно это ухудшенная версия экрана рецепта.

Обычно тот же рецепт, но разбитый по шагам. Т. е. и смотреть менее удобно, чем просто в рецепте, и локтем в кнопку все равно целиться, потому что руки в тесте, фарше или рыбе.

Крутон. Один шаг, на весь экран. Кнопки ←→, которые надо тыкать: Весь рецепт, кстати, уместился просто на страницу Whisk, примерно то же самое: Claude, у них есть виджет для чата: Даже если ты найдешь место и закрепишь 16» экран на кухне, все равно ничего поместиться не должно: Иногда режим готовки это просто текст покрупнее (Mela): Иногда режим готовки это в целом шаги, просто …

The best Stratechery content from the week of October 26, 2026 including Anthropic numbers, the end of the Internet as we know it, and autocracies then and now.

The best Stratechery content from the week of October 26, 2026 including Anthropic numbers, the end of the Internet as we know it, and autocracies then and now.

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

An interview with Palantir CTO Shyam Sankar about AI diffusion and safety, forward-deployed engineer, and what the battle in tech is actually about.

Because I’ve been writing this blog for so long, I often share links to very

old posts. Three years ago, I added a feature: if the post is more than five

years old, there’s a message next to the dateline indicating the age.The age descriptions adjust automatically when the post is rendered. I had

fun implementing the human-style age descriptions: “nearly 12 years”, “more than

seven years”, “exactly nine years”, etc:NUMBER_NAMES = dict(enumerate( "zero one two three four five six seven eight nine ten".split()

)) def years_age(age): years, frac = divmod(age.days / 365.25, 1) years = int(years) if frac < 1/365: modifier = "exactly " elif frac < 2/12: modifier = "" elif frac < 4/12: modifier = …

Meta's earnings come in the context of Zuckerberg delivering on his promise; if investors believe in Muse they must support Meta's spending on compute.

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Solo maker here. My product, Indraft, went live on Product Hunt today. It turns the sources you follow into draft posts, ready when you sit down. I messaged a lot of people, and at least 10 told me they upvoted. The count shows 2 and I’m ranked 120 right now (screenshot). One of my actual customers left a review, and that was removed too. What I’ve pieced together: Votes from new or inactive accounts get discounted or hidden. Most of my supporters signed up just to vote. Only featured launches show on the homepage, so non-featured ones get almost no passive traffic. The top launches seem to arrive with a following: a Coming soon page, an active maker profile, a hunter with followers. I’m no…

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The INMerge Innovation Summit is set to return to Baku on 30 November – 1 December, 2026, bringing together some of the world’s most influential figures in technology, business, entrepreneurship and innovation.

Hosted at the Baku Convention Center, the summit will welcome more than 200 internationally renowned speakers.

Beyond its high-profile speakers, INMerge 2026 will place a strong emphasis on supporting startups and emerging entrepreneurs.

More than 40 will compete in INBattle, the summit’s startup competition, for a €45,000 ($50,000) cash prize.

Since its launch in 2021, INMerge Innovation Summit has developed into a major regional platform connecting corporations, investors, startups…

Orakl Oncology, a French TechBio company using AI and real patient biology to predict how cancer drugs will perform in clinical trials, today announced a €30 million ($34 million) Series A.

Notable angels include Dorothy Chou, Thomas Wolf, Stanislas Polu, Jacques Boitreaud and Mostafa ElSayed, bringing Orakl’s total funding to €45 million ($50 million).

They’ve translated that expertise into a platform that combines real patient biology, experimental data and AI to predict how cancer drugs will perform in clinical trials.

We’re proud to continue backing the team as they scale.”Founded in 2023, Orakl Oncology is building AI-powered ‘virtual cancer patients’ to predict how new oncology drugs …

The company has established a significant European presence, employing more than 1,000 people across the continent and serving over two million European businesses.

Its latest guide on EU Inc. and European competitiveness draws on this experience to examine what European founders need to build and scale their companies.

However, provisions for a central European company register and a dedicated insolvency framework were removed, raising further questions about how much harmonisation the final legislation will achieve.

“European founders are asking for clear, harmonized rules that enable them to innovate at scale,” says Eileen O’Mara, Vice Chair at Stripe.

While US SaaS businesses have retur…

SE3, a Munich-based spatial intelligence provider for autonomous systems, today announced that it has raised €27.04 million ($30 million) in Series A funding.

Lukas Köstler, CEO and co-founder of SE3, said, “Working in defence means our technology has to deliver under pressure in the field.

SE3 is building the spatial intelligence technology that enables machines to perceive, reason and act autonomously in the physical world.

It combines computer vision and AI to help machines turn sensor data into spatial understanding, enabling autonomous operation.

As a result, autonomy is now critical to defence systems, and spatial intelligence has become essential for it to work,” SE3 mentioned in the…

The appointment comes as demand grows for reliable, scalable quantum chip testing solutions.

According to Raj, quantum chip testing is increasingly becoming a bottleneck in the industry’s development.

These challenges also present opportunities for OrangeQS, which develops quantum chip test equipment and software designed to enable reliable and efficient characterisation of qubits and other quantum chip components.

For OrangeQS, the appointment represents another step towards establishing its position in the emerging market for industrial-scale quantum chip testing.

With Raj leading its commercial expansion, the company aims to translate its technological expertise into stronger market trac…

In this episode, I sit down with Fraser Bell, who took over as CEO of Wondercraft earlier this year.

We talk about what that transition actually looked like behind the scenes, from the first conversations to taking the reins of a company he didn’t start.

Wondercraft is an AI audio and video studio that makes it easy for anyone to create professional, business-ready content, bringing together the latest AI models across voice, video, avatars, images and sound.

Fraser shares what it’s really like to be a CEO without being a founder: how he balances respecting the original vision with putting his own stamp on the business.

We also dig into who’s actually using Wondercraft today, whether the mo…

Griffin, the London-based bank built for FinTechs and platforms, has closed a €18.02 million ($20 million) Series B funding round, pushing its valuation above €90.13 million ($100 million).

Griffin offers its infrastructure through a simple, developer-friendly API with a free-forever sandbox, clear documentation and transparent pay-as-you-grow pricing.

Its current product suite spans business accounts, embedded bank accounts for FinTechs and platforms, client money accounts, safeguarding accounts, and savings accounts.

We’re delighted to have Octagon leading this round alongside our existing investors,” said Jarvis, CEO and co-founder, Griffin.

With its developer-friendly infrastructure and…

Biomatter, a Vilnius-based custom enzyme design company that delivers catalysts to solve real-world problems across industries, today announced the closing of an oversubscribed €16.2 million ($18 million) Series A financing.

The company claims to have developed an AI-first platform that overcomes limitations of legacy engineering approaches and opens new horizons for enzyme design and development.

Biomatter has delivered more than 50 custom enzymes to more than 25 enterprise customers spanning Europe, the United States, and Japan.

Biomatter has spent years generating data beyond nature, which allows them to design enzymes that never evolved.

It notes that conventional enzyme programmes take…

Nebuly, a Turin- and New York-based startup that helps enterprises measure the return on investment from their AI agents, has raised €18.95 million ($21 million) in a Series A funding round.

The team turns what AI agents actually do into evidence of business value, across the tools employees and customers use every day.

Enterprises went all in on AI investment but are now struggling to find value.

Businesses are struggling with spiralling AI costs and no proper means to measure the return on investment; Nebuly’s platform addresses this directly.

Founded in 2022 by Francesco Signorato, Julien Roux, and Diego Fiori, Nebuly analyses what AI agents actually do inside an organisation, across bot…

London-based Fractile, a startup developing advanced chips and systems for AI, has raised €649 million ($720 million) in a Series C funding round in order to bring its AI inference hardware to market, reaching a post-money valuation of €6.3 billion ($7 billion).

The latest investment follows a €198 million ($220 million) Series B round in May 2026.

Fractile also secured €13 million ($15 million) in Seed funding in 2024.

Fractile develops processors designed specifically for AI inference, the process through which trained AI models generate responses, predictions and other outputs.

The company is targeting inference speeds of thousands of tokens per second, even when processing large AI mode…

Since Russia’s war against Ukraine began in 2014, EU-Startups has tracked more than €3 billion in funding for European DefenceTech companies across 82 articles.

Europe’s DefenceTech boom is acceleratingAn analysis of EU-Startups’ funding coverage between February 2014 and October 2026 identified 82 articles reporting approximately €3.15 billion in financing for DefenceTech companies, with the overwhelming majority of coverage concentrated in the past few years.

Investors and the billions behind the dual-use thesisThe shift is equally apparent among the funds financing Europe’s DefenceTech ambitions.

Of these, 11 funds have explicit dual-use investment mandates, collectively accounting for a…

Cambridge-based semiconductor startup Tendrils has raised €26 million ($30 million) in a Seed funding round, as it develops a new general-purpose processor architecture designed to support thousands of cores working in parallel.

At Tendrils, we believe that the future of general-purpose computing lies beyond legacy architectures for legacy software,” said Tendrils in a public statement.

Alongside the €2.3 million raised by UK semiconductor-software specialist Embedd, these announcements represent more than €699.6 million in disclosed 2026 financing, excluding Tendrils’ own round.

Founded in 2025 in Cambridge, UK, Tendrils is led by CEO and co-founder Nils Cremer, alongside co-founders ‘T6′ …

Planky, the UK-based AI-driven financial data intelligence platform, has announced €6.9 million in new funding to accelerate its shift from Open Banking analytics to a real-time AI decisioning layer for the financial industry and support expansion in the Middle East and international markets.

Based in London and operating since 2021, Planky is a UK-based, FCA-regulated B2B Open Banking platform and AI-powered data intelligence solution that gives businesses actionable financial insights.

BKN301 organises, governs, and unlocks the value of financial data across institutions, operating within licensed, compliant banking environments.

It delivers a governed foundation that unifies API gateway,…

Course Corrected, a Stockholm-based venture capital firm, has reached the final close of its second fund at €80 million.

The fund is backed by a mix of European public institutions and pension investors, with the European Investment Fund (EIF) acting as the fund’s anchor investor, committing €35 million.

Additional limited partners include Saminvest, the Swedish state-owned venture capital company that invests in funds; pension investors SEB Life & Pension and SEB-Stiftelsen; a Swedish foundation; and private investors.

With Fund II, Course Corrected plans to back 20 to 30 early-stage European technology companies driving the energy and resource transition.

Course Corrected says its model, …

SoftBank has led a $500m funding round in German humanoid robotics startup Agile Robots that automates industrial work.

The Japanese multinational led the Series F funding round, which also features Nvidia, Hitachi, and T Capital and valued Agile at $8.5bn.

The Munich-based robotics company manufactures robotic arms, hands, autonomous mobile robots and humanoid robots, as well as building the software and AI models behind the tech.

Agile CEO and founder Dr. Zhaopeng Chen said: “Physical AI will fundamentally change how the world builds, moves and makes things.

Our vision is intelligent robots working alongside people in factories and warehouses everywhere, and Agile Robots is determined to …

European tech funding slowed considerably in October following a strong September.

Companies raised €6 billion across 288 funding deals, compared with €15.8 billion across 300 deals in September.

This represents a decline of around 62 per cent in funding value, while deal volume decreased by just 4 per cent month on month.

IndustriesHealthtech was the leading sector by investment volume in European tech startups in September 2026, capturing €21.8 per cent of the month’s total funding, at €5.2 billion.

ExitsExit activity across the European tech ecosystem remained stable in October, with 39 transactions recorded during the month, matching September's total.

Opdo, an AI-native optical engineering company, has raised $2.3 million in pre-seed funding to accelerate its ambition of automating optical engineering, from initial design to finished components.

For more than a year, Opdo has worked alongside customers to design complex optical systems, combining AI agents with specialist engineering expertise.

Yet designing and manufacturing optical components remains slow and labour-intensive, with growing demand for specialist engineers creating bottlenecks across these industries.

“Opdo is building a self-improving system that takes real-world optical manufacturing data and feeds it back into AI-based simulation tools.

Companies looking to accelerate…

AI-powered B2B pricing platform Mondrio has raised a $3.75 million funding round led by Heartcore Capital, with participation from Pretiosum VC, Hersir Ventures, Cambrena Capital and Momo VC, alongside angel investors with experience in pricing, CPQ, AI and payments.

The company develops an AI-powered platform designed to help businesses develop and execute pricing strategies, optimise revenue and automate related workflows.

Pricing strategies that previously remained relevant for extended periods can quickly become outdated as market conditions, customer expectations and competitive dynamics change.

Mondrio aims to address these challenges by combining AI agents with pricing expertise to h…

UK banking infrastructure fintech Griffin has raised $20m in new funding, it said today, and is now valued at over $100m.

The $20m Series B funding round was led by Octagon Partners with participation from Notion Capital, A+ Ventures, Nordic Ninja, Breega and other existing investors.

It has a UK banking licence, which allows fintechs and businesses to offer banking services to their customers without them having to acquire the necessary banking licences.

The London-based fintech says it will use the funds to expand its suite of banking services, such as card issuing and stablecoin services.

The funds, it says, will also help steer the UK fintech through to making a full-year profit.

European spacetech companies attracted approximately €2.8 billion in funding during H1 2026, reflecting continued investor interest in satellite infrastructure, space intelligence, launch services and advanced propulsion technologies.

Meanwhile, smaller rounds supported emerging companies developing technologies for orbital mobility, space manufacturing and satellite data services.

Debt financing also played a significant role, reflecting the sector's capital-intensive nature and the need to finance infrastructure development, technological advancement and commercial expansion.

For further insights into funding trends across the European technology ecosystem, explore Tech.eu's Funding Explo…

UFORCE, a defencetech company founded in Ukraine and headquartered in London, with major hubs in Kyiv and Washington, DC, today announced a $700 million Series A financing round at a $6 billion valuation.

UFORCE builds autonomous uncrewed platforms across sea, land and air, and the AI software, orchestration, and command-and-control (C2) layer that operates them.

The Ukrainian armed forces have used MAGURAs as a mobile maritime base for multi-domain operations, launching NEMESIS UAVs for long-range strikes against targets like air defence systems.

UFORCE turns that hard-won frontline experience into both unmanned systems and the operational know-how to use them effectively.

With the Nationa…

Gama, the French company building ultra-light deployable solar arrays for satellites, today announced €15 million in Seed funding from Transition, Planet A, Draper Associates, and Manta Ray.

Direct-to-device networks, broadband constellations and orbital data centres need far more electrical power per satellite than previous generations.

Gama's deployable solar array Wing packs very large arrays into a small stowed volume.

Wing is designed as a complete power system: solar generation, sun-tracking array rotation, power management and optional energy storage, all in one integrated unit.

"Europe needs companies that can build strategic space hardware at industrial scale," said Ari Helgason, C…

Biomatter develops computational technology to design enzymes tailored to specific chemical reactions and industrial applications.

However, conventional enzyme development can take months or even years, particularly when naturally occurring enzymes are unsuitable for specific applications.

According to the company, its enzyme design process currently takes weeks rather than months or years.

With the new funding, Biomatter plans to establish a 2,000-square-metre enzyme design and testing facility in Vilnius, scheduled to open in 2027.

The facility is intended to bring more development and testing activities in-house and reduce enzyme development timelines from weeks to days.

Nebuly, a platform that helps enterprises measure the business value of their AI agents, has raised $21 million in a Series A funding round led by Planven.

While AI agents are increasingly used to support employees, handle customer enquiries and automate everyday tasks, many organisations still struggle to determine the returns on these investments.

The challenge is particularly complex for enterprises using AI agents from multiple providers alongside internally developed solutions.

For customer-facing AI assistants, Nebuly measures AI-influenced revenue and identifies potential customer churn risks and upselling opportunities.

Nebuly integrates with existing enterprise AI systems, includin…

The inaugural Scaling Stateside 50, developed by US Expansion Partners (USXP), assesses European scaleups across commercial strength and US market readiness.

"The question I couldn't get out of my head was: why weren't more European founders making the journey I'd made?"

Oxley argues that European startups often focus so much on their domestic markets that preparing for the US becomes an afterthought.

Glazer argues that European founders need to recognise they're playing an away match, where the rules of business are different.

In Silicon Valley, GBx connects British entrepreneurs and investors, while Entrepreneurs First's Bridge programme offers European founders an eight-week San Francisc…

VC firm Northzone has launched the first cohort of its Northstars programme, bringing together 25 experienced tech operators from across Europe.

The programme aims to build a network that will work with Northzone to identify investment opportunities and support its portfolio companies.

As AI changes how startups are built and scaled, smaller teams are taking on responsibilities that previously required much larger organisations.

This has increased demand for experienced operators who can manage growth, develop products and lead teams.

In its first year of the new programme, Northzone will bring those ambassadors into its pipeline and investment process, helping to identify deals, offering t…

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.