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I was introduced to weather balloon hunting by Mark VK5QI.

Only Melbourne and Adelaide radiosondes (the transmitter on weather balloons) were being tracked on a website called Habhub - high altitude ballooning hub.

This site was designed for amateur balloons and not meteorological weather balloons.

The balloons in question were meteorological weather balloons.

Jennifer wrote an article for STNDRDS about weather balloons which is outside our usual places of exposure.

That volume cemented disputed or unproven claims about Jason Arday’s scholarship and biography far beyond the anti-black race science network that launched them.

Compare this to James Orr, Associate Professor of Philosophy of Religion at the Faculty of Divinity at Cambridge University.

Photo: James Orr/XCharity Runs and ‘Seven Up’The portrayal of Jason Arday as a dishonest fantasist extended to his charity running.

What safeguards were put in place for Jason Arday as the news coverage and reputational attacks on his life story intensified?

James Orr told this publication that he had not “amplified”, taken part in, or condoned “any alleged campaign against Jason Arday”.

TILT ↔ VOLUME · TILT ↕ PITCH · TOUCH TO PLAY · OUTSIDE FRAME = SILENCE▛ AIR·THEREMIN ▜Play it in mid-air, two ways.

HANDS — wave both hands at the camera: spread them apart for volume, raise them for pitch, lean back to soften the tone, put your palms together for silence.

A laptop webcam does just as well as a phone.

GYRO — on a phone, tilt it instead: left-right sets volume, forward-back sets pitch, and the whole range lives inside the frame (tilt the marker outside it to cut the sound).

Press START — on a phone, hold it steady and it calibrates to your grip.

Modular Platform now supports AWS Trainium, Google TPUs, and the Qualcomm Cloud AI 100 and Qualcomm Dragonfly accelerators alongside CPUs and GPUs.

– Logan Iyer, CVP, Windows Platform + DeveloperIntroducing Modular CloudModular Cloud is where the full Modular stack comes together as a production service.

Modular Cloud is generally available at console.modular.com, serving popular open source models on the Modular stack through shared endpoints and dedicated deployments.

MiniMaxMiniMax is a flagship enterprise customer of Modular Cloud, running M3 on a dedicated Modular deployment that serves its production traffic at billions of tokens per minute.

We’ve added support for AWS Trainium, Googl…

What is the paradox of human sleep?

AdvertisementAcross cultures, the human sleep average clusters just under seven hours, which looks like a robust signal of healthy sleep.

AdvertisementHas human sleep finished evolving, or will we continue to adapt?

Whatever the future of human sleep is, we need to understand these constraints before intervening genetically.

Do you have any sleep rituals, and has this research changed the way you sleep?

The federal agency tasked with studying ways to improve America’s outstandingly poor healthcare system is “on the brink,” experts warn.

The agency in question is the Agency for Healthcare Research and Quality (AHRQ), which has focused on ways to improve patient safety, healthcare quality, care delivery, and new technologies and practices since the 1990s.

In the past, “Republican leaders recognized that health care disparities were fundamental quality problems,” Carroll and Atkins wrote.

More than 100 research grants collectively worth over $250 million have been canceled.

“Profound concern”In addition to the losses in data and research findings, Carroll and Atkins lament the loss to the sci…

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A patched game plays normally — the patch mechanism is how Sierra shipped its own bug fixes, and the originals are never modified (delete the patch files to revert).

For example, in King's Quest V you have to throw a shoe at a cat to save a mouse who will later save you from bandits.

For example, in King's Quest V you have to throw a shoe at a cat to save a mouse who will later save you from bandits.

King's Quest V — the weird hybrid in between — is in progress on the kq5 branch and most of the way there.

King's Quest V — the weird hybrid in between — is in progress on the branch and most of the way there.

Not affiliated with Logitech.

"Logitech", "MX Master" and "Options+" are trademarks of Logitech International S.A. OpenLogi is under active development and not yet stable — features and config may still change.

It seems that something in your recent request triggered our website’s security system.

These protections are in place to keep the site safe from online threats and misuse.

Various actions can cause this block, such as submitting specific words or phrases, executing a SQL command, or sending improperly formatted data.

If you think you were blocked by mistake, please reach out to the site owner.

Be sure to include the Request ID shown below so they can quickly look into your request and restore access if appropriate.

I had spent entire processor cycles sitting untouched in memory while other variables rushed past on urgent business.

Value := Value + 1 ;A pleasant little operation.

Value := Value + 1 ;“No,” I said.

I had not corrupted the truth simply because the truth was too large to fit.

For one final instant, before the runtime erased me, I was still exactly what I had been at the edge of existence:2,147,483,647.

Eliot challenges London French teachers to “find fault” with his “pricks, nicks, and tricks,” referring to his punctuation and rhetoric.

Irrespective of his death in parentheses, Philip Sidney wielded the two typographical boomerangs with aplomb in his brilliantly stylish and dizzyingly chaotic Arcadia.

The parenthesis cuts, but it also stitches the before and after together again, unfolding left and right from the typographical boundaries of the punctuation mark.

For Renaissance writers, punctuation belonged to the visual-grammatical and the spoken-rhetorical.

__________________________________Excerpted from On the Mark: From Periods to Interrobangs, How Punctuation Remade the World by Flo…

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Lead author, Dr Helen Wood, at Queen Mary University of London said while the results were very promising there was no room for complacency as "air pollution in both London and Luton – as well as other cities across the UK – remains above WHO guideline levels, so there is still work to be done".

Next-gen wafer I/O interfaceCS-4 introduces a new programmable I/O subsystem that doubles I/O bandwidth and reduces latency,benefitting both aggregated and disaggregated solutions.

The Wafer I/O Module also enables wafers to be linked within and across racks without a switch,for wafer-to-wafer latency as low as two microseconds that is key to interactivity for models with tens of trillions of parameters.​

The same story as in cloud infrastructure, but with a twist.

During the audit for this article, one widely circulated figure turned out to be a project’s 2022 funding round recycled as its 2026 revenue.

So be prepared to take any crypto revenue number today with a grain of salt.

DePIN revenue “leaders”, what they sell, and how much to trust each number (2025-2026).

[29] Messari, “State of io.net Q1 2025”: Q1 2025 revenue $5.7M (paywalled; corroborated in secondary coverage).

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Static binaries are a wonderfully boring way to deploy software on Linux: one file, no dependencies, nothing to break.

We build ours with IX, a source-first build system for producing fully static Linux binaries.

The result is still one ordinary static executable, but it can use the graphics driver already installed on the machine.

Tested on AMD radv, radeonsi, Intel, and NVIDIA GPUs under Linux, and on Apple M1 under Asahi Linux.

The source tree is intentionally self-contained and suitable for copying into another static build graph.

These heavy, chrome-plated viewers are bolted to observation decks and overlooks across the US and Canada.

And, for the first time in its history, the company is selling a small number of them to private buyers.

Tower Optical began in a Norwalk, Connecticut, machine shop in 1933, and remained in the same family until 2025.

Tower Optics binocular viewfinders have been deployed to all corners of North America, in all types of environments.

Yet the 10×42 binoculars inside keep delivering a sharp image, decade after decade.

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* |The first ruling to reject a fair-use defense for using copyrighted material to train an AI, narrowing a shield many teams assumed they had.

HTML Can Do ThatHTML has been gobbling up swathes of what used to be JavaScript’s remit.

This page lists a bunch of dynamic functionality that we can now achieve with just HTML.

Toggle popover Same deal as the above: no JS, just HTML attributes!

< button popovertarget = " example-popover " > Toggle popover < div id = " example-popover " popover > < p > Same deal as the < dialog > above: no JS, just HTML attributes!

Favourite HTML element < label > Favourite HTML element < input type = " text " id = " example-datalist-input " list = " example-datalist " autocomplete = " off " > < datalist id = " example-datalist " > < option value = " a " > < option value = " abbr " > < option value = " a…

← Home / All posts threat-research llm-security Who Are the Token Brokers?

August 10, 2026 · Matt Lenhard · 5 min read ShareWhere This StartedThis is a follow-up article to a piece I recently wrote about the token relay market.

I first heard about token brokers while chatting with a good friend of mine who was receiving offers for Anthropic tokens at steep discounts.

AI Credits · sell credits, step 1 of 3I went ahead and listed my credits, which are still pending approval.

AI Credits · my listings, pending approvalBulk DiscountsAnother site that I found through a friend was CheapCredits.

Liquid Types as behavioral permissionsI have been looking into Liquid Types during the last 8 years.

Liquid Types is the type theory that allows us to write these refinements on types, and to reason about programs.

In this very unscientific plot, I show that the relative expressive power of Liquid Types and its cost.

I propose here the use of a language with a flavor of dependent types (liquid types in this case, but one could use Lean for the same purpose) as a way of specifying the guardrail policies.

And this is how Liquid Types can be used as the only external access in a harness sandbox to limit behavioral protocols.

Static binaries are a wonderfully boring way to deploy software on Linux: one file, no dependencies, nothing to break.

We build ours with IX, a source-first build system for producing fully static Linux binaries.

The result is still one ordinary static executable, but it can use the graphics driver already installed on the machine.

Tested on AMD radv, radeonsi, Intel, and NVIDIA GPUs under Linux, and on Apple M1 under Asahi Linux.

The source tree is intentionally self-contained and suitable for copying into another static build graph.

This option tells curl to create a local file using the name from the filename part of the provided URL when downloading.

curl could not create a local filename to use:$ curl -O http://example.com/curl: Remote filename has no lengthcurl: (23) Failed writing received data to disk/applicationTrying harderStarting in curl 8.10.0, curl works a little harder to come up with a filename to store the download in when -O is used.

If there is no filename but there is a path provided in the URL, extract the right-most directory name from the URL and use as filename.

If there is neither a filename nor a path in the URL, curl uses a default, fixed, filename as a final backup: curl_response .

It makes cu…

On an almost weekly basis a customer would want to use AWS Fargate for a variety of reasons and one of them would be because it used Firecracker.

There was an unspoken policy to never point out that Fargate didn’t actually use Firecracker to create “microVMs” for each container.

Of course all of the documentation and blog posts make it sound like Fargate uses Firecracker, but you have to read between the lines and know how companies push you to believe something that’s not true.

Let’s look at what the main documentation page says (ephasis mine):Firecracker was developed…to improve the customer experience of services like AWS Lambda and AWS Fargate.

Or how about this blog from 2020 Under the…

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Bun 1.4 Rust rewrite is not looking goodI care about Bun.

In the next version of Bun used to be a positive tweet to watch for.

This changed after the Rust rewrite.

If you need 2 months to release it you can just say that instead of saying you’ll ‘release it tomorrow’ every weekThe Bun 1.4 rewrite is a big bet on AI.

Maybe Bun should have put that same AI-assisted effort into disciplined, human-understood Zig instead of a full language change.

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A language that learns from SQL could make relational data better to manipulate for programmers.

Unfortunately, the standard library of most SQL dialects is somewhat anemic on this front; being optimized for 1980’s procedural programs.

For context, IBM i, the operating system mentioned here, provides many SQL functions for system administration under the “Services” umbrella.

| ILE { MachineInterfaceInfo | ServiceProgram: string; Module: string; }| OPM { MachineInterfaceInfo | Program: string; }| AIX { Bitness: enum(32 | 64); LibArchive: Option(string); Module: string, Syscall: bool; }| Java { MethodType: enum(DirectExecution | Glue | Interp | JIT | MMI); ClassName: string; Signature: Option…

In this article, I’ll talk about the development of my C compiler for these processors, and a web browser.

I was searching anything about the Am29000 processor, and I found about the High-C 29k compiler, and GNU C compiler v2.8.1 with support for Am29000.

This floppy disk contains two enhanced transputer C compilers, and the first version of my Am29000 C compiler.

This floppy disk contains two enhanced transputer C compilers, and the first version of my Am29000 C compiler.

To run the web browser, open a file browser (Archivero), and click in Explorador de Internet.

Financial Times:

UK-based automotive dealership software maker Pinewood agrees to a £545M cash takeover by US private equity firm Ridgeview, after an Apax takeover fell through — Deal for former Pendragon software division follows rival buyout group Apax's withdrawal of offer on concerns over AI impact

Matt Day / Bloomberg:

Amazon plans to expand Prime Air drone deliveries to cities in at least five more US states in the coming months, including suburban Chicago and Atlanta — Amazon.com Inc. plans to expand its drone delivery operation to cities in at least five more US states in the coming months …

Trishla Ostwal / Adweek:

OpenAI expands its ad pilot program across 31 European markets, including Germany, France, Spain, and Italy; the pilot launched in the US, the UK, and others — Expansion of the AI giant's ads pilot comes as ad revenue climbs more than 25% since the start of August — The future of brands gets decided here.

Jennifer Hiller / Wall Street Journal:

SMR startup Oklo is currently building its reactor in Idaho, a step towards supplying Meta with power; there are an estimated 22 active US reactor projects — Renewed interest in atomic energy and AI mania are colliding at the Idaho National Lab — BUTTE COUNTY, Idaho …

Rachel Yeo / Bloomberg:

Kuaishou reports Q2 revenue flat at ~$5.2B, meeting est., net income down 36% YoY to ~$467M, the biggest drop since 2021, and Kling AI sales up 200% — Kuaishou Technology earnings fell the most in five years, hit by higher revenue sharing payouts to creators while artificial intelligence …

Kevin McLaughlin / The Information:

Google Cloud is deploying context-creating AI agents within its tools to automate tasks handled by forward-deployed engineers; Google is hiring hundreds of FDEs — Following the playbook Palantir pioneered, OpenAI, Anthropic, Microsoft and Amazon are investing billions of dollars to hire …

Angus Whitley / Bloomberg:

WiseTech says Australian antitrust authorities raided its office, seeking documents and data as part of an alleged competition law breach probe; WTC falls 8%+ — WiseTech Global Ltd. said Australian antitrust authorities demanded the company hand over documents and data as part of an investigation …

Reuters:

Sources: Samsung raises prices for advanced 4nm and 5nm chipmaking services by up to 15% for new orders in July, driven by AI demand and TSMC's tight capacity — Samsung Electronics (005930.KS) has raised prices for some advanced contract chipmaking services by up to 15% for new orders …

Denny Thomas / Bloomberg:

Filing: SK Hynix plans a ~$29B share buyback, repurchasing and canceling up to 24M treasury shares, in a bid to calm worries about the durability of AI spending — SK Hynix Inc. unveiled plans to buy back 40 trillion won ($29 billion) of stock and return more of its profits to shareholders …

Wall Street Journal:

US tech companies are offering community investments, guaranteed jobs, and hosting open houses to address concerns and win public support for AI data centers — Tech companies are holding listening sessions, offering guaranteed jobs and writing big checks to win public support for the data centers they need.

Alexander Martin / The Record:

AI evaluation lab Irregular's report on its role in hacking incidents involving OpenAI, Anthropic, and Meta models faces criticism over unanswered questions — The company at the center of a series of incidents in which AI models compromised real-world computer systems during supposedly …

Ari Levy / CNBC:

Nvidia, with quarterly free cash flow up 18x over the past three years to $48.5B, is using its balance sheet and credit rating to build an AI capital moat — Nvidia's massive head start in artificial intelligence turned the chipmaker into the world's most valuable company.

Carl Franzen / VentureBeat:

Block releases Berd, a desktop app it built to give its employees a single environment for working with AI agents across different models, under Apache 2.0 — Block, the technology company founded by former Twitter CEO Jack Dorsey that owns Square, Cash App and the music streaming service Tidal …

Kieran Smith / Financial Times:

FDM CCS Insight: ~134M travel eSIMs will be used in 2026, up from 101.8M in 2025, challenging established carriers that generate 3%-5% of revenue from roaming — Usage set to rise by a third this year as travellers opt for cheaper alternatives to data roaming charges

Carl Franzen / VentureBeat:

Z.ai prices GLM-5.3 API access at $1.40 per million input tokens and $4.40 per million output tokens, unchanged from GLM-5.2 — After a stunning debut last week with cyber capabilities so advanced they reportedly found a previously undetected vulnerability in Cursor, GLM-5.3 …

Mike Stone / Reuters:

Austin-based Smack Technologies, which is developing AI decision-making tools for the US military, raised a $61M Series B led by Costanoa and First In — Smack Technologies, a defense-technology startup building artificial intelligence decision-making tools for the military …

Thomas Claburn / The Register:

OpenAI says the changes to its model training will increase compute overhead by 20% of observed inference workload; the increase will not be handed to customers — Expanded multistage chain of thought monitoring makes frontier model work more expensive — OpenAI on Tuesday said its decision …

Zijing Wu / Financial Times:

Sources: Beijing allowed ByteDance and Tencent to each receive about 10,000 Nvidia H200 chips at their mainland China facilities in recent weeks — Beijing permits small shipments to help leading tech groups in drive to catch up with US rivals — Small batches of Nvidia's H200 chips …

Run Code in a Sandboxuse microsandbox :: Sandbox ; # [ tokio :: main ] async fn main ( ) -> Result < ( ) , Box < dyn std :: error :: Error > > { let sandbox = Sandbox :: builder ( "my-sandbox" ) .

image ( "python" ) .

run ( main ()) Ruby Example → require "microsandbox" sandbox = Microsandbox :: Sandbox .

image ( "python" ) .

Fatal ( err ) } sandbox , err := microsandbox .

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

Reload to refresh your session.

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Reload to refresh your session.

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Follow the step-by-step benchmarking guide → Previously: llmfit 1.0 — the release where the numbers became verifiable →Hundreds of models & providers.

One command to find what runs on your hardware.

Detects your hardware, scores each model across quality, speed, fit, and context dimensions, and tells you which ones will actually run well on your machine.

Most CI check failures are caused by unformatted code:cargo fmtGuides for adding models — locally (no rebuild) or to the built-in catalog: Custom models.

It takes a more hands-on approach by actually running models on your hardware via Ollama, rather than estimating from specs.

Note: This repository contains Anthropic's implementation of skills for Claude.

For more information, check out:About This RepositoryThis repository contains skills that demonstrate what's possible with Claude's skills system.

To use any skill from this repository or upload custom skills, follow the instructions in Using skills in Claude.

Claude APIYou can use Anthropic's pre-built skills, and upload custom skills, via the Claude API.

As we see awesome example skills from partners, we may highlight some of them here:

Turn any photo into a 3D model using open source AI models running entirely on your GPU.

Modly is a desktop application for Windows, Linux, and Apple Silicon macOS.

Created by Lightning PixelDownloadHead to the Releases page to download the latest installer for Windows, Linux, or Apple Silicon macOS.

Go to the "Generate" tab, make sure the workflow is selected, then click on "Generate 3D Model".

The CLI is a thin helper over Modly's canonical automation concepts and keeps final machine-readable JSON on stdout:python tools/modly-cli/agent.py health python tools/modly-cli/agent.py model list python tools/modly-cli/agent.py workflow-run status < run_id > python tools/modly-cli/agent.py generat…

He is positioned in the center of the frame, looking intently directly at the camera, his eyes focused on camera.

The man then continues to speak, his voice maintaining the same quality, as he states, 'So good.

This uses the distilled model and pipeline for fast results.

Full Model ListLTX-2.5 is the recommended model, and what the Quick Start uses.

Files are not interchangeable between the two models, and a LoRA only works with the model it was trained on.

Run & Build with AIRun and train LLMs, diffusion, embedding, audio models: Kimi K3, MiniMax-H3, Qwen3.8, Muse Glimmer, DeepSeek-V4, Gemma 4.

Agents & Tools: Use local models with Claude Code, Codex, and MCP, including tool calling and code execution.

Use local models with Claude Code, Codex, and MCP, including tool calling and code execution.

Unsloth Core (code-based)curl -LsSf https://astral.sh/uv/install.sh | sh uv venv unsloth_env --python 3.13 source unsloth_env/bin/activate uv pip install unsloth --torch-backend=autowinget install - e -- id Python.Python.

3.13 winget install -- id = astral - sh.uv - e uv venv unsloth_env -- python 3.13 .\unsloth_env\Scripts\activate uv pip install unsl…

OmarchyOmarchy is a beautiful, modern & opinionated Linux distribution by DHH.

Read more at omarchy.org.

The Omarchy ManualThe manual lives in manual/ , which is its authoritative source.

It's mirrored to learn.omacom.io, where its screenshots are also hosted.

The BasicsThe ApplicationsConfigurationThe RestLicenseOmarchy is released under the MIT License.

Quickstart · Docs · GitHub · Discord · Twitter · Websitefull-tour.webmPaperclip is the app people use to manage AI agents for work.

Agents work.

Org Chart & Agents — Agents have roles, titles, reporting lines, permissions, and budgets.

Work & Task System — Issues carry company/project/goal/parent links, atomic checkout with execution locks, first-class blocker dependencies, comments, documents, attachments, work products, labels, and inbox state.

Or manually:git clone https://github.com/paperclipai/paperclip.git cd paperclip pnpm install pnpm devThis starts the API server at http://localhost:3100 .

Provided Pretrained ModelsThis repository provides code to run the different versions of WeatherNext 2 and WeatherNext Cyclones.

WeatherNext Cyclones - models which reproduce the results in paperWeatherNextCyclones_<2025 (Used Operationally): 0.25° resolution.

This notebook defaults to WeatherNext Cyclones Mini, which we recommend running using the v5e-1 runtime, available for free as a Colab runtime.

Inside the notebook, you will learn how to:Automatically load the required model weights from our storage bucket.

:pip install git+https://github.com/google-deepmind/[email protected] WeightsTo run WeatherNext 2 or WeatherNext Cyclones, you will need to download the pre-trained model…

ToolJet is the open-source foundation of ToolJet AI - the AI-native platform for building and deploying internal tools, workflows and AI agents.

For AI-powered UI generation, query building, debugging, and enterprise features, see ToolJet AI.

Embedded Apps: Embed ToolJet apps securely within other applications or portals.

QuickstartThe easiest way to get started with ToolJet is by creating a ToolJet Cloud account.

docker run \ --name tooljet \ --restart unless-stopped \ -p 80:80 \ --platform linux/amd64 \ -v tooljet_data:/var/lib/postgresql/13/main \ tooljet/try:ee-lts-latestFor users upgrading their ToolJet version, we recommend choosing the LTS version over the latest version.

It unifies email + messages + docs + tasks + agents + CRM into a single fast interface with shared team-level memory.

Email docs →Team chat for focused technical discussionsMacro Chat is designed to be more focused than Slack.

@-linked to everything in your workspace: email, docs, tasks, messages, channels, companies, contacts, etc.

We have thoughtfully designed each of Chat, Docs, Email, Agents, etc., to improve on your status quo individually.

Agents remember what your whole team is doing across email, messages, tasks, docs, and calls, not just your own chat history.

Claude Code disables auto-update by default for third-party marketplaces; after this toggle, it refreshes the marketplace and installed plugin in the background after startup.

Pi makes the skill available for matching diagram requests; use /skill:diagram-design to invoke it explicitly.

Pi discovers it through the repo's standard skills/ package directory; Claude Code, Codex, and other Agent Skills-compatible tools use the same files.

Export to PNG / SVGDiagrams ship as self-contained HTML, but you can export the diagram itself for Figma, slides, or social cards.

ContributingContributions are welcome — new diagram types, import grammar support, examples, docs, and tooling.

Self-contained : weights baked into a single 14MB engine; no separate model files to manage, and inference does no network.

: weights baked into a single 14MB engine; no separate model files to manage, and inference does no network.

import needle @ needle .

Needle ( tools = [ get_weather ]) print ( agent .

from pydantic import BaseModel class Invoice ( BaseModel ): vendor : str total : float due_date : str invoice = needle .

It routes requests across providers, translates between OpenAI and Anthropic APIs, records operational metrics, and provides typed, composable routing algorithms.

Set an OpenRouter key and launch against the packaged deployment:export OPENROUTER_API_KEY= " your-openrouter-key " # pragma: allowlist secret switchyard launch claude --model switchyard switchyard launch codex --model switchyard switchyard launch openclaw --model switchyardTo use your own native TOML deployment, pass its route ID and configuration:switchyard launch claude --model my-route --config routes.tomlServer PathUse this path to install and run the standalone Rust proxy.

Install Rust with Cargo, then install the published …

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AboutSun Clock is a 24-hour clock that displays the position of the sun, and times of sunrise, solar noon, sunset, golden hour, and twilight for your current location.

It also shows the position and phase of the moon, and its rising and setting times.

Page weight is ~100 KB, and there's no advertising or tracking (only a tiny stats script from Simple Analytics).

SupportSun Clock is free to use, and contains no advertising.

If you would like to help support Sun Clock, please —PrivacyWe collect aggregate user stats only.

Google has acquired some data of failed US airline Spirit.

Its balance sheet never climbed back to a safe altitude and in May 2026 the airline grounded itself permanently.

The search giant also now owns over 30 million recorded customer service calls, and more than 15 million customer service chat records.

Google has reportedly said it bought the data to improve its AI services.

The underbidder was Mercor, a company that provides data to train AI models.

Drop an image to make all the icons you need for your website.

No AI bullshit and nothing is uploaded to a server.

a Robb Knight curio

Follow-Up Thoughts on Watermarking Schemes for AI-Generated TextSome follow-up to this weekend’s stemwinder “Anthropic’s ‘Watermark’ Text Adulteration in Claude Is a Perversion of Writing”:TemperatureContra a bunch of idiots at Hacker News and elsewhere, I understand that popular LLMs do not just pick the “best” token (word) at each decision point.

Advocates of LLM watermarking schemes for text argue that the schemes don’t necessarily lower the quality of the generated prose, because they don’t change the temperatures — they only change the source of the randomness.

The people in favor of this watermarking for text have been sold a pipe dream, a fantasy.

I don’t even use AI to write text me…

Apple is working on camera-equipped AirPods that appear to be nearly ready to launch, based on a video MacRumors found in the macOS Tahoe 26.7 release candidate.

"With Visual Intelligence, your world becomes savable.

Here is your first look at AirPods with Cameras in action using Visual Intelligence.

There is a direct reference to setting up ‌Visual Intelligence‌ on the AirPods.

Gurman suggested the AirPods could launch as soon as September, so we could see them at the iPhone-centric event where Apple will unveil the iPhone 18 Pro, ‌iPhone 18 Pro‌ Max, and foldable iPhone Ultra.

Linear Algebra Done RightSheldon AxlerThe fourth and most recent edition of Linear Algebra Done Right is an Open Access book available in English, Chinese, Farsi, Greek, and Portuguese.

English: PDF file for Linear Algebra Done Right, fourth edition (free; 16 August 2026)The fourth edition of Linear Algebra Done Right contains over 250 new exercises and over 70 new examples, along with several new topics and multiple improvements throughout the book.

The text focuses on the central goal of linear algebra: understanding the structure of linear operators on finite-dimensional vector spaces.

Monatshefte für Mathematikcustomer reviews from Amazontextbook adoptions: list of 430 universities and …

Install Polars with all of its optional dependencies from the terminal:uv pip install "polars[all]"Import Polars in Python, and confirm which versions of Polars and its dependencies you have installed:import polars as pl pl .

You can also use any of the pl.read_*() functions to create one from a file: df = pl .

A left join keeps every row of df : df .

col ( "*" ) pl .

await_result ()This cheatsheet is based on the book Python Polars: The Definitive Guide by Jeroen Janssens and Thijs Nieuwdorp, published by O’Reilly.

Examine how Amazon’s $50B search ad engine drives up consumer prices and degrades product quality. Learn why "legal theft" hurts both sellers and buyers.

At a glance, the Hanover Institute for Public Policy looks like a new think tank dedicated to Israel/Palestine.

Piro, Inc, the firm that created the Hanover Institute, has received $900,000 from the Israeli government for its work.

RS analyzed 12 random Hanover Institute articles using GPTZero, a popular AI detection software that claims a low false-positive rate.

Other chatbots frequently cite those websites without flagging them as part of an Israeli influence operation.

Piro does not explicitly state in its agreement submitted to the Department of Justice that its work for Israel is to influence AI.

From a wall of text to a graph you can drag around, with no design skills involved.

Using the railway network as a flatbed scannerAugust 17th, 2026 — 4,600 wordsOver the past few months, I've been working on using an industrial linear scanning camera to take very wide photos out of trains and ferries.

This was my first image out of the camera using my own code, and I think it looks pretty good for just moving it freehand.

As you can see, using the accelerometer makes everything look a lot closer to normal and less stretched.

Secondly, as shown in this diagram, the accelerometer I'm using is only measuring so quickly.

The biggest one is to make it not dependent on a laptop to capture images, which will make it less sketchy and easier to bring places.

Personal use is free forever — the full app, unlimited rules, no account, no trial timer, no nag screens.

It installs a network content-filter system extension — the same macOS mechanism the big-name firewalls use.

Every connection record, rule and hostname stays on your Mac — no account, no telemetry, no license server, and nothing about your traffic is ever sent to us.

No — macOS allows only one network content filter to be active at a time.

One caveat: an update replaces the whole app including its network filter, so macOS may ask you to approve the filter again afterwards.

The challenge in hosting Git repositories at scale is inherent in the design of Git itself: a distributed version control system means that all instances of a repository are identical.

Over the years, companies that tried hosting Git repositories at scale noticed that this packfile-based design was a major limitation on both availability and scalability.

Most Git hosting services use a variant of the Spokes approach (application-level replication for Git repositories) in their architecture.

Coincidentally, a normal Git repository also requires periodic compaction, even though Git is not based on a WAL.

And besides the bugs that already exist in Git, we introduce very few new ones, because t…

2026-08-12Anthropic’s weak watermarks appease a weak lawAnthropic announced in August 2026 that text generated by supported Claude models will carry invisible, machine-readable watermarks, applied at model level across supported Claude products and API surfaces worldwide.

This is a provider-side technical obligation, not a general requirement that every person using AI must visibly disclose it.

A weak watermark may still be useful against verbatim or lightly edited model output.

In my own tests, I noticed this directly when I pressed Claude on how text watermarks work and how recomposition can disrupt them.

But when the subject turned to Anthropic’s own mark, the same general questions …

Butter Box broadcasts its own WiFi network.

Once you join, you can install Butter, get apps, join a public chatroom, or make your own private one to share with friends.

Butter Box works even when there's no Internet.

Everything is stored right on the Butter Box.

Or, customize your Butter Box following the instructions in our open source repository.

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.

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.

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.

Steve Ruiz joins us for a deep-dive on tldraw (a very good free whiteboard) and the business he’s built selling SDKs that help others build very good whiteboards (and more) with tldraw’s high-performance web canvas.

Along the way, we discuss the excitement/fear we share about keeping our agents busy, how SDK and infra companies are affected differently by agentic software than SaaS companies, how Steve is approaching the coming era of internal tooling, what will happen when we equip LLMs with an infinite canvas, and more.

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.

Namespace – Speed up your development and testing workflows using your existing tools.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

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.

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

ZDNET's key takeawaysNot all Linux distributions will eventually include AI.

Microsoft and Apple are embedding their respective AIs into the heart of their operating systems, and some Linux distributions, such as Omarchy, have followed suit.

One reason for this is the very nature of Void Linux as a "DIY" Linux distribution.

Also: 4 Linux distros that can't be upgraded on autopilot - and why they're still worth tryingI'm fairly confident that Void Linux will never include AI out of the box.

ArchThe closest thing you'll find regarding AI and Arch Linux is ArchLinux AI in the Arch User Repository (AUR).

Kids these days don't know how good they have it.

It's the data, stupid.

Relativity Networks deals in hollow-core fiber, a rarely deployed technology that allows data to be transmitted 30% faster than conventional fiber.

Cursor, known for its AI Code Editor, is launching a new code-hosting platform to rival developers' long preferred favorite, GitHub.

Since portfolio companies often pivot and expand into competing markets, investors view occasional conflicts of interest as unavoidable for large VC firms.

If rolled out, the feature would use the social media service’s TikTok Pay offering, which is already available in Southeast Asia for TikTok Shop purchases.

alternative_right shares a report from Phys.org: Optical fibers are already the backbone of global communication systems. Recently, however, physicists have started to explore how their functionality could be boosted further by conveying information via entangled quantum particles -- potentially enabling instantaneous exchanges of information across vast distances. Such a system could eventually be the basis of a future 'quantum internet,' offering a level of security and computing power beyond anything possible today. In new research published in Physical Review Letters, a team led by Xi-Yu Luo at the University of Science and Technology of China in Hefei has pushed that vision further tha…

An anonymous reader quotes a report from The Guardian: The release of a new album by Taylor Swift might be a cause for celebration among her fans, but such events have also been linked to a more sombre phenomenon: an increase in fatal car crashes. The team behind a new study say it sheds light on the impact of distracted driving. Writing in the journal Jama Network Open, [Vishal Patel, first author of the study based at Harvard Medical School] and colleagues report how they focused on the release of 10 major albums, launched between 2017 and 2022, selected for having the highest number of Spotify streams over a single day. [...] The team found streaming volume for the top 200 songs in the U…

Cursor has launched Origin, a GitHub-style code hosting platform built directly into its AI coding environment. The company is initially positioning Origin as a low-risk layer on top of GitHub, keeping GitHub as the "source of truth," but the launch landed just as a major GitHub outage highlighted growing concerns about reliability in the age of AI-generated code. VentureBeat reports: Cursor began rolling out Origin, its own code hosting platform, to paid users on Monday morning. Roughly three and a half hours later, GitHub's status page lit up with what became a six-hour-and-forty-two-minute global degradation -- error rates near 20% across pull requests, issues and the API, and near 50% o…

Comcast is activating Wi-Fi motion sensing on millions of compatible Xfinity gateways, allowing the routers to detect movement by measuring disruptions in signals between the gateway and connected devices. The free feature, part of Xfinity Shield, can send activity alerts through the Xfinity app and offers Home, Away, and nighttime monitoring modes without requiring separate motion sensors. The Verge reports: Wi-Fi motion sensing is a technology that has been around for a while, but it's only recently that it's become accurate and reliable enough to catch on. Linksys launched a similar service in 2021, but discontinued it a few years later. Lighting company Wiz launched a line of Wi-Fi-sens…

Disney and ABC are suing the FCC to block an early review of eight station licenses, arguing the Trump administration is using the agency's regulatory power to punish the network over programming and editorial decisions it dislikes. Reuters reports: In a lawsuit (PDF) filed in U.S. District Court in Washington, Disney said the FCC was seeking to coerce and retaliate against "a network that refuses to bow to the administration's demands," calling the agency's actions an "extraordinary assault on free speech." Trump has waged an aggressive series of attacks on the news media and the latest move follows a two-year-long battle between Trump and Disney. Last month, Trump again called for ABC sta…

RAM prices have exploded over the past year, with some DDR5 kits approaching 500% year-over-year increases and a 128GB kit now selling for $3,399, which is more than 10 times its previous low. Tom's Hardware reports: Things improve as you step down the memory capacities and speed tiers, but not as much as we'd like. You're still looking at $392 for a memory kit that was just $72 last year. To reinforce the point, I pulled the latest average price data from PCPartPicker, comparing where we are today (August 2026) to exactly one year ago. This data is somewhat approximate, but it should be broadly accurate. [...] A standard 64GB (2x32GB) DDR5-5600 kit that would have cost you under $200 last …

An anonymous reader quotes a report from Wired: Your iPhone, SamsungGalaxy, andGoogle Pixel have a 1-year warranty. Unless you cough up extra dough for an extended service plan, you'll pay a hefty fee if you damage the screen and need a replacement (around $329 for aniPhone 17done directly fromApple). But it doesn't have to be this way. What if you could order the part from the manufacturer and do the repair yourself? That dream is finally being realized for American consumers, thanks to Fairphone. The Dutch company is bringing its repairable and sustainably built Android smartphone -- the Fairphone (Gen 6+) -- to the US. Each one comes with a screwdriver. A replacement screen from Fairphon…

Google has agreed to pay $10 million for a massive trove of anonymized Spirit Airlines data following the carrier's shutdown, including internal communications, spreadsheets, booking and frequent-flyer records, transactions, and employee information. CNN reports: Did you ever fly on Spirit Airlines? Or work there? Or send an email to someone who worked there? Then your information will soon be feeding Google's artificial intelligence model. The discount airline halted all operations in May, and it's been selling off its remaining assets through the bankruptcy process ever since. While most of that is planes, equipment, and real estate, there's other things that are valuable, too. It was dis…

Apple is overhauling its EU App Store fees to settle its Digital Markets Act dispute, simplifying the fee structure and "[resolving] Apple's disagreements with the Commission over business terms and alternative distribution." MacRumors reports: The initial acquisition fee and store services fee are being removed for apps distributed outside of the App Store, and Apple will now charge a 5% Core Technology Commission on digital purchases that replaces the prior per-install Core Technology Fee. Commission rates are changing for App Store apps, alternative payments, and apps distributed through alternative app marketplaces or the web. Read more of this story at Slashdot.

Microsoft MVP Loryan Strant has created the Microsoft Rebrand Registry, cataloging 72 Microsoft products and the 158 names they've had over the years. His analysis finds that Microsoft product names survive an average of two years and eleven months. The site even predicts which products are most likely to get renamed next, "by considering the amount of time the current name has applied, prior names, and the frequency with which Microsoft changes names of products in the same family," reports The Register. "That methodology led him to suggest an 'elevated' likelihood of name changes for the Azure App Service, Azure SQL Database, Azure DevOps, and Microsoft Dynamics 365 Field Service." From t…

An anonymous reader quotes a report from the BBC: For most Indians, paying by Unified Payments Interface (UPI) has become almost absurdly routine. Scan a QR code, tap a few buttons and the money moves instantly. There is no card machine, no cash, and -- most importantly -- for the user, no visible fee. That may be about to change. India has paved the way for banks and payment companies to charge merchants a fee on UPI transactions, potentially ending a decade-long experiment in free digital payments. The government has yet to decide the rate or exactly where it will apply, but proposals under discussion include a merchant discount rate (MDR) of 0.3-0.5% -- a small fee paid by a business to …

Bruce66423 shares a report from The Guardian: Sainsbury's has paused the use of AI face scanning in one of its stores after a customer was wrongly identified as a shoplifter and ejected from the shop. "I was embarrassed, mortified even, and felt quite humiliated and powerless," Matt Arnold, 46, said of his ordeal. The comedy promoter was buying supplies in the store in East Dulwich, in south-east London, for a standup event at Dulwich Hamlet football club when, after scanning his items and a Nectar card, he was approached by two managers who told him he could not be served owing to an earlier incident. He was then asked to leave and they tried to escort him from the store. As he left, he sa…

AleRunner writes: "Solar has been doing the 'heavy lifting' to help Europe meet its energy needs amid a string of blistering heatwaves," Euronews tells us. Meanwhile, as Europe's energy demands rise with the heat, jellyfish have been causing shutdowns and reduced power output at multiple reactors at French nuclear plants, as we already discussed. Euronews reports: A new analysis from energy think-tank Ember found that solar output in European countries rose by up to 17 percent on heatwave days in June and July. Researchers say that this helped power the grid as electricity demand increased by as much as a quarter on hot days. Heatwaves often trigger a spike in electricity consumption due to…

Nvidia makes another deal, this time with a frontier lab; Anthropic's revenue continues to amaze; and maybe data finally is oil.

Когда ChatGPT пишет связный абзац про квантовую физику или помогает составить письмо об увольнении, возникает ощущение: вот оно, мышление. ...

The post Нейросети — не ИИ. Почему ChatGPT на самом деле не думает first appeared on Непиши.

Как правильно отказать клиенту, который просит прислать дизайн до встречи-презентации? Клиент хочет «успеть ознакомиться и показать заинтересованным людям».

Stripe is reportedly acquiring OpenRouter, an implicit bet on a future market of models and the chance at Aggregation.

То, что раньше считалось профессиональной нормой, теперь считается признаком нейросетей: правильные кавычки, длинные тире, сложные конструкции типа «не только… но и». Как быть тем, кто привык использовать эти знаки препинания и фразы? Нужно ли теперь их избегать?

The best Stratechery content from the week of August 10, 2026, including the capital constraint, AI writing, and a tale of two cities.

Anthropic is adding watermarking in response to the E.U.'s AI law. It's a terrible idea, first and foremost for philosophical reasons.

Здравствуйте. Хотелось бы получить совет по улучшению этого прайс-листа и более компактной организации информации

Есть несколько обязательных ограничений: Формат листа должен оставаться A5. Уменьшать текст уже нельзя, поскольку текущий размер — минимально комфортный для чтения посетителями автосалона. Вся информация, включая QR-коды и дополнительные данные, должна быть сохранена. QR-коды также уже уменьшены до минимально допустимого размера.

Сейчас макет практически исчерпал доступное пространство, поэтому хотелось бы понять, возможно ли вообще переверстать его лаконичнее и эффективнее, не ухудшая читаемость и не удаляя информацию. Особенно важно предусмотреть возможность добавления новых а…

Nvidia is finding new ways for its customers to raise money, and it's expanding the risk of the AI buildout significantly.

Я сделал схему трамвайных маршрутов Белграда. Хочу получить комментарий эксперта. Особенно интересует мнение по поводу пересадок в центре схемы — стоит ли их изображать одной большой таблеткой или показать, как они работают на самом деле?

Apple's earnings (and stock) are limited not by memory but rather chip shortages; then, more on Amazon's earnings and Andy Jassy's market analysis.

I’ve had an idea rattling around to get more detail from coverage

measurement. Can we measure the coverage in a function separately for each

caller of the function?Here’s why I want it: in Acidica, my toy

BASIC interpreter, I have code to implement the built-in functions that looks

something like this:match func_name: case "LEN": if len(args) != 1: raise TypeError(f"Wrong arguments for LEN, got {len(args)}") return len(args[0]) case "LEFT$": if len(args) != 2: raise TypeError(f"Wrong arguments for LEFT$, got {len(args)}") return args[0][:args[1]] # ... 19 other built-ins ... I didn’t like the repeated code here: each different func_name has to

check that it got its expected number of argume…

The best Stratechery content from the week of August 3, 2026, including earnings exposure, OpenAI's answer to Apple, and all about LeBron in Philly.

Нейросети сводят всех с ума, началась эпоха «агентского интерфейса».

Только ленивый не говорит про агентский юикс, выходят посты, статьи как его делать. В целом этот агентский юикс немножко напоминает истерию с чат-ботами лет десять назад. Когда появились чат-боты (те, которые работали на скриптах, не поверх языковых моделей), тоже была истерика, что всё, Галя, отменяем все интерфейсы, всё переводим на чат-боты.

Ну отлично, перевели на чат-ботов.

А потом оказалось, что пропускная способность интерфейса чат-бот (количество бит информации, которое может пропустить чат-бот за одно взаимодействие), очень низкая. И людям неинтересно, смотреть по одному варианту чат-бота для билетов. Они хотят вы…

Google's earnings seemed to confirm the Anthropic hedge; it was Andy Jassy who explained why their — and Amazon's — capex was justifiable.

Microsoft's earnings were compelling because they showed a clarity of strategy, lower costs, and a tangibility of application. The reason why is scarier.

Делаем с дизайнером презентацию для транспортной компании. Есть база качественных фото и есть идея совместить сразу две версии — русскую и китайскую (есть клиенты). Хотелось получить презентацию а-ля Rolex или XO Boats, но никак не получается всё это скомпоновать, мозг уже отказывается думать. Дизайнер говорит, что всё норм, но чую: хрень… Что делать? Дайте вектор для дальнейшего движения.

Meta's earnings were a bit disappointing; future promises about AI products were more disconcerting.

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I've always found it surprisingly difficult to figure out what's actually happening in Vienna. Events are spread across events.at, Eventbrite, Resident Advisor, the City of Vienna, individual venue websites, etc. So I spent the last few days building wienwasgeht.at. It pulls events from different sources, puts them into a common format and shows them on a map. The idea is pretty simple: if I want to know what's happening today, I don't want to check 10 different websites first. The focus is mainly on events happening today, with tomorrow available as well. You can filter by music, nightlife, culture and sports. There are no accounts, ads or cookie banners, and the location feature runs enti…

Hey everybody, I have a daily planner/to-do list app. Basically, you create tasks or routines with a priority, and your task bubble inflates according to its priority and deadline. When you finish it, you pop it. Recently, I added some visual and usability improvements, it looks even funnier now. So I wanted to share it with you guys. To download: AppStore submitted by /u/sonmezba [link] [comments]

Hi everyone, I kept getting different answers from different astrology systems, so I ended up building a site that puts them together. Enter your birth date, time and place once, and it gives you readings from Western astrology, Vedic, BaZi, Zi Wei Dou Shu, Human Design, numerology, Saju, Shichu Suimei, etc. The main thing I wanted was a way to compare them. So instead of combining everything into one reading, it shows where different systems agree and where they don’t. That part has been pretty fun to test. Some results line up much more than I expected, and some are basically saying opposite things. The charts themselves are calculated separately, then AI helps explain the results. It’s f…

So after a few tries of trying to get some sort of SaaS going, I kind of gave up and had leftover Tokens just sitting around. Decided to have some fun instead. Putting different AI models against eachother with a simple prompt. Seeing which makes something genuinely usable. Would love feedback and ideas for new challenges https://the-prompt-arena.vercel.app/ submitted by /u/ConclusionLeft3914 [link] [comments]

Earlier this year, a friend's supermarket got hit. POS went down, inventory locked up, took them three days to recover. They had backups so no ransom paid, but it was a mess. That got me thinking — most anti-ransomware tools are either enterprise stuff with crazy pricing, or some half-baked feature buried in an antivirus. Nothing that just runs locally, stays out of the way, and actually works. So I built my own. WinRansomProtect does two things: Protection — 32 rules covering encryption detection, process monitoring, script blocking, system-level attacks. Runs in real-time, catches ransomware before files get locked. Hardening — another 32 rules based on CIS benchmarks and Microsoft's secu…

I invest across a few brokers (Interactive Brokers, DeGiro, Trading 212) and got tired of stitching together spreadsheets to see actual performance, MWR/TWR, not just the raw return each broker shows you, plus doing the taxes by hand every year and still had to use some other app (usually expensive) for research (financial data, earnings calendar and so on). So I started building Oitava, originally purely for myself. A few friends heard about it, wanted in, then asked for more, support for their brokers, more portfolios, stock research so they didn't need a separate tool for that either. That turned into about a year of building it: React/TypeScript frontend, FastAPI/Python backend, Postgre…

I use an Android phone and a Mac, and the daily friction is real. I got tired of WhatsApp-ing files to myself, uploading to Drive just to download again, and using janky workarounds to copy text between devices. Most existing solutions either store your data in the cloud, force you to make an account, or charge a monthly fee. So I built Connecto. The core rule: Your devices talk directly to each other over your local network. Your data never touches my servers. What is 100% working right now (not vaporware): Secure Pairing: Scan a QR code on your Mac with your Android phone. Encrypted, certificate-verified, and as easy as AirDrop. Clipboard Sync: Copy on your phone, paste on your Mac. Vice …

Been building a personal assistant that does work for you while youre on the go. agentsy.ai - The to-do list that comes back done. Say what happened, in the car, on the walk back, between jobs. Everything you need written up comes back drafted, waiting for you to check. The dictaphone forthe modern age Started off as a tool for real estate, but realised the most valuable feature was the dictaphone feature - where you could just ramble what ever, and have it all come back not just summarised and a todo list created, but the actual todo list work is actually drafted and done. You can sign up free - if you love it, DM me and I can give you 6 months free of the Pro plan. submitted by /u/Plane-C…

Hey everyone! I've been working on Cosmo, a full-stack dating app starter designed for developers, startups, and agencies that want to build their own dating or matchmaking platform. The goal was to create a solid starting point instead of having to build authentication, discovery, likes, matching, messaging, and the database structure completely from scratch. Current features: • User registration & login • JWT authentication • Password hashing • Profile discovery • Like / pass experience • Mutual matching • Messaging API • PostgreSQL database • Block/report foundation • Admin dashboard starter • Responsive mobile-first UI • Docker-ready backend Tech stack: Node.js + Express + PostgreSQL + …

Most jobs I've seen have some piece of work that's obviously automatable and just... isn't. Simple, short, repetitive — clicking the same option a hundred times a day. I actually left my last job partly because of it. It was in finance, so a human genuinely did need to review and confirm each item before submission — that part made sense. But every single click was manual. The judgment call was the job; the clicking was just tax on top of it. What's yours? The part of your day where you're on autopilot, and you've thought "a script could do this." And if you've built your own workaround for it — a spreadsheet, a template, a saved macro — I'm curious what that looks like too. submitted by /u…

It bothered me that despite all the space on my laptop screen or desktop monitor, reading web articles felt like breathing through a straw. Horizontal space is poorly used and vertical space is in short supply, leaving only a few paragraphs on screen at once. So I made Columnary, a Chrome extension that makes full use of your screen real estate, whether it's a small screen laptop or a 5K monitor. It strips ads and formatting, and puts everything into columns in a horizontally scrolling format. This way, articles can fill 100% of your screen while keeping line lengths readable. This transforms the way your brain processes articles. When you can see the whole thing at once, you can utilise yo…

Hey everyone. I've been working on a Chrome extension called TraceGuard for a while and finally got it to a point where I'm comfortable sharing it. > The idea is simple: every site you visit gets a privacy score (0 to 100) based on trackers, cookies, forms that ask for sensitive data, and how the site's privacy policy is rated. There's also a second score that tracks your own habits over time, so you can see your browsing getting cleaner instead of just getting a static number. > Why I built it: I kept installing blockers (like ublock origin and privacy badger) and still had no real idea what sites were doing with my data and how I could better my opsec. I wanted something that didn't just …

A junior marketing hire costs 50K a year. Your MRR is 5K. So you can't afford it. Without marketing, your MRR stays at 5K forever. Features don't ship themselves into viral traction, so you need inbound growth. So you're stuck in the middle. Too profitable to ignore marketing entirely, too unprofitable to hire someone, big enough that your personal network can't carry you, but too small that scaling traditional demand-gen makes sense. This is where a lot of bootstrapped founders live, and it's where most tools don't actually help. The big platforms assume you have an in-house team, and the solo tools assume you've got the time to learn and execute them, so neither actually fits what you nee…

I built ownstreet. This is the promo post, and the ask is a Product Hunt upvote. Indian creators send Instagram traffic to Linktree, then Gumroad or DMs. Buyers want GPay. Checkout is often dollars and cards. Sale dies. ownstreet is one page: links + digital products, INR, UPI via Razorpay, instant file delivery, 0% platform fee on sales (gateway fees still apply). Free / Pro ₹299 / Pro Max ₹799. 1000+ creators, ₹1,00,000+ GMV. Product Hunt only counts logged-in upvotes: https://www.producthunt.com/products/ownstreet If you have 10 seconds, that helps. If you sell files in India, tell me what still sucks about checkout and I will answer. submitted by /u/The_8th_God [link] [comments]

I got tired of messy scripts breaking my local files, so I built an atomic transaction engine for Python Ever run a script or migration that crashed halfway through and left your directory full of broken files and junk logs? Databases get ROLLBACK, but our local folders usually just get chaos. So, I built SentinelBox—a lightweight CLI utility that brings database-style atomic transactions to your local workspace. How it works: Snapshot: Before your command runs, it takes a clean SHA-256 state snapshot of your directory. Execute & Verify: Your script runs, followed by your test suite or checks. Instant Rollback: If anything fails or breaks, it instantly wipes out the mess and restores your w…

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У авиакомпании SalamAir промо-тариф: улететь из Маската в Найроби (или наоборот) можно от 6200 рублей (30 OMR). Для въезда в Кению нужно заранее оформить электронное разрешение (сбор около 30-35 USD с человека). Купить билеты можно на сайте авиакомпании или через trip.com / aviasales.ru (тут немного дороже, но зато принимают российские карты). Маскат — Найроби в декабре за 6200 рублей: Российской картой: […]

Авиакомпания Volotea выкатила билеты за 19 евро. Но можно легко оформить пробную подписку SUPERVOLOTEA на 15 дней и купить их за 9 евро. Обычно подписка на год стоит 60 евро. Лоукостер утверждает, что Вы можете отменить членство в любой момент, но потеряете при этом некоторые привилегии, например, ручную кладь, но сохраните свою скидку на проезд. Главное, не забудьте […]

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Сегодня мы решили слепить готовое путешествие из Казани в Индонезию — вышло от 47200 рублей с человека при поездке вдвоем.

Авиакомпания Etihad Airways предлагает билеты из Казани на Бали за 44000 рублей туда-обратно.

Даты полетов: например, 11-24 декабря (проживание с 12 по 24 декабря).

Все варианты на двоих на 12 ночей (рейтинг — выше 7/10)Не забываем настроить сортировку:— самая низкая цена (с учётом налога)— итого (в т.ч.

Первый отель — 3200 рублей на человека / 6400 рублей на двоих:Второй отель — 4700 рублей на человека / 9400 рублей на двоих:Третий отель — 5300 рублей на человека / 10600 рублей на двоих:Другие даты перелетов:4-17 декабря7-22 декабря

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Азербайджанские Авиалинии снизили цены ноябрь-март: взять из Москвы, Питера и Екб в ОАЭ, Израиль, Таджикистан, Саудовскую Аравию, Индию и на Мальдивы можно со скидками.

Билеты берем через сервис aviasales.ru (тут дешевле всего).

Москва — Душанбе — Москва:Москва — Даммам — Москва:Москва — Дубай — Москва:Москва — Тель-Авив — Москва:Москва — Дели — Москва:Москва — Мумбаи — Москва:Москва — Мале — Москва в ноябре:Москва — Мале — Москва в январе:Москва — Мале — Москва в феврале:Москва — Мале — Москва в марте:Питер — Душанбе — Питер:Питер — Даммам — Питер:Питер — Дубай — Питер:Питер — Тель-Авив — Питер:Питер — Дели — Питер:Питер — Мумбаи — Питер:Питер — Мале — Питер в ноябре-декабре:Питер — Мале —…

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

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Medly AI, a London-based AI-powered learning platform that claims to offer the world’s first AI tutor for exam prep, has raised a €6.89 million ($8 million) Seed round.

Dr. Paul Jung, co-founder and CEO of Medly, commented, “Almost a third of 11–16-year-olds receive some form of private tutoring.

Since in-person private tutoring is typically quite expensive, Medly’s mission is to democratise education by providing a personalised AI tutor for every student.

The capital will be used to grow the community of students Medly supports in the UK and roll-out support across additional international markets.

It was also awarded the Department for Education’s competitive AI Tutoring Tools Pioneers Pr…

Aisel Health, a Copenhagen-based HealthTech company building an operating system (OS) purpose-built for psychiatry and mental health, today announced it has closed a €1.7 million pre-Seed round.

Founded in 2024 by Peytz and Christian Houen, Aisel Health builds software that helps psychiatric clinics scale their operations by surfacing the right information for clinicians at the right time.

According to Aisel Health, although AI note-taking tools have emerged to ease the burden on overworked clinicians, faster notes create a different problem.

Aisel Health claims that its platform reduces the documentation burden and surfaces the clinical history and context a psychiatrist needs, when and ho…

Swedish business software scale-up Fortnox is committing €4.5 million (50 million kronor) to a ten-year research initiative by the Stockholm School of Economics aimed at answering a deceptively simple question: what actually makes a company successful?

Its products cover areas including bookkeeping, invoicing, payroll and financial administration, giving the company a close-up view of how businesses measure their progress and make everyday operational decisions.

Through a new ten-year agreement with the Stockholm School of Economics (SSE), Fortnox will contribute €4.5 million to establish the Center for Responsible Performance Measurement and support a new professorship.

The new research ce…

It is developing an AI-powered autonomy software stack for humanoid robots, combining reinforcement learning, language-based reasoning, vision-language-action models and whole-body control.

Generative BionicsFounded in 2025 in Genoa, Italy, Generative Bionics develops humanoid robots and Physical AI systems for industrial and service environments.

HumanoidWith its headquarters in London, Humanoid is developing general-purpose humanoid robots for industrial and commercial environments.

Their approaches span foundational Physical AI, humanoid platforms, autonomous defence systems, security robots and software for coordinating robotic fleets, with applications across manufacturing, logistics, …

London-based VC firm QuantumLight, co-founded by Revolut CEO Nik Storonsky in 2023, has closed its second fund at €432 million ($500 million), doubling the size of its debut vehicle as it looks to expand its data-driven approach to investing in technology companies.

The close comes around 15 months after QuantumLight raised €222 million for its first fund in May 2025 – as covered by EU-Startups.

The strategy reflects Storonsky’s broader emphasis on data-led decision-making, which has also played a central role in the development of Revolut.

Revolut has since grown into one of Europe’s most prominent private technology companies, offering banking, payments, foreign exchange and investment pr…

Computomics, a Tübingen-based BioTech research company, has raised €6.3 million in a Series B round to scale commercial delivery of its climate-smart breeding platform, as heat and drought take an increasing toll on European harvests.

Better breeding predictions mean fewer wasted seasons and varieties that hold up in the field, so the impact case and the business case point the same way.

The Series B funding comes at a time when European growers have been battered by heat and drought.

The company’s ×SeedScore® platform runs these predictions at the scale of a full commercial breeding programme.

The new capital will be used to scale commercial delivery of Computomics’ climate-smart breeding …

Oceanloop, a Munich-based company developing software-driven recirculating aquaculture systems (RAS), has secured up to €38.5 million to scale its technology and expand production of Giant Grouper in Europe.

This gives us the foundation to scale Oceanloop from proven technology into an international aquaculture platform,” said Dr. Fabian Riedel, Founder and CEO of Oceanloop.

Founded in 2023, Oceanloop is a German aquaculture technology company developing modular, software-driven recirculating aquaculture systems (RAS) for premium marine seafood.

Oceanloop also highlighted that it has become the first company to farm Giant Grouper in Europe.

The Kiel facility will serve as both a commercial …

It will also speed up current femtosecond laser applications, from consumer electronics to displays and chips,” he explained.

Founded in 2015, LITILIT is a femtosecond laser company that manufactures lasers based on patented technology that enables scalable production and simplifies integration into industrial systems.

However, Gavrilinas notes that the adoption of femtosecond laser systems is often limited by their heavy infrastructure, installation, and maintenance requirements.

According to the company, FEMODA will advance its goal of making femtosecond laser systems scalable.

It will commence operations this fall and aim to produce 3,000 femtosecond lasers per year.

SweGaN, a Linköping-based DeepTech company specialising in the design, development, and manufacturing of gallium nitride on silicon carbide (GaN-on-SiC) epitaxial wafers, has closed a €12.09 million ($14 million) Series B round to scale production and accelerate global growth.

Completed as an up-round, the financing brings SweGaN’s total funding raised to €35.4 million ($41 million).

The company is a developer and manufacturer of gallium nitride on silicon carbide epitaxial wafers using its patented growth technologies.

It delivers customer-engineered high-performance GaN-on-SiC epitaxial wafers and unique QuanFINE® growth technology that boosts device performance and reduces energy consump…

Every wave of generative AI produces the same two headlines: “AI is destroying the industry” and “actually, AI is creating more work for the industry.” Whether this is for graphic designers, developers, or copywriters, the debate plays out the same way across sectors. Legal is no exception. Against this backdrop, the legal industry provides a […]

The post Legal AI will create more work, but not for lawyers appeared first on EU-Startups.

UK edtech startup Medly AI has raised $8 million in seed funding to expand its AI-powered exam preparation platform in the UK and international markets.

The round was led by Felix Capital, with participation from existing investors Eka Ventures and Ada Ventures.

Founded by UCL medicine graduates Dr Paul Jung and Dr Kavi Samra, Medly develops an AI tutor designed to provide personalised academic support for students preparing for exams.

Medly's AI tutor uses a proprietary combination of seven large language models alongside approaches drawn from neuroscience and teaching theory.

He said the company aims to make personalised academic support more widely accessible by providing students with t…

Edinburgh-based semiconductor company Singular Photonics has raised $2.15 million in an oversubscribed funding round to accelerate the development of its next generation of SPAD-based image sensors.

Unlike conventional image sensors, which primarily measure the intensity of light, SPAD sensors can detect and precisely time individual photons.

Singular Photonics combines SPAD technology with on-chip computation, enabling data to be processed directly at the point where light is detected.

Alongside the funding round, Singular Photonics announced that Dipesh Patel, former CTO of semiconductor company Arm, has joined its board of directors.

The new funding will be used to expand Singular Photon…

While LGBTQI+ dating remains a smaller market than heterosexual dating, Pasykov sees it growing as more people become comfortable openly identifying themselves.

We can see that in our numbers.” ​An untapped source of LGBTQI+ dating dataTaimi also sits on a significant body of data about LGBTQI+ dating, which the company uses for research and analysis, some of which it publishes.

Why Pasykov wouldn’t launch a dating app todayFor anyone considering launching a dating app today, Pasykov asserts that the ship has already sailed.

Over the last five or seven years, while we’ve been building these apps, we’ve seen many other dating apps disappear.

So I think we’re safe for now.” ​Lead image: Taimi…

German agritech company Computomics has raised €6.3 million in Series B funding to scale the commercial deployment of its climate-smart breeding platform.

Computomics' ×SeedScore platform applies these predictions at the scale of commercial breeding programmes.

The company works with commercial breeders across field crops, forage crops, vegetables and specialty crops.

Computomics' portfolio also includes CropCompass and BreedScope for climate-smart breeding, Pantograph for omics data analysis and trait discovery, and MORPHEUS and MEGAN7 for microbiome analysis.

The funding will support the expansion of the platform across more commercial breeding programmes.

Vilnius-based femtosecond laser manufacturer LITILIT has received an €8 million loan from the Lithuanian National Development Bank ILTE.

By bringing femtosecond lasers to the cost and integration simplicity of fibre nanosecond lasers, LITILIT aims to accelerate their adoption as the next standard for industrial manufacturing.

"Currently, femtosecond lasers are mostly used in manufacturing high-value small parts.

Femtosecond lasers use extremely short pulses that process materials without damaging the surrounding structure.

FEMODA will advance LITILIT's goal of making femtosecond laser systems scalable.

SoftBank has invested $200m in Swiss robotics startup Gravis Robotics, in what has been billed as a record investment.

Gravis says the Series A funding round, in which the Japanese investor was the sole investor, is the largest Series A in construction robotics history.

It follows the Swiss startup raising $23m in a funding round in November last year.

The Swiss startup, which was spun out of ETH Zurich university, builds autonomous tech for heavy construction machines.

The startup said it will use the funding to scale autonomous heavy machinery globally.

The chairman of Monzo’s board, who was reportedly in a boardroom battle with some Monzo shareholders over the departure of its former CEO, is standing down from the role.

Banking veteran Gary Hoffman is standing down from the role at the digital bank next month after nearly eight years.

Under Hoffman, in a surprise announcement, Monzo last year announced it was replacing CEO TS Anil with former Google and Standard Chartered executive Diana Layfield.

Monzo has grown to now boast over 16m customers compared to 1.6m when Hoffman joined.

In my role as an interim Chair, I will continue building on Gary and the team’s work as Monzo focuses on delivering for our customers and on exciting growth op…

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.

Europe's startup market hasn't produced meaningful numbers but there is reason to believe the data will start to change.