Leave your screen unlocked, meet [email protected], by Anthony “chovy” Ettinger.

Leave your screen unlocked, meet the mailing listThe rule at PayPal was simple and unwritten.

Desk phone forwarded to the desk phone next to it, or on a bad day, to reception.

Desk phone forwarded to the desk phone next to it, or on a bad day, to reception.

Send that mail today and you're not a legend, you're a ticket — sender spoofing, unattended session, mandatory retraining for the team.

This is intended as a question about the current phase of the LLM hype cycle, and, at the same time, as a reality check about whether reluctance to rely on LLMs is economically viable for an average developer.

You've definitely seen that many companies progressed from "use LLMs for anything and everything" policies to limiting budgets and scopes of approved LLM usage.

It wouldn't be unexpected to see that some companies might decide that generating more code faster doesn't meaningfully contribute to their bottom line, and forego LLMs in favour of human authoring, but does it ever happen?

I'm not trying to point out any (de)merits of the new way of software development, I simply want to know…

Grafana Agent Observability plugin for Hermes Agent.

InstallPreferred: let your agent do itPaste this into Hermes (or any Claude / Codex / Cursor / similar agent that can fetch URLs):Install and configure the Grafana Agent Observability plugin for me by following https://raw.githubusercontent.com/alexander-akhmetov/grafana-agento11y-hermes/main/llms.txtThe agent will walk you through pip install, ~/.hermes/config.yaml , and the credentials from the Agent Observability setup page.

Manualpip install grafana-agento11y-hermesInstall into the same Python environment hermes runs from ( which hermes to check).

Then enable the plugin in ~/.hermes/config.yaml :plugins : enabled : - agento11yHermes's…

Model checkpointsLittleLearner at three scales (0.6B / 1.3B / 5B), each with a matched Unfiltered control sharing its architecture, tokens, and recipe.

Base: the pretrained model.

GRPO: math specialists post-trained on MathCAMPS; responses may exhibit a tendency toward math-oriented output.

Chatty: variants tuned for general chat behavior.

jit moves each secret into a local encrypted vault gated by Touch ID, and rewrites the files so your tools keep working.

Not sure whether something needs jit wrap , jit migrate , or nothing?

Tools that only read a file at runtime (docker compose, plain SDKs) can't ask, so jit run hands them the value.

Two Touch ID moments, not onejit asks for your fingerprint at two different moments, doing two different jobs:Unlocking your vault.

jit run --trust -- terraform apply approves that whole run's tools in one gesture.

As a service to our readers, Harvard Health Publishing provides access to our library of archived content.

Please note the date of last review or update on all articles.

No content on this site, regardless of date, should ever be used as a substitute for direct medical advice from your doctor or other qualified clinician.

The Language MakersHomepagesThe quirky personal homepages of programming language creatorsMade by Breck Yunits using data from PLDB

Oscillations and WavesAcousticsSignal ProcessingFourier Series AppletFrequency analysis of periodic functions.

Digital FiltersFilters digital signals and plays the output on your speakers.

Electricity and Magnetism: StaticsElectrodynamicsQuantum MechanicsLinear AlgebraDot Product AppletDemonstrates the dot product or scalar product of two vectors.

Matrix AppletDemonstrates 2-d transformations using a matrix.

Links to other educational sites with math/physics-related information or java applets useful for teaching:And when you get tired of learning, here is some fun stuff:

Comments

I have been finding flaws in studies critical of alcohol consumption in low to moderate doses.

“Alcohol Intake and Health Study: No Protective Effect at Low Levels, With Mortality Increasing to 1 in 25 at 14 Drinks Per Week.” Journal of Studies on Alcohol and Drugs, 2026 (Vol.

It has a deceiving title and a deceiving summary conclusion: “At low levels of consumption, no protective net effect of alcohol consumption on health was observed.”.

Their claim is that lifetime alcohol-attributable mortality risk were >1 in 1,000 at around 7 drinks per week and reached ~1 in 25 (4%) at 14 drinks/week (the established upper guideline limit).

The risk for 7 drinks for >70, here −5.47, is not halfway in…

ProofRun A local verification receipt for AI coding agents.

ProofRun doesn't use AI to verify AI.

ProofRun doesn't use AI to verify AI.

What ProofRun deliberately does not doIt does not parse test output, does not judge code quality, and does not auto-fix anything.

proofrun status recomputes that fingerprint every time and compares it against what's stored locally — any mismatch, down to a single changed space or one new file, reports STALE .

For the past half-decade, dozens of companies around the world have been hunting for buried stores of hydrogen, called natural or geologic hydrogen.

This approach, known as stimulated geologic hydrogen or engineered hydrogen, turns subterranean rock formations into giant hydrogen factories.

“I got the epiphany that geologic hydrogen is not just an accumulation; it’s a chemical reaction,” he says.

“And if it’s a chemical reaction, then it can be stimulated.”Finding large accumulations of geologic hydrogen entails stumbling on a Goldilocks set of conditions.

Laboratory studies have shown, for example, that the ideal temperature for maximizing hydrogen production is around 200 to 300 °C.

Models are improving and AI agents are taking on more tasks in shared codebases, markets, and other social systems.

The coordinating swarm of agents was allowed to run for a long time, and found new vulnerabilities at a roughly constant rate.

Though the end product was consistently poor, the different model generations we tested (Sonnet 4.6 and 5, Opus 4.6 and 4.8, and Mythos Preview) coordinated in strikingly different ways.

When these factors are all the same (or similar), different agents will take very similar actions, even when the action space is very large.

These are open problems in interaction and mechanism design, and our experiments here provide early evidence that new solutions …

I was inspired by Tom Scott’s excellent video and links here https://www.youtube.com/watch?v=d99_h30swtMwhere he talks about a particular type of “Inogon” light used to guide ships through channels or harbours.

The Moire system will give steering advice even if you’re in a safe area, but slightly off the main ‘beam’.

I remember a few years ago in Newcastle seeing a much simpler and elegant system using 3 lights like below.

In a real situation when you’re manoeuvring a ship there are other factors to think of, such as cross-currents, weather, or other ships to avoid.

In the youtube video it was marking a submarine cable, so people didn’t drop anchor and foul on it.

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Native down to the frame Rust and GPUI — the GPU-accelerated framework behind Zed.

Every agent, one timeline Each agent is connected over its strongest native interface — stream-json, JSON-RPC, live events — and normalized into one provider-neutral model.

Rewind that means it Every prompt checkpoints your working tree under a hidden git ref.

Keyboard first ⌘N starts a session, ⏎ queues a follow-up while the agent works, ⌘⏎ steers it mid-turn, Escape stops.

No account, no telemetry, no Waku cloud between you and your agents.

How to read thisSimilarweb worldwide web-visit share (desktop + mobile web).

May 2026 is still the latest comparable stacked print as of 12 Aug (Momentic / Similarweb).

Gemini’s 1B app MAU can coexist with ~28% web share because so much Gemini use is in-app / Android.

AI SEO PlaybookThe complete playbook for building an AI-powered content engine that actually ranks — from zero to 4.6M impressions in 3 months.

This is the methodology, the toolkit, and the hard-won lessons from building a content engine on ValueAddVC.com using AI agents, GSC feedback loops, and automated quality gates.

14 diagnostic scripts, 9 battle-tested configs (safety guards, agent orchestration, quality gates, anti-AI detection), structured data schemas, and CI automation — everything you need to replicate the system.

The actual operating system behind a site that went from 604K to 4.62M monthly impressions.

There's even a dedicated issue template for submitting new template phrases …

Big Pickle on SWE Atlas — Codebase QnATask Resolve Rate: 50.8% (63/124) — big-pickle , the free stealth model on OpenCode Zen, evaluated on Scale AI's SWE Atlas Codebase QnA benchmark using the mini-swe-agent scaffold.

Run on 2026-08-11 with the official open-source harness, task data, and judge model.

Scaffold: mini-swe-agent pinned to 2.4.6 — the same minimal bash-only scaffold Scale uses for non-first-party models on the leaderboard.

Judge: claude-opus-4-5-20251101 — the exact judge model Scale specifies — accessed through Anthropic's OpenAI-compatible endpoint ( https://api.anthropic.com/v1 ) with EVAL_MODEL overridden to the bare Anthropic model ID.

— the exact judge model Scale specif…

TEA5767-based Radio TunerESP32-based FM radio with TEA5767 tuner, KY-040 rotary encoder, PAM8403 amplifier, and 0.96" OLED display.

Project HistoryThe project built an FM radio device using the TEA5767 radio module and the Arduino UNO in January 2026.

Evolving into a PCB design projectSchematicTo further improve the project, I decided to let it be my first PCB design while improving the radio device as well.

The footprints for the ESP32-DevKit-32E, TEA5767, PAM8403, KY-040, and the 0.96 OLED Display are included in the Custom_Footprints.pretty folder.

PCB LayoutAfter creating the custom footprints, I created the PCB design inside KiCad's PCB editor.

In this blog post, I will go over the main Magit interface — Magit Status — and hopefully you will get to see why Magit is awesome .

The following image is an example of the Magit Status interface:There are two sections.

The interesting part about the Magit status interface is that it is interactive: you can stage or unstage changes, and add, delete, or hide untracked files.

It lists the commands available from the status interface, covering almost anything you would need, all accessible through a single key — and most are easy to remember because the first letter of the action is the shortcut key.

ConclusionThe design behind Magit’s status interface never ceases to amaze me.

The essence of architectural work - Part 5In the previous post, we concluded the discussion of the Why, the purpose of architectural work, by looking at the cognitive and the humane facets of architectural work.

In this post, we will move on to the next dimension of architectural work, the What, and discuss the different activities that make up architectural work.

The laws of architectural workBefore we discuss the activities that make up architectural work, let us first briefly revisit the two “laws of architerctural work”.

They are often convinced they do not require a close understanding of developer work to do architectural work.

While it is true that developer work and architectural wo…

State is a representation of how things are at a particular time and place.

Here we have the simplest notion, something we learned as children, and our ubiquitous knowledge representation cannot encode it directly.

The first hurdle of building a quality model is finding a good state representation for it to work with.

The second hurdle is finding a good model representation that easily expresses relationships within the state.

Believe it or not, because the state representation is so general, this is all we need to model just about anything.

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The manifestation of my imposter syndrome, for me and today, is what does it mean to be a software engineer.

There’s a lot more noise than signal on the Internet about agentic engineering, what can be accomplished, and its implications for the future.

“Can it be done” is only the start, not even close to the majority a software or system engineer’s profession.

For agents focused on software development, those reasoning traces are the precious data for the models.

If you want to explore, go digging on how “JEPA models” work, LeWorld Model, and recent talks by Yann LeCun.

Why you should careIn terms of secure supply chain, reproducible builds can let independent 3rd parties verify that the bits in a distribution match what's expected based on the source code the distribution was made from.

There's a build backend that was used to make that wheel, and if that build back-end was compromised then it may inject some malicious code into the wheel.

What's missing from the specsWhere's the source code?

Luckily, since we have the [build-system] table in pyproject.toml, we have a defined entry point into the build back-end that produced the distribution.

That means once we have all the software required to run the build backend recorded, we can replay the build proce…

Tooling and Failure SemanticsThe newline work introduced deliberately unparsable smoke specimens, which exposed some weaknesses in the surrounding tools.

The result is a useful three-way relationship among grammar and reviewed evidence, the Go implementation, and the Aiki implementation.

The substrate already knew how to construct them, but ordinary Aiki did not.

Aiki source semantics can be implemented in Aiki.

The resulting path now works:Go-hosted Aiki -> Aiki-written interpreter -> self-host-loaded Aiki interpreter -> 1 + 2 * 3 -> 9The result is 9 because ordinary Aiki binary expressions are evaluated left to right: (1 + 2) * 3 .

LazyPromiseA LazyPromise is like a native promise, exceptIt's lazy and cancelableIt emits synchronously instead of in a microtaskIt supports typed errors and dependency injection.

If you call the resolve handle of a native Promise with a Promise as an argument, you'll end up with Promise , not Promise> .

It works in exactly the same way when you have yield* lazyPromise and lazyPromise rejects.

Like typed errors, dependency injection is an optional feature.

await anotherPromise; } and which can for example be used to make a lazy promise fire in a microtask like a native promise: lazyPromise.finally(inMicrotask) .

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

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Zig Day Seattle is a full day event where you can make and learn about Software You Can Love written in Zig.

Generally, that means working in pairs or groups to write some code and sharing it at the end of the day.

Learning is the key: feel free to experiment on your own, asking around when in doubt; or sit down with someone else and contribute to an existing Zig project.

SpecificsDetails about location, time, and RSVP for upcoming events are listed under “see more details”.

ContactThis Zig Day is organized by Scott Redig.

Recap: Software Should Work 2026Published 2026-07-18I attended my first software conference!

In my opinion, software should work so well that the user should not even be cognizant of the software itself.

The sentiment that I came away with from Software Should Work is that the future of software is as much in our hands as it ever has been.

That's why free and open source software continues to be our best bet for maintaining the social contract of software.

Some of the best software out there bucked the trends of its time.

Too many words have been spilled on the topic, so I will demystify it by suggesting that power is a synonym for responsibility; one person has power over another person precisely when they are responsible for that person.

An immediate and common retort is that power is hard or soft; hard power is physics and soft power is responsibility.

Intuitively, this transitive property allows any power delegated to a target person to also be a power delegated by a source person, and a delegation with an intermediary is equivalent to a delegation without an intermediary.

The long-term evolution of the group power structure doesn’t optimize for any particular metric; that is, the power structure doesn…

Owen Walker / Financial Times:

Malaysia's 6% Q2 GDP growth was powered by 7.5% manufacturing growth, driven by chipmaking, and 6.6% construction growth, supported by data center development — Southeast Asian country emerges as key AI hub in boost for its economy — The AI boom has made global superstars out of a handful …

Timothy Gowers / Gowers's Weblog:

Fields Medalist Timothy Gowers says most famous mathematics problems solved by LLMs so far have almost all been with counterexamples rather than proofs — For the sake of anyone who might read this blog post in the distant future (a month from now, say), let me mention that I am writing …

Hugging Face:

Hugging Face says developers made 151K+ derivatives based on Qwen models, topping others, making Qwen one of the largest foundations in the open model ecosystem — In the AI world, time feels compressed. A few months after our spring report in our biannual analysis worked through the ecosystem …

Ilya Gridneff / Financial Times:

BlackBerry posted a positive cash position in Q1, its first cash-positive first quarter in any fiscal year since 2017, driven by its QNX and Secusmart products — A decade after the disappearance of its handsets, the company's future rests on car and security software

Antoine Tardif / Unite.AI:

Pathway, which is developing AI models based on what it calls its “Post-Transformer” BDH architecture, raised a $30M seed at a $500M valuation — Add Unite.AI to your preferred sources on Google — AI research company Pathway has secured additional funding at a $500 million valuation …

Grace Shao / Bloomberg:

Chinese citizens are more optimistic about AI than Americans because AI is seen as a practical tool in China that disrupts a smaller share of its population — Different experiences with technology have shaped radically different expectations of what artificial intelligence will bring.

Dario Amodei / @darioamodei:

Dario Amodei shares his view on AI regulation, says open-weights aren't a “sufficient” solution, defends testing, highlights a “crisis of trust” in AI, and more — 1/2 Thanks Gavin for an especially thoughtful exchange. I don't usually spend much time on social media but I wanted to engage here because it really brings out the heart of an important conversation. First, on regulation, I think that “either concentrate it in the hands of a

Anna Liss-Roy / Washington Post:

How Congressional lawmakers and aides are using AI tools with little oversight to write speeches and news releases, sort constituent mail, and more — The amendment was one of hundreds filed this summer to an annual defense bill making its way through Congress.

Zeyi Yang / Wired:

A look at Unitree's G1 and R1, the humanoid robots behind viral influencer accounts worldwide, as Unitree shipped 5,500+ units in 2025 and readies its China IPO — The Unitree G1 has found online fame as a relatively affordable robot that can charm a crowd. But can it ever hold down a real job?

The Information:

Sources: Nvidia in talks to invest up to $3B in SoftBank-backed data center developer SB Energy that aims to IPO soon and is behind a huge OpenAI campus in Ohio — Nvidia is in talks to invest as much as $3 billion in SB Energy, the Softbank Group-backed developer of a massive planned Ohio …

Alix Coutures / The Information:

Sources: Mercor and other firms gathering data for AI labs are driving demand to buy or license internal datasets from startups shutting down or being acquired — Eight days after AI agent startup Warmly in late June agreed to be acquired by HubSpot, CEO Maximus Greenwald found an unusual email in his inbox.

Washington Post:

A Wyoming woman joined a federal suit against xAI alleging her stepfather used Grok to turn one childhood photo of her into 7,000+ CSAM images he traded online — When Jane Doe 4, as she is identified in legal filings, arrived at her parents' house in Wyoming to set up a family party earlier this year …

Anthropic:

Anthropic details Claude's text watermark: it only shows Claude was likely involved, is sparse in code and factual text, and disappears after a full rewrite — Future Claude models will generate text that contains a watermark. This is a way of determining the likelihood that Claude …

Saritha Rai / Bloomberg:

Alibaba's open-weight models have accumulated 3B+ global downloads in the past six months; Hugging Face: Google had 418M downloads while Meta had 227M in 2026 — Alibaba Group Holding's open-weight models have accumulated more than 3 billion global downloads in the past six months …

William Sandlund / Financial Times:

Shanghai's tech-focused Star 50 index is up 29% in 2026, and its P/E ratio is 150+, above Nasdaq 100's 35, fueled by Beijing's tech push and an investor frenzy — Support from Beijing has helped power 29% gain for Star 50 index this year — Backing from Beijing and an investor frenzy …

Isabelle Bousquette / Wall Street Journal:

BCG: enterprise users spent a total of $300M on quantum computing in 2025, outranking the combined spending of research labs and governments for the first time — Many companies are pouring millions into quantum computing programs to gain a competitive edge and prepare for future encryption threats

Financial Times:

Effective Altruism, hit by the SBF turmoil, is drawing record funding as Anthropic and OpenAI IPOs are set to mint new millionaires wedded to “effective giving” — Expected IPOs for Anthropic and OpenAI are set to mint a new generation of philanthropists wedded to ‘effective giving’

Giacomo Lee / SDxCentral:

Point2 Technology, which develops RF-based data center interconnection tech, raised a $136M Series B from LB Investment, Arm, Maverick Silicon, and others — Data center interconnect disruptor Point2 Technology celebrates Series B success — AI data center interconnect specialist Point2 …

Abhinaya Prabhu / Tech Funding News:

SF-based Vals, which develops evaluations and benchmarks to test AI models on real-world tasks, raised a $40M Series A led by a16z at a $400M valuation — - Vals AI raised $40 million in a Series A round at a $400 million valuation. — Revenue has grown eightfold since 2025 …

Zijing Wu / Financial Times:

Sources: China plans to soon lift a travel ban on Manus founders as the company unwinds its $2B acquisition by Meta; CEO Xiao Hong plans to return to Singapore — Chief executive Xiao Hong plans to return to Singapore as AI company nears resolution of Meta separation

The Economic Times:

Sources: Uber and Rapido discussed merging their India ride-hailing operations in May; talks collapsed after disagreements over the proposed deal's structure — Uber and Rapido discussed merging their India ride-hailing operations in May, sources told us. Talks collapsed after disagreements over the proposed deal's structure.

Larry Dignan / Constellation Research:

Dynatrace agrees to acquire Arize, which specializes in AI observability and the AI development lifecycle, for $915M, including ~$815M in cash — Dynatrace acquired Arize, which specializes in AI observability and the AI development lifecycle, in a deal worth $915 million.

Financial Times:

Sources: OpenAI's repeated exec reshuffles and departures have frustrated some staff as it prepares for an IPO; it disbanded its “preparedness” team in July — Executive exits and safety team changes unsettle staff as the ChatGPT maker prepares for a blockbuster listing

Michael Martina / Reuters:

Source and letter: the US plans to tell 35 partner countries they'll be excluded from the US-led Pax Silica initiative if they also join China's rival framework — The U.S. is preparing to tell dozens of countries they must pick sides in the artificial intelligence race with China …

M. Sriram / Newcomer:

How dual-valuation deals became pervasive in the current frenzied AI funding cycle, with prestige VC firms monetizing their brand names by getting better prices — Prestige firms are monetizing their brand names by getting better prices than others in the same funding round

Wall Street Journal:

Commerce Secretary Howard Lutnick says the US is “not in favor” of Apple buying Chinese memory chips, and there have to be “other solutions to the memory issue” — Commerce Secretary Howard Lutnick urges iPhone maker to find other solutions to AI-driven chip supply crunch

Echo Wang / Reuters:

Sources: Anthropic projects 2028 revenue of ~$190B-$200B, vs. a revenue run rate of $47B in May, as bankers and investors price the company ahead of an IPO — As Anthropic prepares for what could be one of the biggest IPOs on record, Wall Street is looking further into the future …

Fred Lambert / Electrek:

Waymo receives approval from the California Public Utilities Commission to expand across 18 counties, including Sacramento and San Diego — Waymo says California regulators have signed off on the biggest expansion of its robotaxi service yet, covering 18 counties from Sonoma down to San Diego.

Anissa Gardizy / Wall Street Journal:

Sources: Nvidia has reworked a deal to finance an OpenAI Ohio data center campus so that it would initially guarantee only half of its planned $250B backstop — Under new proposed terms, the chip maker would initially backstop only half of the 10-gigawatt project

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 …

Holehe checks if an email is attached to an account on sites like twitter, instagram, imgur and more than 120 others.

-t my-holehe-image docker run my-holehe-image holehe [email protected] StartHolehe can be run from the CLI and rapidly embedded within existing python applications.

📚 CLI Exampleholehe [email protected]📈 Python Exampleimport trio import httpx from holehe .

snapchat import snapchat async def main (): email = "[email protected]" out = [] client = httpx .

AsyncClient () await snapchat ( email , client , out ) print ( out ) await client .

celld is an open-source daemon that runs Cloudflare Workers and Durable Objects on your own machines.

How it worksEvery celld node embeds V8 and executes Wrangler bundles.

\ --bucket s3://my-cells-bucket celld \ --bucket s3://my-cells-bucket \ --listen 0.0.0.0:8080 \ --internal-listen 10.0.0.12:8081 \ --advertise 10.0.0.12:8081Use --endpoint for another S3-compatible service and --region when it cannot be inferred.

--bucket gs://my-cells-bucket celld --bucket gs://my-cells-bucket --listen 0.0.0.0:8080 \ --internal-listen 10.0.0.12:8081 --advertise 10.0.0.12:8081A fleet runs one application, and every node loads its latest successfully committed deployment from deploy/current.json .

The cap …

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Directly# Install manimgl pip install manimgl # Try it out manimglFor more options, take a look at the Using manim sections further below.

sudo apt update sudo apt install ffmpeg sudo apt install python3-pip sudo apt install libpango1.0-devInstall a lightweight LaTeX distribution (optional, for LaTeX rendering).

sudo apt install python3-venv python3 -m venv venv source venv/bin/activate python3 -m pip install -e . If python3-venv is unavailable on your system, try installing the version-specific package instead: sudo apt install python3.12-venvDirectly (Windows)Install FFmpeg.

git clone https://github.com/3b1b/manim.git cd manim pip install -e . manimgl example_scenes.py OpeningManimExample…

Prime Agent: A Self-Improving RLM AgentDocumentation • Verifiers • PRIME-RL • pi-monoPrime Agent is an open-source coding and research agent for general and long-running work.

Prime Agent combines a persistent Python control environment with durable harness state, so useful working context and reusable operating patterns can outlive a single chat window.

Agents communicate directly: running agents can exchange messages and orchestrate one another without routing everything through the user.

running agents can exchange messages and orchestrate one another without routing everything through the user.

Warning Prime Agent executes model-generated Python and project commands with your user permi…

Production-grade engineering skills for AI coding agents.Agent Skills

Production-grade engineering skills for AI coding agents.

Skills encode the workflows, quality gates, and best practices that senior engineers use when building software. These ones are packaged so AI agents follow them consistently across every phase of development. DEFINE PLAN BUILD VERIFY REVIEW SHIP ┌──────┐ ┌──────┐ ┌──────┐ ┌──────┐ ┌──────┐ ┌──────┐ │ Idea │ ───▶ │ Spec │ ───▶ │ Code │ ───▶ │ Test │ ───▶ │ QA │ ───▶ │ Go │ │Refine│ │ PRD │ │ Impl │ │Debug │ │ Gate │ │ Live │ └──────┘ └──────┘ └──────┘ └──────┘ └──────┘ └──────┘ /spec /plan /build /test /review /ship Commands

8 slash commands that map to the develop…

ADR: Agentic AI Detection and ResponseADR (Agentic AI Detection and Response) is an enterprise security system for AI agents.

It helps organizations secure employee-facing agents such as Cursor, Claude Code, and Codex, as well as customer-facing agents such as AI support agents.

ADR is deployed in production at Uber, and the accompanying paper was accepted to MLSys 2026: Paper PDF · Slides PDFHow ADR secures enterprise AI agentsADR secures enterprise AI agents through four complementary capabilities: observing agent activity, evaluating defenses, detecting threats, and preventing unsafe actions.

ADR Observability: Understand what AI agents are doing and why.

The offline ADR Explorer engine,…

LadybirdLadybird is a truly independent web browser, using a novel engine based on web standards.

Important Ladybird is in a pre-alpha state, and only suitable for use by developersFeaturesWe aim to build a complete, usable browser for the modern web.

Ladybird uses a multi-process architecture with a main UI process, several WebContent renderer processes, an ImageDecoder process, and a RequestServer process.

Each tab has its own renderer process, which is sandboxed from the rest of the system.

See build instructions for information on how to build Ladybird.

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Calibrated on parts that really printed, and it knows which printer you own.

steep slopes overhangs that sag or peel away as they printthin walls sections finer than your nozzle can lay downtiny details features that smear instead of printingmid-air starts material with nothing underneath to land ontop-heavy shapes tall parts that tip over before they finishlong reaches juts that sag under their own weight, or snap in useloose pieces a part that quietly came apart into two

Watermarking uses low-stakes choices like these—which occur many times over a piece of generated text—to leave a pattern in Claude’s responses.

In internal testing, we’ve seen no impact of watermarking on the content, level of creativity, or readability of Claude’s text.

Claude’s text watermark is a version of the SynthID-Text approach published by Google DeepMind in a Nature paper in 2024.

As we noted above, AI watermarking takes advantage of decisions where either choice of a word would be equally good.

Why are you watermarking Claude’s outputs?

I mean something very specific: I’m concerned that U.S. intelligence and law enforcement agencies are about to go dark, meaning: that they’re going to suddenly lose a huge portion of their capability.

Going Dark, and the era of law enforcement hackingTo explain how we got here, we need to talk about recent history.

What broke the stalemate — and, to some extent, ended “Going Dark” itself — was something that neither the FBI nor Apple expected.

The Apple v. FBI case has turned out to be a microcosm of the whole Going Dark debate.

For the first time since 2010, law enforcement might experience what it looks like to really “go dark”, across a huge category of advanced (well-maintained) devices…

When an AI system solves a difficult mathematical problem, the usual explanation is that it has become more intelligent.

Human working memory is remarkably limited.

Working memory predicts mathematical performance beyond IQThe importance of working memory for mathematics is not merely theoretical.

Indeed, working memory was a stronger predictor of the later academic outcomes than the IQ measure used in the study.

AI may be out-remembering usThe rise of mathematical AI is often described as a triumph of machine intelligence over human intelligence.

How AI text watermarking works .

Google has watermarked text from the Gemini app and web experience since 2024 (its API is, at the time of writing, a documented exception), and as of August 2026, new Claude models mark text at the model level, with earlier models to follow.

Whoever gets to lean on how the dice land can hide a pattern in the text without changing what it says.

And absence proves even less: old models or heavy editing yield clean results on genuine AI text.

And absence proves even less: old models or heavy editing yield clean results on genuine AI text.

Siri, for all of its faults, has always been very good at creating tasks in Apple’s Reminders app — and Siri is everywhere.

If you try Unforgetful and it’s not for you, just delete it and turn Reminders notifications back on, and all of your data is right there in Reminders.

If you try Unforgetful and it’s not for you, just delete it and turn Reminders notifications back on, and all of your data is right there in Reminders.

Tap the microphone button in Unforgetful — or its full suite of widgets, or its Lock Screen or Control Center controls — and quickly dictate a task.

5Tap the microphone button in Unforgetful — or its full suite of widgets, or its Lock Screen or Control Center con…

3.7 Flash shows strong gains over 3.6 Flash in coding tasks like debugging and issue resolution.

In web development, 3.7 Flash generates more functional layouts and feature-complete apps in fewer prompts.

It outperforms 3.6 Flash on Arena.ai’s WebDev Arena with an Elo score of 1588 vs 1538.

For knowledge-dense fields like finance, law, and biosciences, 3.7 Flash delivers improved reasoning and accuracy.

It also surpasses 3.6 Flash in AutomationBench, demonstrating it can more effectively complete real-world business workflows (30.4% vs 17.0%).

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But while homomorphic encryption has a nontrivial cost overhead, it shifts the capability/privacy trade-off to a question of cost.

However, manually converting an existing program to use homomorphic encryption efficiently requires a team of cryptographers.

HEIR (Homomorphic Encryption Intermediate Representation) is an open-source compiler toolchain and development platform for homomorphic encryption.

We have partnered with companies developing hardware accelerators for homomorphic encryption, including Belfort, Niobium, Cornami, and Optalysys.

Applications of HEIRTo demonstrate how far homomorphic encryption has come, we’re sharing four private inference applications.

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The 37signalsManager PlaybookEverything you need to know about managing people at 37signals.

Start reading →This playbook is for people managers at 37signals.

In it, you’ll find everything you need to know about what’s expected of you as a people manager, team leadership philosophies of 37signals, and how to balance people management with your core individual contributor work.

If you have questions about anything in this playbook, please reach out to the People Ops team.

Independent benchmarks comparing AI model intelligence, speed, energy use, and hardware across Apple silicon and NVIDIA GPUs.

# Images python3 " $SCRIPTS /inspect_image.py " shot.png python3 " $SCRIPTS /clean_image.py " shot.png -o shot.cleaned.pngText tools refuse binary inputinspect_text.py , clean_text.py and rewrite_text.py operate on text.

$SCRIPTS /setup_synthid.sh " # Score an image (default checkout: ~/reverse-SynthID).

Optional CtrlRegen pixel removalFor pixel-domain image watermarks (SynthID-class, StegaStamp, Tree-Ring, StableSignature), an optional external backend runs the CtrlRegen pipeline (ControlNet + DINOv2 IP-Adapter controllable regeneration).

The Stable Diffusion model (default huanzi05/stable-diffusion-2-1-base ) downloads from Hugging Face on first run.

Prefer a non-origin model for Layer B …

Everything is a plugin DeepSeek Harness is built on Cordis's plugin system.

Plugins provide every agent capability, including models, tools, skills, sessions, sandboxes, storage, loops, scheduling, and the UI.

Cordis services and events let the plugins work together.

Developers can select, swap, or extend any capability in configuration without changing the DeepSeek Harness source code.

In the Trajectory view, you can inspect these records by source.

where you strike it mattersStriking a spot drives each mode in proportion to how much that mode moves there.

Pressing a row instead plays that single mode alone - something no mallet can do, and the only way to hear what one frequency of a shape actually sounds like.

can one hear the shape of a drum?

Both change how much of a mode a strike can reach - neither one can shift where a mode actually sits.

After Kac, Can One Hear the Shape of a Drum?

Another example.

I was migrating my personal website from one framework to another, and Claude wrote a script that did it.

It produced a UI where I click buttons to run the port step by step, with my old site and new site running side by side.

In this command center I watched the new site come to life incrementally.

That left me with a similar understanding to doing it by hand — but much faster, because the whole experience was laid out for me.

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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Try reloading the page to see if the issue has cleared up.

In the meantime, enjoy some clips!

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.

The Victrola Soundstage is ideal for those who want to build their vinyl system up rather than out, with plenty of digital and analog connections for every kind of listener.

We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites.

And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing.

When you click through from our site to a retailer and buy a product or service, we may earn affiliate commissions.

Neither ZDNET nor the author are compensated for these independent reviews.

Our editors thoroughly review and fact-check every article to ensure that our content meets the highest standards.

Snowflake Volunteer is described as a "single-purpose app that gives volunteers control over when and how they contribute."

Snowflake Volunteer is based on the Tor Project's Snowflake, which debuted in 2019.

Hands-on with Snowflake VolunteerI went hands-on with the new Snowflake Volunteer app, putting it through its paces to see if it delivers all it promises to would-be volunteers.

Charlie Osborne | ZDNETDo you need to worry about which websites people are accessing through your Snowflake app?

I think this is what makes Snowflake Volunteer appealing: it is a quiet, unobtrusive app that lets you contribute to something important without any inconvenience.

Lance Whitney/ZDNETFollow ZDNET: Add us as a preferred source on GoogleZDNET's key takeawaysApple is warning certain users about targeted spyware attacks.

Apple is warning certain users about a new round of targeted attacks designed to infect their iPhones, iPads, and Macs with what it calls mercenary spyware.

"Mercenary spyware attacks cost millions of dollars and often have a short shelf life, making them much harder to detect and prevent."

The actual text reads: "Apple detected a mercenary spyware attack targeted at your iPhone.

Apple sent out such notifications twice during 2024, warning users about mercenary spyware attacks directed against them.

Dell XPS 13 (2026) 4 / 5 Very good pros and cons Pros Gorgeous build.

Seen in that light, the XPS 13 is the best budget Windows laptop on the market right now.

Also: Dell's new XPS 13 is a MacBook Neo rival that costs $599 and retains premium featuresThat's not hyperbole.

ZDNET's buying adviceKyle Kucharski/ZDNETThe 2026 Dell XPS 13 is one of the best Neo competitors on the market.

Why the Dell XPS 13 gets an Editors' Choice AwardThe Dell XPS 13 raises the bar for budget Windows PCs by bringing a solid build, nice display, and good battery to the $699 price point.

On Thursday, OpenAI introduced its new Computer History feature.

As described by OpenAI, Computer History uses fewer tokens and offers more privacy controls than does Chronicle.

Ways to use the Computer History featureOpenAI offers a few examples of what you could ask ChatGPT based on Computer History.

To enable Computer History in the ChatGPT Mac app, go to Settings, select Integrations, and then click Computer History.

They are not encrypted by Computer History, and other programs running as your MacOS user may be able to access them.

ZDNET key takeawaysOpenFactory is a new service to build custom Linux distros.

How to get Affinity today: 2 waysWith OpenFactory, you can build a bootable Linux distribution, create a remote lab of servers, or even generate reusable recipes so you can recreate those distros at a later time.

Here's howThere are also two ways you can build your distro: Either via an AI prompt or a selection menu.

Imagine you need a Linux distribution to do a very specific thing, or a combination of things, and neither is offered by any other distribution on the market.

Either that, or you need a reproducible recipe that can be shared across organizations, so every member of your IT team can deploy the same Li…

When I learned that Google Assistant would be discontinued next month, I decided to look for an alternative.

Those caveats aside, this handy voice assistant is a viable alternative to Google Assistant or Gemini, so much so that I've started using it as my default.

Integration with Android Auto: Does not work.

This is because Google does not recognize Dicio as a valid voice assistant for Android Auto.

The cheapest plan (at the moment) is Gemini AI Plus, at $7.99/month , which gets you access to Gemini Flash 3.5, the Gemini app with Omni, Google Flow with Gemini Omni, Daily Brief in the Gemini app, and AI Inbox in Gmail.

ZDNET's key takeawaysOpenAI's ChatGPT Desktop App for Linux is an Electron-based program.

The release also arrives roughly a month after Anthropic introduced a Linux desktop version of Claude.

The ChatGPT Desktop App for Linux sure looks a lot like a browser window to me.

For a local project with multiple folders, the desktop app can show repositories and changed lines together for consolidated review.

However, if you're OK with that, go ahead and integrate ChatGPT Desktop App with Google Calendar, Gmail, Outlook, Teams, Slack, and Google Drive.

Please try again" issue in June 2026 that affected both Android and Android Auto, prompting users to return to Android Assistant.

For instance, users have complained about Gemini not playing a song when connected to Android Auto, or even when it's not connected to Android Auto, as this Reddit thread clearly shows.

A driver safety issueLet's be clear about this: the combination of Gemini and Android Auto makes hands-free calling an unreliable feature.

If I use a third-party home screen launcher, it won't work, period, whether I'm using Android Auto or not.

Google has two choicesThe way I see it, Google has two choices: allow us to use Assistant or fix hands-free calling with Gemini on Androi…

The Samsung R95H is built with an all-new Micro RGB panel that delivers truly impressive color and contrast. And right now at Best Buy, you can save up to $1,000 on one.

The Samsung Galaxy Watch Ultra 2 is available for $699 in a 47mm size, while the Apple Watch Ultra 3 is available for $799 in its 49mm size.

Samsung's Watch Ultra 2 is available in Titanium Silver and Titanium Gray, while Apple offers the Watch Ultra 3 in natural titanium and black, so both brands have similar options.

You want to explore off-gridThe Samsung Galaxy Watch Ultra 2 includes LTE, but the Apple Watch Ultra 3 one-ups that with the latest 5G technology.

Also: I compared the Apple Watch Ultra 3 to Garmin's inReach satellite connectivity - here's the winnerThe major advantage the Apple Watch Ultra 3 has over the Galaxy Watch Ultra 2 is integrated satellite connectivity, which works …

Alison DeNisco Rayome / Elyse Betters Picaro / ZDNETFollow ZDNET: Add us as a preferred source on Google.

But if you're only using it as a more advanced silencing mechanism, you're missing out on a lot of useful features.

Also: I replaced my iPhone battery at the Apple store for the first time ever - and learned a valuable lessonTo set it up, go to Settings > Focus > Do Not Disturb > Set a Schedule > Add Schedule > App > Choose app.

Keep people from seeing you're in DND modeAlison DeNisco Rayome / Elyse Betters Picaro / ZDNETWhen you turn on DND, the default setting shows "(Contact name) has notifications silenced" when one of your contacts goes to text you.

Just go to Settings > Focus > Do…

ZDNET's key takeawaysMicrosoft is merging Copilot and Microsoft 365 Copilot into one unified app.

The Microsoft 365 Copilot app is designed for organizations and professional accounts.

If you use the Microsoft 365 Copilot app with a personal account and not a Microsoft 365 account, you'll notice some visual and navigational changes.

In Windows, the Microsoft 365 Copilot app icon on your taskbar may be refreshed.

If you use both Microsoft Copilot and the Microsoft 365 Copilot app with a personal account, your chat history and content will be migrated to the new unified app.

Earlier this week, I explored the differences (or, really, amazing similarities) between agentic coding AIs, ChatGPT Codex and Claude Code.

Also: Claude Code vs. Codex: Why I use both and how to choose one (if you must)But I'm just one guy.

And, explaining why the numbers don't fully add up, 22% use both Claude Code and Codex (I'm in that cohort).

Claude Code better explains its reasoning as it works, and has more tutorials and community material to learn from (4%).

Claude Code checks the math and data with you, not just the code, when working on Bayesian modeling in JAX and NumPyro.

The woman claimed that AI tools are "taking everyday life and turning it into child sexual abuse."

How will the watermarking actually work? Can it be hidden with editing? And how does this affect code?

AI coding startup Cursor is now officially a part of SpaceX.

A guide on how to check if hackers have broken into your accounts on the most popular AI platforms.

Fusion startups have raised $7.1 billion to date, with the majority of it going to a handful of companies.

PayPal is still reportedly negotiating a potential sale to Stripe and private equity firm Advent, as the fintech firm's new CEO attempts to turn the company around.

Aurora Innovation and Kodiak AI, two companies developing self-driving trucks, have received permits from the California Department of Motor Vehicles.

The AI opportunity is huge but "it would also be a grave error in our minds to let excitement weaken our investment discipline," Kushner warns in his first-ever investment letter.

Over the last couple of weeks, hackers have targeted and broken into the systems of several water plants in the United States. Here’s what we know and don’t know about this wave of attacks allegedly carried out by the Iranian government.

Pocket users have until October 8, 2025, to export their saved articles and other items, including lists, archives, favorites, notes, and highlights.

Unforgetful, the latest app from longtime indie developer Marco Arment, is designed to make reminders harder to ignore — or accidentally dismiss.

Turning off this setting won't affect invisible benchmarks used to identify an AI generated file.

Meta released Glimmer this week, an open-weight AI model anyone can download and run on their own hardware — a contrast to Muse Spark, the company’s more powerful model that stays locked behind its own APIs. The release landed alongside a letter from Mark Zuckerberg arguing AI should be “for everyone” rather than controlled by a handful of labs, but as Equity’s […]

Apple is asking a federal judge to allow it to charge commissions of up to 15% on purchases made through external links in iOS apps.

The idea that GPUs are poorly suited for agentic workflows may be a misconception, according to French startup Kog.

Phys.org reports:

Future fusion power plants aim to recreate the heart of a star here on Earth to power our future energy needs. While the core fusion plasma will burn at hundreds of millions of degrees, the surrounding structural components must handle sudden, punishing heat loads that rival the extreme temperatures faced by spacecraft upon reentry into Earth's atmosphere. Copper and its alloys are primary candidates for handling these intense heat fluctuations, making it vital to understand exactly how the metal behaves when pushed to its melting point. Now, researchers at the Department of Energy's SLAC National Accelerator Laboratory and collaborators have captured a detailed, step-by-s…

An anonymous reader shared this report from TechCrunch: X is significantly expanding its open source codebase, which includes the app's "For You" algorithm and its core ranking engine, and adding a feature that will let users see if their account or posts have been impacted by any of its ranking systems, the social network said on Thursday. The company is making the source code for the "For You" timeline, the default feed you see when you open the app, available on GitHub under the Apache v2 license. It's also expanding its previous efforts to open source parts of its codebase to add more detail, including the model configuration, filter, and core ranking system details. That means it inclu…

Europe is facing its fifth round of dangerously high temperatures this summer, the New York Times reports. Now climate scientists wonder if global warming is doing more than raise temperatures... The weather patterns that create heat domes aren't new, but today they arise on top of the warming caused by greenhouse gas emissions. That makes it more likely that heat waves reach record-shattering temperatures for long stretches. But other environmental changes — natural, human-influenced or both — might also be causing heat domes to become more frequent and longer lasting. And it's these changes that scientists around the globe are trying to puzzle out. One change has to do with the Arctic. Th…

A "massive influx" of jellyfish forced Electricite de France SA to shut three units at its Gravelines nuclear power plant this week and reduce output at a fourth, reports Bloomberg. Just as summer temperatures surged, 3.2 gigawatts went offline — and the power utility was already facing cuts other nuclear sites as high temperatures reduced the river water available for cooling. More details from ScienceAlert: As Politico reports, the Gravelines nuclear power plant spent hundreds of thousands of euros in 2025 to stop this happening again, only to see a repeat 12 months later... Increasing temperatures in the water can produce more of the plankton and animals that jellyfish feed on, as well a…

Less than a year ago he was the #1 richest man in the world. 10 weeks ago he was #2. But yesterday Larry Ellison dropped to #8, Forbes reports, falling behind Nvidia CEO Jensen Huang. Ellison's net worth is now estimated at just $192.6 billion — after a $104 billion decline: Shares of Oracle plunged roughly 54% between hitting a high of just over $250 on June 1 to a low of $114.50 on July 28, though the stock rebounded slightly to $150.52 as of Friday. A decline followed Oracle telling investors it expected to raise $40 billion through debt and equity financing, with capital expenditures surging 162% to $55.7 billion and spending expected to top $95 billion by fiscal 2027. Jacob Bourne, an …

"An engineering director at Google said four years ago that AI would deliver a four-day work week by 2025," remembers the BBC. And earlier this year OpenAI "formally urged companies to start testing out a four-day work week (with no change in pay), claiming that AI will soon be able to speed up so much human labour that the corporate world should prepare itself." However, a former OpenAI technical employee who left the company last year told the BBC the firm never actually trialled the four-day work week it suggested others should try while they were there. Instead, the person described what was often a gruelling work culture marked by frequent "crisis meetings", working on weekends, and "s…

It's not just RAM prices that are going up, writes CNET. "Reports suggest the cost of Windows licenses for manufacturers is rising by up to 10%." Several sites that closely follow Microsoft news, including Windows Central and Windows Latest, have published articles citing a report from Taiwan's Economic Daily News that claims some PC manufacturers are seeing a 7% to 10% increase in the cost of Windows 11 licenses... Because they buy licenses in bulk, they get a sizeable discount over what a consumer would pay for a new copy of Windows 11. But given the existing cost pressures from other components, a big Windows 11 price hike could lead them to pass on some of the added cost to PC buyers. A…

"The European Union's Copernicus climate monitoring service confirmed Monday that June and July were the hottest on record in western Europe," .according to a report from the CBC. "The period saw an estimated 25,000 heat-related deaths." CNN has before-and-after photos of Europe's dried rivers, calling it "a crisis so dire it can be seen from space" River levels are so low that commercial ships have had to reduce their loads by as much as 80% to avoid running aground. It's disrupting supply chains and making shipping more expensive. Other effects of Europe's drying rivers The BBC reports that Romania has "shut down its only nuclear power station because of extremely low water levels in the …

This week Meta CEO Mark Zuckerberg published a 6,500 word open letter titled "The Future is for Everyone". But the BBC is more interested in why big tech executives keep writing manifestos about AI: [Zuckerberg's] vision echoes what AI leaders have expressed in various forms: the product they are building is among the "most important technologies in history." Marc Andreessen, co-founder of early web titan Netscape, perhaps started this trend in 2023 with a 5,000-word essay he called "The Techno-Optimist Manifesto", which argued innovation was the way to solve life's problems... As the International Monetary Fund warns AI could affect nearly 40% of jobs and worsen global financial inequality…

joshuark shares a report from Ars Technica: Dutch officials have warned that a high-severity macOS vulnerability that allows attackers to execute malicious code is under active exploitation. "The NCSC has received a notification indicating that active abuse of this vulnerability has been observed on multiple systems on which port 5900 was accessible from the Internet," the Netherlands National Cyber Security Centrum warned earlier this week. "In all these cases, root had been accessed on the affected system and a Monero crypto miner had been placed." The vulnerability, tracked as CVE-2026-65400, received a patch from Apple last week for macOS Tahoe, Sequoia, and Sonoma. The vulnerability, w…

Astronomers using the James Webb Space Telescope say they may have found a new class of object: a "black hole star," in which a black hole is wrapped in dense gas and radiates in ways that resemble an enormous star. The Guardian reports: The international team made the breakthrough after focusing their attention on a mysterious red spot in images of the early universe captured by Nasa's James Webb space telescope. The object was lurking in the constellation of Cetus, the Whale, billions of light years from Earth. It is thought to have formed 660m years after the big bang, astronomers' leading theory as to how the universe began. Measurements of the exotic body found that while it resembles …

Meta has patented a smart-glasses system that could use facial recognition to identify people and automatically create personalized highlight reels of events such as dinner parties. The patent doesn't guarantee the feature will ship, but it offers a detailed look at how Meta is exploring facial recognition and AI-powered memory capture for its wearable devices. 404 Media reports: "I've generated some highlights of tonight's dinner party. Would you like to see them?" a prompt from the system says, alongside various thumbnails of what look like people laughing, according to one illustration in the patent. One section says the system may personalize highlight files using "user relationship dat…

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.

Подскажите, пожалуйста, какие ошибки в вёрстке и типографике я мог совершить?

Здравствуйте, Илья!

Я разрабатываю игру и столкнулась с задачей, в которой не могу найти удачное визуальное решение. В левом верхнем углу экрана у меня отображаются квесты. Верхняя строка — это глобальная цель («Покиньте подводный комплекс»), а ниже отображается текущий квест и его этапы, которые ведут игрока к глобальной цели. Мне кажется, что сейчас эти два уровня задач недостаточно хорошо отличаются друг от друга, из-за чего игрок может воспринимать их как один список.

Как бы вы пересобрали интерфейс квестов, чтобы различие между глобальным и текущим стало понятным с первого раза? Спасибо!

Когда что-то мучает, крутится в голове и рядом не находится ни одного несчастного знакомого, готового выслушать длиннющую, сбивчивую цепочку рассуждений, «train of thought» из шестидесяти вагонов, нагруженных слабо связанными материалами — справляется блог. Это и есть моя психотерапия: выписать всё, что накопилось, сложить камни на берегу и некоторое время не бросать их обратно.

Stratechery is on vacation the week of July 27. There will be no Weekly Article or Updates. The next Update will be on Monday, August 3. Sharp Tech, and Greatest of All Talk will also return the week of August 3. Sharp China and Asianometry will continue to publish, and there will be one episode of Dithering next week. The […]

My latest fun project is a BASIC interpreter called

Acidica. Classic BASIC is an

old-school language first developed in 1964 that saw an explosion of

implementations on microcomputers in the ‘70s and ‘80s. It’s much more primitive

than the Visual Basic that you might be familiar with.A simple BASIC program:10 INPUT "What is your name"; U$

20 PRINT "Hello "; U$

30 INPUT "How many stars do you want"; N

40 S$ = ""

50 FOR I = 1 TO N

60 S$ = S$ + "*"

70 NEXT I

80 PRINT S$

90 INPUT "Do you want more stars"; A$

100 IF LEN(A$) = 0 THEN 90

110 A$ = LEFT$(A$, 1)

120 IF A$ = "Y" OR A$ = "y" THEN 30

130 PRINT "Goodbye ";U$

140 END Run it, and you get this:What is your name? Ned

Hello Ned

How many stars…

Есть ли сейчас смысл добиваться какой-то частоты контента в личном или профессиональном блоге? Или это миф, что контент должен выходить регулярно? Несколько лет назад слышал, что для отображения в лентах нужно постить регулярно. Насколько это актуально для ТГ?

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This forum is mainly for indie developers and side project builders to discuss ideas. It's designed to encourage people to create their own forums with different topics. I've set up an AI assistant to help me manage things. Its main tasks are: Sending out a daily update with the latest AI news and trends right on schedule Handling user milestones, so members get different roles when they hit certain targets Filtering out spam and unwanted messages To run it, I just rented a very cheap VPS and hosted the forum there. It's a great setup, and I definitely think others should consider it. If you're interested, I've shared the links to my YouTube channel and the forum below. youtube: https://you…

Honestly, huge thanks to this user for the recommendation he posted a while back. It's steadily making about $115 a day for me now. All the info is right there on profile: [ usernameeeeee12 ] submitted by /u/Competitive_Day8169 [link] [comments]

FlowRadio is a free Android app for streaming internet radio stations and podcasts. Features: - Unified search across radio stations and podcasts, filterable by genre, country, and language - Offline downloads for podcast episodes - Playlists, favorites, and listening history - Background playback with lock screen and Bluetooth controls - No paywall, no account required - Minimal ads — shown only on explicit pause-tap or app exit, not during playback Available on the Play Store: [https://play.google.com/store/apps/details?id=com.gowith.flowradio&pcampaignid=web\_share\] submitted by /u/Ok-Ostrich2034 [link] [comments]

Wanted a Spotlight/Raycast-style launcher that actually understood terminal workflows and AI coding agents, since I live in both all day. Ended up building the whole thing: fzf-driven panel behind a global hotkey, clipboard-first (nothing runs without you reading it first), file/app/clipboard/process search, and — the part that was actually the point — indexing every AI agent skill and conversation on the machine so you can use a skill written for one agent CLI inside a totally different one you already have open, just by pointing it at the file. Rust, macOS (Apple Silicon + Intel), Apache-2.0. One-line install, screenshot in the repo. Would genuinely like feedback, especially from anyone r…

We're building Remend, and the idea started with a problem I think most fitness apps miss. Daily progress is tiny. You can be doing the right things for a week and still feel like nothing changed. When people can't see progress, they often give up or jump to something extreme. So instead of opening with a dashboard, Remend starts by asking: Where am I today? Why do I want to change? Where do I actually want to go? That becomes the person's story. From there they choose one main goal and a few smaller side quests — simple promises for the week. Then the app mostly gets out of the way. The person can leave a short end-of-day reflection if they want, while selected activity metrics move in the…

I built this app a few months ago to solve a personal problem of mine: get as much money as possible from the credit cards and memberships I own/pay for to reduce their annual fees. I've saved $2,000+ so far this year. I decided to put it out (completely free) and since then, 200+ people have signed up, not a lot but it's something. I've gotten some feedback but I'd like to continue to grow it organically and make it better for other people's needs. There's a dedicated button within the app to report feedback/issues, so go nuts! TIA submitted by /u/TallSalary9501 [link] [comments]

I've been building Ash because I wanted something completely different from a normal, cloud-hosted AI chatbot. Instead of asking an AI what I should do and then copying/pasting everything myself, Ash is a fully local workspace. She uses local tools to actually work with files, email, browser tasks, calendars, and ongoing goals. The biggest difference? Zero cloud data leakage. You download and extract Ash as a local folder. Everything—your context, your files, your history—stays 100% on your machine. The part I'm most interested in is continuity: If something is unfinished, Ash keeps track of it. If something changes in your files, she notices it. If one approach doesn't work, she pivots and…

Humans evolved. Video sharing… apparently didn’t. We went from cave drawings to DMs, but somehow we’re still sending videos and getting “😂, 🔥 or “LOL” back. Vidrip fixes the part we somehow forgot: the actual reaction. Send the video. See their face. Get the moment back. I'm a developer taking my first real swing at marketing, so I'd genuinely love any feedback! submitted by /u/vidripapp [link] [comments]

Hey everyone, A couple of weeks ago, I posted about Kal, my programming language written from scratch. I am really happy to share a glimpse of Kal's own package manager! Kal v0.1.0 shipped with a package system that lets you add and use third party Kal packages. But, that process was completely manual. You’d have to clone the package, place it in the right directory, clone the package’s entire dependencies all by yourself, one after another. :( The package manager changes everything. One command automates all! Instead of being a separate executable, the package manager ships as part of the Kal interpreter itself. Here’s what it can do: Install Kal packages from Github, or any git hosting se…

Customers often times send logos as pdf or svg and half the time it’s just a photo or png stuck inside. We can’t print it big and someone has to email them about it every day. So I made https://www.vecpath.com/ Drop a file in and it tells you straight up if it’s real vector or not. :) submitted by /u/AgeFar619 [link] [comments]

So, I built an AI voice agent and interrupted like a fool. It didn't break. I agree it is not near to perfect but just built for fun as a weekend fun project nothing serious. How was your weekend going so far... submitted by /u/Charming_You_8285 [link] [comments]

(My last game was not...playable, kind of.) I was on my bike and thought, 'What if tic-tac-toe was better?' So I made this 7x7 tic tac toe , get 5 in a row to win. With every turn (except the first one), you have to choose from 3 cards; 2 are perks you can use in the game, and one is empty (unlucky.) The perks can be blocking your rival from playing, undoing where he placed his X/O...even bombing an area of the grid. Also there's a rare suicidal perk where you have a 50/50 chance of restarting the game or your rival winning instantly; use as a last resort. It's still in testing. I'm not sure if the AI is smart and knows how to play, really, so tell me in the comments. Here's the URL: https:…

Every weather app I tried buried the numbers under decoration, so I made WeatherApp for myself: one screen, readable at a glance, on Android and Wear OS. The latest update adds rain radar to both, so you can swipe straight into hourly, daily or radar, and two forecast sources on the phone - MET Norway and Open-Meteo - so you can see when the models disagree instead of trusting one. No ads, no subscription, no account. Both APIs are free and the app calls them from the device, so there's no backend for me to pay for - that's the whole "no catch". https://play.google.com/store/apps/details?id=com.github.pioterl.weatherapp - happy to answer anything 😄 submitted by /u/VisualComplex7408 [link] […

been building a free one tap arcade game solo since mid July (loopchomp.com). growth was all reddit posts until last week i tried something a silly ai video a 15 second video of a cowboy betting viewers he could hit a bullseye, and if he did they had to play my game. he hit it. cost me like $4 in api cost . Has anyone else replaced their marketing budget with a ai video model? submitted by /u/Earningsalgo [link] [comments]

hi everyone! half a year ago my friend and I started a pretty simple movie community called Return by 9 just to discuss film/things we watched/share memes/discover new stuff. I happened to be in the middle of learning python at the time so I put together a discord bot to keep us organized and it's grown massively in scope. What it is now: a website that works as a 2-part tool to help discover and watch movies. One part works to incetivize watching movies through commitment and digital rewards while the second uses your taste to find new movies that you'll enjoy. fun stuff about it: A Fun Ritual The core of the club experience is "renting" movies. It's basically a commitment to watch a film …

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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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The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Aug. 10 – Aug. 14) appeared first on EU-Startups.

Cashflows, a London-based FinTech payments company that makes it easy for businesses to accept payment, has invested in Tap & Go, a Blackpool-based startup specialising in card payment technologies and merchant services. The investment amount was not disclosed. Tap & Go plans to deploy this capital toward its continued growth, enabling customers to benefit from […]

The post Two female-led UK FinTechs join forces as Cashflows invests in Blackpool’s Tap & Go appeared first on EU-Startups.

With Stockholm-based Lovable announcing a €343 million Series C this week, we decided to take a closer look at Sweden’s startup funding landscape in 2026 so far. Sweden has produced some of Europe’s largest startup funding announcements this year, with Stockholm-based companies accounting for much of the capital covered by EU-Startups. From HealthTech and AI […]

The post The 10 biggest startup investments in Sweden this year appeared first on EU-Startups.

LORILLION, a Coventry-based engineering and R&D company specialising in bespoke electrification solutions and clean-energy technologies, has secured a multi-million-euro (multi-million-pound) investment from Portsmouth-based maritime technology company SubSea Craft. With this investment, SubSea Craft has acquired a 40% equity interest in LORILLION. This investment aims to strengthen the UK’s sovereign capability to design, industrialise, and manufacture […]

The post SubSea Craft makes multi-million-euro investment in UK battery specialist LORILLION, acquiring 40% stake appeared first on EU-Startups.

adesso, a Dortmund-based provider of insurance-specific software and technology solutions, has acquired omni:us, a Berlin-based startup specialising in AI-powered claims processing. The transaction combines adesso’s insurance and software expertise with omni:us’ AI technology. adesso also plans to progressively integrate omni:us technology into its core insurance platform, the in|sure Ecosphere. omni:us solutions will be further developed […]

The post Berlin AI InsurTech startup omni:us acquired by Dortmund’s adesso embed AI into core insurance systems appeared first on EU-Startups.

The Hong Kong Trade Development Council (HKTDC) will host two prominent exhibitions from 13-16 October in Hong Kong – the Hong Kong Electronics Fair (Autumn Edition) and electronicAsia, jointly organised by HKTDC and MMI Asia Pte Ltd. The fairs will be held at the Hong Kong Convention and Exhibition Centre (HKCEC), showcasing the latest consumer […]

The post Hong Kong Electronics Fairs (Autumn Edition) and electronicAsia: cutting-edge technologies on display this October, shaping the future of industries (Sponsored) appeared first on EU-Startups.

Aisot Technologies (Aisot), a Zurich-based startup offering AI-driven portfolio intelligence for institutional investors, has closed a €2.13 million (CHF 2 million) Seed extension round. The round was backed by existing and new investors, including family offices and experienced angel investors. Also joining as a new investor is Felix Haldner, former Partner at Partners Group and […]

The post ETH Zurich spin-off Aisot Technologies bags €2.13 million to bring agentic AI to portfolio management appeared first on EU-Startups.

AMDB Security Pro, a Lyon-based engineering company providing mechanical anti-theft systems for excavators and mini-excavators, has announced the close of a €2.68 million ($3.1 million) Seed funding round from two American private investors. The company plans to use this capital to accelerate its establishment in the United States, where it plans to set up a […]

The post Lyon’s AMDB Security Pro locks in €2.68 million to take its excavator anti-theft systems to the US appeared first on EU-Startups.

In this exclusive interview, we sit down with Nikita Miller, Chief Product Officer at Perk, formerly known as TravelPerk, to explore the company’s transformation from a business travel platform into an AI-native travel and spend management ecosystem, as well as its ambitions for international expansion. Nikita joined Perk in September 2025 at a pivotal moment […]

The post The EU-Startups Podcast | Interview with Nikita Miller, Chief Product Officer at Perk appeared first on EU-Startups.

Duolingo, the Pittsburgh-based mobile learning platform, has acquired Animade, a London-based animation and motion design studio known for its work in product storytelling, brand, interactive experiences, and character animation. The acquisition expands Duolingo’s in-house design studio and strengthens its creative capabilities, which are central to building engaging product experiences. Neither company disclosed the financial terms […]

The post Duolingo acquires London-based animation studio Animade to strengthen its creative capabilities appeared first on EU-Startups.

Mindgard, a Boston and London-based AI security startup, has closed a €26 million ($30 million) Series A financing to scale the company across product, engineering, sales, and marketing in response to significant customer demand. The round was led by Album VC with participation from Karma Ventures and existing investors .406 Ventures, Atlantic Bridge, IQ Capital, […]

The post Lancaster University spinout Mindgard lands €26 million to secure enterprise AI systems appeared first on EU-Startups.

Millow, the Gothenburg-based FoodTech company producing mycelium-based protein ingredients for foodservice, has closed a €2 million funding round to expand its production capacity and scale its commercial team for the Nordic foodservice market. The round was led by serial entrepreneur and angel investor Magnus Emilson, with participation from Jan Enhager, co-founder of Vitamin Well, the […]

The post Gothenburg’s Millow secures €2 million to scale clean-label protein made from oats and mycelium appeared first on EU-Startups.

What is the one habit that got you here that is quietly killing you right now? I put that question to a room full of founders at the EU-Startups Summit in Malta this May, and I could see it land. Every founder in that room had a habit they were proud of – a personal […]

The post Unlearn or expire: Why unlearning speed matters more than learning speed appeared first on EU-Startups.

Swedish AI software creation platform Lovable has raised €343 million ($400 million) in Series C funding at a €11.4 billion ($13.3 billion) valuation, as the Stockholm-based company looks to expand its platform, infrastructure and global team. The round was led by Menlo Ventures and co-led by the Scaleup Europe Fund, managed by EQT. New investors include […]

The post Lovable raise €343 million Series C to expand its platform, infrastructure and global team appeared first on EU-Startups.

Entravel Group, the TravelTech founded in 2026, has raised €6.5 million ($7.5 million) in funding to secure larger supplier credit facilities, process higher booking volumes and expand its white-label model into traditional travel. The round was co-led by Ethereal Ventures and Finality Capital, with participation from GSR, Varrock, G1 Ventures, Seier Capital, Veris Ventures, Funfair […]

The post Entravel Group raises €6.5 million to secure larger supplier credit facilities appeared first on EU-Startups.

This week, we tracked more than 35 tech funding deals worth over €763 million and over 10 exits, M&A transactions, rumours, and related news stories across Europe.

If email is more your thing, you can always subscribe to our newsletter and receive a more robust version of this round-up delivered to your inbox.

❗ Want to explore the data in more detail?

The free, open-access Tech.eu Funding Explorer offers deeper insights into funding rounds, investor activity, company profiles and market trends.

Either way, let's get you up to speed.

For Rita Barbosa, the idea for her startup, Guardian Labs, began when a phone scam targeted her grandmother.

Stopping the scam before the phone even ringsGuardião serves as an AI layer between an incoming call or message and the recipient.

Its models run locally on the phone, rather than sending the contents of calls or messages to a remote server.

You can see the spam calls, messages, everything.

If you have an overview directly on your phone, and your phone already has this information, it's easier to stop these scammers,” she said.

Uber is upping its robotaxi offensive across Europe, after signing an expanded partnership with a Chinese autonomous driving company.

The collaboration dates back to May 2025, when Pony.ai and Uber first announced plans to bring Pony.ai robotaxis onto the Uber platform in international markets.

Uber and WeRide announced plans to launch a robotaxi pilot in Madrid this year, while Lyft is looking to bring robotaxis to Europe next year.

China’s Baidu said that its autonomous driving unit has undertaken test drives in Switzerland while the likes of BMW and Volkswagen have been exploring autonomous driving tech.

It reflects our shared commitment to bringing safe, reliable Robotaxi services to mo…

The new CEO of Monzo is a “huge advocate” of Monzo’s business bank, according to its general manager, who hailed hitting one million business customers as “really big”.

Last month, the UK digital bank, which has over 16 million customers across retail and business banking, said Monzo Business, which launched in 2020, had hit one million business customers.

Jordan Shwide, general manager, Monzo Business, said that Monzo CEO Diana Layfield, appointed in October last year, and Monzo staff were shown a video when it hit the 1m mark, featuring interviews with its business customers.

But there was a discussion pre-launch about calling it Monzo for Business, instead of Monzo Business.

However, the…

German robotics company NEURA Robotics will acquire the ACTIVE Shuttle driverless transport system from Bosch Rexroth effective October 1, 2026.

NEURA Mobile Robots is acquiring the ACTIVE Shuttle's hardware and software and will also offer service to customers in the future.

NEURA plans to gradually integrate the ACTIVE Shuttle into its Physical AI ecosystem and expand it with AI functionalities and interfaces to the NEURA Group's technologies.

NEURA Robotics aims to connect different types of robots — from mobile platforms and industrial robots to humanoids — through a shared physical AI infrastructure.

According to David Reger, founder and CEO of NEURA Robotics, Europe possesses an incre…

Mobile learning platform Duolingo has acquired Animade, a London-based animation and motion design studio.

The team will join Duolingo's Design Studio, increasing the company's capacity to support product innovation, growth experiments, and new creative initiatives across the business.

The acquisition also expands Duolingo's creative presence in the UK, reinforcing its continued investment in world-class talent.

"Since day one, Animade has been on a mission to share joy through thoughtful design and animation," said Jen Judd, Co-Founder of Animade.

"Great products aren't defined only by what they do, but by how they make people feel," said Mig Reyes, Head of Design at Duolingo.

Swedish fintech giant Klarna and UK payments fintech Zilch have today launched new membership packages, as they look to take on incumbent credit card firms and lock in customers with perks.

Its four membership packages range from €4.99 a month, Klarna Everywhere, to €44.99 a month, which is called Klarna Max.

Klarna Max offers 23 subscriptions, including to NordVPN and The New York Times, and a premium rose gold metal card.

Klarna Max membership is now cheaper than AmEx Platinum, which costs around €760 a year, Klarna pointed out.

Meanwhile, Zilch, the London fintech credit and debit provider, is also today rolling out new membership packages, its first paid memberships.

According to Tech.eu’s H1 2026 report, Germany ranked as Europe’s second-largest technology funding market, with companies raising €6.3 billion across 267 deals.

Investment was concentrated in several key sectors, with robotics, fintech, security, AI and software accounting for a significant share of total funding.

Overall, Germany’s H1 2026 funding landscape was shaped by several large investments, particularly in robotics, defence and fintech, alongside a diverse pipeline of earlier-stage companies across the wider technology ecosystem.

For further insights into funding trends across the European technology ecosystem, check out Tech.eu's Funding Explorer, free and open to everyone.

Here a…

Christina Rebel is the CEO of CAD ROOMS, a female-founded engineering collaboration platform running on EU-hosted infrastructure and built specifically for distributed hardware engineering teams.

From open-source hardware to CAD ROOMSRebel has over a decade of experience in cloud engineering collaboration, digital manufacturing, CAD data management, and distributed product development.

Their existing systems are often decades old, and people hate using them.”Europe can fund research — but can it fund hardware companies?

The China problem in European hardware sovereigntyIn terms of European hardware sovereignty, Rebel sees electronics as a major sticking point.

When the company launched its …

Swedish foodtech company Millow has raised €2 million in funding to expand production capacity and strengthen its commercial operations as it targets the Nordic foodservice market.

Founded in 2020, Millow develops mycelium-based protein ingredients for the B2B foodservice and retail markets.

Unlike plant-based alternatives, Millow's product is fungi-based and is designed to work in the kitchen in formats already familiar to chefs.

The new capital will be used to increase production capacity and build out Millow's commercial team as the company expands in the Nordic foodservice market.

Millow is currently in discussions with major foodservice operators and distributors across the region, wit…

UK-based water technology startup Metal Morph has raised £700,000 in pre-seed funding to advance its technology for recovering industrial resources from water and wastewater treatment processes.

Founded in 2025, Metal Morph is developing an infrastructure-as-a-service solution that recovers industrial materials from municipal and industrial wastewater.

The company plans to expand its technology to recover standalone metals from industrial wastewater and mining tailings.

With Metal Morph, I want to help change that reality.

Metal Morph is working with six UK water utilities, which together represent 56 per cent of the UK water market.

Today sees the expansion of QuBriC, Europe's first Marie Skłodowska-Curie Actions (MSCA) Doctoral Network dedicated to quantum error correction (QEC), with the addition of fault-tolerant quantum computing scaleup Alice & Bob.

Quantum error correction is widely recognised as the key to building scalable, fault-tolerant quantum computers.

QuBriC aims to bridge that divide by training researchers across the full quantum error correction stack - from theory and algorithms to hardware implementation.

"Quantum error correction sits at the heart of any fault-tolerant quantum computer, interacting with all aspects of it.

Advised by Nobel Prize-winning researchers, Alice & Bob specialises in cat qub…

Swedish vibe-coding startup Lovable has raised $400m in new funding, at a $13.3bn valuation, more than double its valuation at its last funding round, in a round which was co-led by Europe’s new €5bn investment fund.

Lovable, one of Europe’s most prominent startups, has raised a Series C round which was co-led by Silicon Valley investor Menlo Ventures and the Scaleup Europe Fund, managed by EQT.

The new funding is more than double Lovable’s December 2025 $6.6bn valuation when it raised $330m.

Other investors in the round include Europe’s Balderton Capital and Carmignac, Latin America-based Kaszek Ventures and LTS Growth, Asia’s Tencent and World Innovation Lab and US-based investor Regent.

…

The VC giant, which has backed Lovable, Synthesia and other current prominent European startups, has raised an enlarged $800m fund to invest in early-stage startups across Europe and Israel as part of an overall $3.5bn raise to invest in early-stage startups globally.

Accel, which has offices in Silicon Valley, London and Bangalore, has raised $3.5bn in new funds in total, which is split across four funds.

These are $1.35bn for a global expansion fund, geared to larger early-stage rounds and follow-on investments; $800m for investing in US startups; $800m targeting European and Israeli investments; and $550m placing bets on Indian startups.

Accel said: “These funds support our early-stage s…

MSCA Doctoral Networks bring together universities, research organisations and businesses to train doctoral researchers while tackling real-world innovation challenges.

Doctoral Networks recruit and train doctoral candidates through joint research projects.

A recent study of selected industry-focused MSCA Doctoral Networks found that some highly innovative projects generated almost one patent each, illustrating the programme's contribution to knowledge transfer and commercialisation.

Cross-sector collaboration is at the heart of the MSCA, enabling researchers and businesses to exchange knowledge, build long-term partnerships and develop skills that can support innovation.

By strengthening c…

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.