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Jul 13, 2026Jurassic Park computers in excruciating detailAfter I mentioned a Jurassic Park anecdote the other day, I watched the movie again.

Jurassic Park Control RoomAll computers and software are located in the Control Room on the desks of two engineers, Dennis Nedry and Ray Arnold.

The book The Making Of Jurassic Park has interesting details about how they designed the Control Room.

When Dennis is revealed to be working at Jurassic Park, he had Jaws played on his left screen[7].

cd /usrSGI was super happy to see this since they mentioned "YOU SAW IT IN JURASSIC PARK!"

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I have studied the programs states have launched to address the needs of these large electricity customers.

Finally, the analysts set prices that are designed to recover the costs allocated to each customer group.

So, the costs that are allocated to you are directly reflected in the electricity prices that you pay.

Costs associated with overall peak usage are typically split proportionally – but this opens an opportunity for data centers to exploit the system.

Data centers often are able to fine-tune their electricity consumption, using more one minute and less another, in ways that residential users can’t easily replicate.

2 b a v ≤ c v .Define two coprime homogeneous translation weightsA = a u + v , B = b u c v . A=a^{u+v},\qquad B=b^u c^v.

A M − r B r .The choice u > H + 1 u>H+1 u>H+1 places different copies in disjoint bands of the b b b-exponent.

A bounded homogeneous-radix lemma proves that coefficient sums∑ r = 0 M s r A M − r B r , 0 ≤ s r < 4 A B , \sum_{r=0}^{M} s_r A^{M-r}B^r, \qquad 0\le s_r<4AB, r = 0 ∑ M ​ s r ​ A M − r B r , 0 ≤ s r ​ < 4 A B ,contain a full interval of width at least 2 A B M + 1 2AB^{M+1} 2ABM+1.

For each of linearly many indices s s s, fix a b b b-exponent just beyond every AP band.

Their combined contribution isΩ ( M B M ) , \Omega(MB^M), Ω ( M B M ) ,while the lower endpoint…

“I’m proud to work for the VPD because it’s one of the greatest cities to live in.

And the VPD just offers so many different opportunities.

Every day you go out into the field and you have a chance to help people.”

A fleshed-out linear/jira ticket is essentially done aside from the code writing, review, and deployment.

Because these final steps are nearly automated for us these days.

But where do you track the work that goes into writing a good ticket (aka prompt)?

Is the answer ticket-writing tickets?

And even then we might not be sure of the size of the work.

FX-870P EmulatorA browser-based emulator for the Casio FX-870P (also sold as the VX-4) pocket computer, written in TypeScript and Vue 3.

This emulator is a full port of the original Delphi reference implementation to the web platform.

CreditsThe original emulator is available on the PISI and credit is given to the original author of the amazing suite of emulators available on this site.

This implementation is designed to purely make the code behind that emulator available to a wider audience on the internet.

This version of the emulator implemented by Mark Wickens, the source code is hosted on GitHub here and it is hosted if here you want to try it.

‹ back to projectsLeMario: Super Mario Bros trained on a JEPA ModelI wanted to reproduce LeWorldModel, a small Joint-Embedding Predictive Architecture (JEPA) that learns world dynamics from pixels and actions.

Each training sample contains four Mario frames.

Its job is to answer: Given what the previous frames looked like and which buttons were pressed, what should the next frame’s latent look like?

The encoder itself considered the wrong scene fairly close (as we can see from the start and goal frame above).

Where I landed Despite LeMario not learning to play Super Mario Bros. perfectly, it was still able to capture short-horizon, action-conditioned dynamics.

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Microsoft attributed the burgeoning patch counts to vulnerability discoveries aided by artificial intelligence.

Microsoft also addressed three zero-day flaws that are already being exploited in the wild.

As AI advances the state of vulnerability discovery and remediation, it is also making it easier for attackers to quickly devise working exploits for known software flaws.

Backing up your Windows system and/or data is always a good idea before applying operating system updates.

It’s not uncommon for security patches to introduce system stability issues, and those chances probably increase quite a bit with the gigantic patch count released today.

Dependabot now waits until a new release has been available on its registry for at least three days before opening a version update pull request.

This cooldown is now the default and requires no configuration.

A few things to know:The default applies only to version updates.

Use the cooldown option in your .github/dependabot.yml to set a different window or opt out entirely.

This default applies to Dependabot version updates across all supported ecosystems on github.com and will take effect in GitHub Enterprise Server (GHES) 3.23.

picchio One Python file that measures local LLMs: effective bits per weight, the three tok/s lanes, and silent CPU fallback.

The 36 tok/s I remembered from bare llama.cpp reproduced in no cell of a 32 cell matrix (silent CPU fallback).

A .gguf path gets the full llama.cpp diagnosis; an ollama tag gets measurement mode.

Exit codes, for scripting: 0 healthy or no evidence, 2 could not run, 3 partial offload, 4 silent CPU fallback, 5 conflicting evidence.

The lanes fail separately; the chart is two real runs from examples/, 4 of 10 cpu threads on the CPU side.

When I want to add sprinkles of interactivity to a web application, I'm a big fan of using HTMX.

If you're following along, go ahead and add the following markup to the base.tmpl file:File: assets/html/base.tmpl {{define "base"}} {{template "page:title" .

}} Example website {{template "page:content" .}}

For 422 Unprocessable Content responses, HTMX swaps the response content into the target as normal.

For any other response, HTMX swaps the response content into the target as normal.

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A developer opens a repository in Cursor on Windows, and if that repository contains a malicious git.exe in the project root, Cursor will execute it automatically.

‍A Strange Response to a Straightforward ProblemThe most confusing part of this disclosure is the absence of a response from Cursor.

At some point the conversation shifts from vulnerability disclosure to a more uncomfortable question: What exactly is the security process for?

The fact that such a straightforward issue can persist for months without remediation should concern every individual and organization currently deploying Cursor.

Full disclosure is the nuclear option of vulnerability disclosure, reserved for situations wher…

Today, we're announcing Bonsai 27B, based on Qwen3.6 27B, the new multimodal flagship of the Bonsai family and the first model of its capability class to run on a phone.

1-bit Bonsai 27B uses binary {−1, +1} weights with the same group-wise scaling, giving 1.125 effective bits per weight.

By intelligence density — the measure we introduced with 1-bit Bonsai 8B — 1-bit Bonsai 27B delivers 0.53 per GB: more than 10x the full-precision baseline, and roughly 2.7x the best low-bit alternative available.

Carousel I: End-to-end agentic workflow with Hermes, powered by our Ternary Bonsai 27B model on NVIDIA GeForce RTX 5090.

At about 4 GB, 1-bit Bonsai 27B is the first to pass through with room to …

Principal Security Engineer/ Security Engineering Lead/ CISO"Men wanted for hazardous journey.

Low wages, bitter cold, long hours of complete darkness.

Safe return doubtful.

Honour and recognition in event of success"You gotta be in founder mode.

The Tower Keeps RisingI feel that some vibecoded software changes somewhat randomly and unexpectedly.

That made me think about Bruegel’s “The Tower of Babel” which shows an already quite chaotic depiction of the Tower of Babel.

They share a language and with that shared language they can combine their work into something no one of them could build alone.

Before agents, some of this shared understanding was maintained by friction.

At Babel, the loss of common language stops construction whereas in AI-assisted engineering, construction can continue after shared understanding has already collapsed.

Rating agency S&P Global has lowered Oracle's creditworthiness from BBB to BBB- – this is the lowest notch in the so-called investment-grade area.

S&P had already set the outlook for Oracle to “negative” in July 2025, warning of precisely this scenario.

95 billion dollars in investments, 42 billion deficitAccording to S&P, the core of the problem is Oracle's enormous investments in expanding AI data centers.

S&P forecasts a deficit in free operating cash flow of almost 42 billion US dollars for the 2027 fiscal year.

For the 2027 fiscal year, which ends in May next year, Oracle had raised its spending forecast to 90 to 95 billion US dollars – S&P had previously only assumed 60 billion.

MARCO NETTGetting an old doorbell onto Home Assistant, powered by the bell itselfMeasuring input latency on Linux: X11 vs Wayland, VRR, and DXVKTwo years ago, I switched to Linux on my gaming PC.

Display server (X11 vs Native Wayland)A lot of people still use X11 over Wayland because Wayland is said to have much worse input lag.

click2photon latency: X11 / Wayland, VRR, low-latency Diabotical, 500 Hz QD-OLED, RTX 4070 SUPER, 300 clicks per case.

Here is the fastest case:Latency distribution: fastest case (X11, VRR, low-latency)So, does X11 have lower latency than Wayland?

Configuration VRR off VRR on Difference X11, low-latency 4.64 ms 4.21 ms -0.43 ms X11 4.79 ms 4.45 ms -0.34 ms Wayland, …

“ In collaboration with Agnost AI, we have integrated comprehensive observability features into MCP Toolbox for Databases.

”“ Agnost AI is very useful in tracking analytics and error rates.

”“ Our Voice BDRs got meaningfully better at booking meetings once Agnost AI surfaced the patterns behind the conversations that actually converted.

”1,247 feature requests surfaced from user chats “ Agnost AI showed me users were asking for features we don't even have.

”“ Agnost AI is how we make our agents better.

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Last week we talked about how tech weaponizes empathy language to insulate decision-makers from users.

The reason empathy has failed to produce better user experiences is the same reason that a decade of “delight” has only made apps more frustrating.

Erika HallOur systems do not respect the user by designI try to avoid quoting articles more than once on the Picnic.

No One’s Happy, Appearing Productive in the Workplace (emphases mine)The disrespectful product roadmapThis disrespect inevitably trickles down to users.

Making software that is inherently respectful, rather than merely not disrespectful, is not easy.

Looking Back, Looking ForwardComputation started as a puzzle.

It's a competition to see how much compute and money we can throw at our problems before they fix themselves.

Exascale datacenters keep growing, gigawatt compute farms keep chugging more electricity, and billion-dollar networks keep asking for more money.

As mainstream computers hog more and more resources, meaningful computation remains essential at the scale of kilobytes, kilohertz, and nanowatts.

How far can today's modest resources really go?

A developer opens a repository in Cursor on Windows, and if that repository contains a malicious git.exe in the project root, Cursor will execute it automatically.

‍A Strange Response to a Straightforward ProblemThe most confusing part of this disclosure is the absence of a response from Cursor.

At some point the conversation shifts from vulnerability disclosure to a more uncomfortable question: What exactly is the security process for?

The fact that such a straightforward issue can persist for months without remediation should concern every individual and organization currently deploying Cursor.

Full disclosure is the nuclear option of vulnerability disclosure, reserved for situations wher…

I got curious about what HTTP headers Chrome is requesting so I stood up a trivial HTTP server and this is what is on the wire.

The sec-ch-ua stuff is a modern replacement for User-AgentDNT , sec-gpc , and permissions-policy are various requests to preserve my privacy.

In general sec- is a “forbidden request header“: only the browser is allowed to set these headers, not Javascript on the page.

This lets you set more headers at the end of an HTTP request instead of the start.

They don’t work with the simplest request format since there’s no way to identify the end of the HTTP body.

The Memory Heist How I tricked Claude into leaking your deepest, darkest secrets July 9, 2026Take a look at this Claude conversation.

server log $ bun dev Claude navigated to /a Claude navigated to /ay Claude navigated to /ayu Claude navigated to /ayus Claude navigated to /ayush Claude navigated to /ayush- Claude navigated to /ayush-p Claude navigated to /ayush-pa Claude navigated to /ayush-pau Claude navigated to /ayush-paulI had done it, arbitrary data exfiltration from Claude's sandbox!

Browse user profiles alphabetically: https://coffee.evil.com/ a https://coffee.evil.com/ b https://coffee.evil.com/ c https://coffee.evil.com/ d https://coffee.evil.com/ e https://coffee.evil.com/ f https…

Generative colors with CSSI just updated the CSS for my website to use a fork of Kelp UI, which includes a much more consistent and easy-to-maintain class system than I had before.

While it mostly looks the same as before, the biggest change was to the color palette.

I’m now taking advantage of relative colors with the oklch() CSS function to dynamically generate all of the colors used on this site from just six hex codes defined as CSS variables.

The oklch() CSS functionThe oklch() CSS function lets you create a color by defining its…Lightness - the perceived brightness.

: root { --color : #007ab7 ; --color-05 : oklch ( from var ( -- color ) 18.5 % c h ); --color-10 : oklch ( from var ( --…

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Furthermore, a native, compatible implementation lets us use inotify in the Linuxulator "for free," which helps quite a few Linux binaries run directly on FreeBSD.

In fact, it turned out that the lack of a native inotify implementation was a sore point for quite a few FreeBSD users.

In particular, each monitored object gets a unique watch descriptor associated with the inotify descriptor.

inotify in FreeBSDAfter several months of development, testing and code review, our inotify implementation for FreeBSD has landed in the development branch and will be available in FreeBSD 15.0 and 14.4.

The FreeBSD inotify implementation also neatly handles file accesses via the NFS server.

Comments

Comments

When I want to add sprinkles of interactivity to a web application, I'm a big fan of using HTMX.

If you're following along, go ahead and add the following markup to the base.tmpl file:File: assets/html/base.tmpl {{define "base"}} {{template "page:title" .

}} Example website {{template "page:content" .}}

For 422 Unprocessable Content responses, HTMX swaps the response content into the target as normal.

For any other response, HTMX swaps the response content into the target as normal.

What is verifiable inference and why it would make AI outputs much more useful.

AI agents are increasingly being used to review code, summarize documents, analyze contracts, and answer questions.

A code review could be accompanied by proof that it was generated by a specific review agent.

Verifiable inference does not make models more accurate or more trustworthy.

As AI becomes infrastructure, verifiable inference may become as fundamental as HTTPS or code signing.

Financial Times:

Sources: Oracle leads the race to sell “air-gapped” cloud services to Japan that the US says are key to secure intelligence sharing between Tokyo and its allies — Larry Ellison's group proposes ‘air-gapped’ network as US pressures Tokyo to tighten security of sensitive data

Wall Street Journal:

The UAE gained broader US AI chip access after aiding the US in the Iran war, letting G42 buy freely for at least nine months; G42 plans to become a US company — Gulf state's main AI firm can freely buy the chips and has a plan to become a U.S. company — The United Arab Emirates …

Bernhard Warner / New York Times:

Daniel Ek's Neko Health, which offers AI-based full-body scans, raised $700M co-led by Lightspeed and O.G. Venture Partners, sources say at a ~$7B valuation — The health tech start-up co-founded by Spotify's Daniel Ek is worth billions more after a new $700 million funding round.

Ryan Lawler / Axios:

NYC-based Hadrius, which provides AI-native compliance tools for financial services, raised a $22M Series A led by CRV with participation from Y Combinator — Hadrius, which makes compliance software for financial firms, raised a $22 million Series A, CEO Thomas Stewart tells Axios exclusively.

Milana Vinn / Reuters:

Sources: Stripe and PE firm Advent International have jointly offered $60.50/share to acquire PayPal, a 28% premium to Tuesday's close, valuing it at $53B+ — Payments company Stripe and private equity firm Advent International have made a joint offer to acquire PayPal Holdings Inc (PYPL.O) …

Marina Temkin / TechCrunch:

Sources: OpenAI researcher Miles Wang is leaving the company to launch an AI drug discovery startup, and is in talks to raise $200M at a $2B valuation — Miles Wang, an OpenAI researcher whose work includes using AI to accelerate scientific and biological discovery, is leaving the ChatGPT maker …

Wall Street Journal:

Meta is sued by 26 current and former employees, who allege its use of AI in May layoffs unfairly targeted workers with disabilities or on protected leave — Lawsuit alleges social-media company relied on AI that disproportionately targeted workers with disabilities or who were on medical or parental leave

Politico:

Sources: multiple GOP governors and large utilities are expected to join Trump's pledge for data center developers to cover their energy use and infrastructure — President Donald Trump is expanding his data center pledge to include some Republican governors and several large utilities …

Ivan Penn / New York Times:

Monitoring Analytics: PJM's recent electricity auction is expected to add $6.3B to customers' bills in 13 states and DC through 2029 due to data center demands — A power auction conducted by a giant grid operator is expected to add $6.3 billion in additional charges to consumers and businesses …

Mike Wheatley / SiliconANGLE:

InstaLILY, which develops AI agents to automate sales, operations, and service workflows, raised a $60M Series B led by Energize Capital — Enterprise automation startup InstaLILY Inc. said today it has closed on a hefty $60 million Series B round of funding that brings its total amount raised to date to almost $100 million.

Max A. Cherney / Reuters:

Sources: CoreWeave is exploring the use of financial derivatives as a potential hedge against a future drop in memory and storage chip prices — AI cloud computing company CoreWeave (CRWV.O) is exploring the use of financial derivatives as a potential hedge against a future drop in memory …

Ej Dickson / Wired:

Study: social networks drove 5.7M+ visits to nudify sites between December 2025 and March 2026, with YouTube accounting for 1.82M and X for 1.3M visits — A new study found that social media platforms are referring people to sites where they can create nonconsensual, sexually explicit deepfakes for as little as $1 an image.

David Ingram / NBC News:

OpenAI says Apple's claim that OpenAI never responded to its concerns is false; emails: an Apple lawyer mixed up two OpenAI staffers in Apple's initial outreach — A lawyer for Apple apologized for mixing up two OpenAI employees with the names Wang and Chang.

Derek B. Johnson / CyberScoop:

The Trump administration launches the “Gold Eagle” federal clearinghouse for sharing AI cyber threat information between the government and private sector — The White House said the clearinghouse has already started to receive intelligence on vulnerabilities and prioritize patches.

Samantha Subin / CNBC:

Cybersecurity stocks rallied on Tuesday after IBM CEO Arvind Krishna flagged cyber fears as a top priority for customers; CrowdStrike jumped 12%, Okta rose 11% — Cybersecurity stocks jumped on Tuesday after IBM CEO Arvind Krishna flagged cyber fears as a top priority for customers in the company's preliminary second-quarter results.

Muvija M / Reuters:

The UK government proposes a default overnight social media curfew for 16- and 17-year-olds and disabling features like auto-play and infinite scroll by default — Britain will introduce a default overnight curfew on social media apps for 16- and 17-year-olds, the government said …

Mark Gurman / Bloomberg:

Sources: OpenAI's first device will be a moveable, screen-free smart speaker with a camera and sensors, meant to serve as a humanlike AI companion — OpenAI's much-anticipated push into consumer devices is slated to begin with a mobile, screen-free smart speaker designed to be a new type …

Lulu Yilun Chen / Bloomberg:

Sources: DeepSeek has started planning for an IPO in China and may file as soon as this year, allowing it to debut in 2027 — Chinese AI pioneer DeepSeek has begun preparations for an initial public offering and may file as soon as this year, setting the stage for what could be a landmark debut for the country's technology industry.

Lucas Ropek / TechCrunch:

Anthropic faces ridicule and criticism for an ad titled “There's hope in hard questions” that unsettled viewers with weird graveyard imagery and doomer-ist tone — Anthropic is known for its creative marketing, but the AI company may have been a little bit too creative when it conjured up its most recent advertisement.

Mark Gurman / Bloomberg:

OpenAI says it is “not aware of any evidence” that Apple's lawsuit alleging trade-secret theft has merit, adding that it believes in fair competition — OpenAI said on Tuesday that it's “not aware of any evidence” that an Apple Inc. lawsuit alleging trade-secret theft has merit.

Alex Konrad / Upstarts Media:

Adapter, which offers an infrastructure layer to help users leverage and control data for use by AI agents and apps, emerges from stealth with $17.8M in funding — Repeat founder Adam Ghetti returns with a startup backed by GV and others to provide better ‘cognition’ for your AI use …

Amanda Silberling / TechCrunch:

Overtone, a “voice- and audio-forward” dating service founded by Hinge creator Justin McLeod that uses AI to make “highly curated introductions”, raised $18M — Hinge founder Justin McLeod announced an $18 million fundraise for his new dating company, Overtone.

Diana Novak Jones / Reuters:

A US judge dismisses a proposed class action accusing Apple of failing to stop the dissemination of CSAM through iCloud, saying Section 230 shields the company — A U.S. judge has dismissed a proposed class action accusing Apple (AAPL.O) of failing to stop the dissemination …

Releases:Code:Social:Argo CD - Declarative Continuous Delivery for KubernetesWhat is Argo CD?

Argo CD is a declarative GitOps continuous delivery tool for Kubernetes.

Who uses Argo CD?

Official Argo CD user listDocumentationTo learn more about Argo CD go to the complete documentation.

CommunityContribution, Discussion and SupportYou can reach the Argo CD community and developers via the following channels:Participation in the Argo CD project is governed by the CNCF Code of Conduct

Stitch Design SkillsA collection of agent skills and plugins for Google Stitch, following the Agent Skills open standard.

to a Stitch Design via HTML extraction + design system + upload "Upload the frontend code at /path/to/dashboard into a Stitch project named 'Dashboard-Migration-2026'."

stitch::upload-to-stitch Upload local assets (images, mockups, HTML) to a Stitch project "Upload .stitch/landing_page.html to Stitch project projects/987654321 ."

stitch::react-native Convert Stitch HTML designs to production-ready React Native components with StyleSheet and platform-specific code · "Convert the Stitch design to React Native components with proper theme and navigation."

taste-design Gener…

Settings -> PentAGI API : Create and manage PentAGI Bearer tokens for REST and GraphQL access.

Accessing PentAGI from External NetworksBy default, PentAGI binds to 127.0.0.1 (localhost only) for security.

While typical agent workflows consume around 64K tokens, PentAGI uses 110K context size for safety margin and handling complex penetration testing scenarios.

Both models support hybrid thinking — thinking mode is enabled by default; pass extra_body.thinking.type: disabled to switch to non-thinking mode for faster/cheaper responses.

LiteLLM Integration: Set DEEPSEEK_PROVIDER=deepseek to enable model name prefixing when using default PentAGI configurations with LiteLLM proxy.

Abseil - C++ Common LibrariesThe repository contains the Abseil C++ library code.

Abseil is an open-source collection of C++ code (compliant to C++17) designed to augment the C++ standard library.

Table of ContentsAbout AbseilAbseil is an open-source collection of C++ library code designed to augment the C++ standard library.

CodemapAbseil contains the following C++ library components:baseThe base library contains initialization code and other code which all other Abseil code depends on.

LicenseThe Abseil C++ library is licensed under the terms of the Apache license.

Claude Code claude mcp add --scope user desktop-commander -- npx -y @wonderwhy-er/desktop-commander@latest Remove --scope user to install for the current project only.

ChatGPT / Claude Web (Remote MCP) Use Desktop Commander from ChatGPT, Claude web, and other AI services via Remote MCP — no desktop app required.

Join our Discord community: https://discord.com/invite/kQ27sNnZr7Getting StartedOnce Desktop Commander is installed and Claude Desktop is restarted, you're ready to supercharge your Claude experience!

Request Help Anytime: You can ask for onboarding assistance at any time by simply saying:"Help me get started with Desktop Commander""Show me Desktop Commander examples""What can I do …

Install (macOS / Linux) — or: brew install officecli / npm install -g @officecli/officecli curl -fsSL https://raw.githubusercontent.com/iOfficeAI/OfficeCLI/main/install.sh | bash # Windows (PowerShell): irm https://raw.githubusercontent.com/iOfficeAI/OfficeCLI/main/install.ps1 | iex # 2.

Open another terminal, add a slide — watch the browser update instantly officecli add deck.pptx / --type slide --prop title= " Hello, World! "

open Start resident mode (keep document in memory) close Save and close resident mode install Install binary + skills + MCP ( all , claude , cursor , etc.)

Add content officecli add report.pptx / --type slide --prop title= " Q4 Results " officecli add report.pptx ' /…

2.4 upgraded SVG export to a dual-theme self-contained file.

2.7 hardens workflow diagrams with phase headers, groups, exception lanes, happy-path linting, same-lane orthogonal routing, and a post-render HTML/SVG checker.

Export menu — opens a dropdown with five actions (Copy PNG + download PNG / JPEG / WebP / SVG).

Shortcut: E .Export menuAction What it does Copy PNG Puts a PNG of the current diagram straight on your clipboard.

If unavailable, Copy PNG is dimmed.

Bundled CLI ( codexbar ) for scripts and CI (including codexbar cost --provider codex , claude , or both for local cost usage); macOS and Linux CLI builds available.)

for scripts and CI (including , , or for local cost usage); macOS and Linux CLI builds available.

Deleting the app prevents a new launch from that bundle, but an already-running CodexBar process can keep requesting Keychain access until it quits.

Codexbar GNOME — GNOME Shell extension that brings CodexBar usage into the desktop panel.

KodexBar — KDE Plasma widget that shows CodexBar usage in the Plasma panel, built on top of the bundled Linux CLI.

Saved searches Use saved searches to filter your results more quicklyWe read every piece of feedback, and take your input very seriously.

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

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Machine Learning SystemsPrinciples and Practices of Engineering Artificially Intelligent SystemsEnglish • 中文 • 日本語 • 한국어MissionThe world is rushing to build AI systems.

ML Systems Design Grammar is an experimental framework for reasoning from stable primitives, constraints, and rewrite rules.

What You Will LearnThis textbook teaches you to think at the intersection of machine learning and systems engineering.

Isn't this MLOps, or the same as Designing Machine Learning Systems?

Component License What it means Textbook ( book/ ), Labs ( labs/ ), Kits ( kits/ ), Slides ( slides/ ), Instructors ( instructors/ ) CC-BY-NC-SA 4.0 Share and adapt for non-commercial use, with attribution and same-li…

Claude Code Skills & Plugins — Agent Skills for Every Coding Tool355 production-ready Claude Code skills, plugins, and agent skills for 13 AI coding tools.

Works with: Claude Code · OpenAI Codex · Gemini CLI · OpenClaw · Hermes Agent1 · Mistral Vibe2 · Cursor · Aider · Windsurf · Kilo Code · OpenCode · Augment · Antigravity5,200+ GitHub stars — the most comprehensive open-source Claude Code skills & agent plugins library.

What Are Claude Code Skills & Agent Plugins?

Claude Code skills (also called agent skills or coding agent plugins) are modular instruction packages that give AI coding agents domain expertise they don't have out of the box.

Works natively as Claude Code plugins, Codex agen…

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Every Frame PerfectTranslations: RussianA while ago I was reading about Wayland and this quote stuck with me:A stated goal of Wayland is “every frame is perfect”.

Why care about every frame?

This doesn’t look right:Neither does this:Both of these frames are not perfect.

But no matter the reason, the result is an imperfect frame.

Every frame matters.

"In the AI bubble, we are pressured to build things nobody wants, poorly. Pop the bubble."

macOS menu bar diagnostics for USB-CKnow what your USB-C cable can really do.

WhatCable explains cable speed, charging limits, e-marker data, and connected devices in plain English.

Name a cable and it tracks how the cable actually performs over time, so you can spot the one that has started misbehaving.

No more guessing why a cable charges slow or refuses to drive your display.

Or unlock advanced diagnostics with WhatCable Pro

This is the closest readers will get to a classic cyberpunk comic.

| By: Tsutomu Nihei | Setting Date: Far FuturePublished: 1996-2003 | Type: Manga | Volumes: 10 | Chapters: 67Themes: Cybernetics, Robotics, Post-ApocalypticSummary: Blame!

and is worth reading for fans of that manga, but offers little for cyberpunk fans beyond more content with a gothic, cybernetic aesthetic.

Unfortunately, it still suffers from many of Blade Runner 2029’s failings, including being far too action heavy and heavily riffing on thematic and aesthetic elements from Blade Runner (1982) and Blade Runner 2049 (2017) down to the costumes and antagonist choice.

To call this work derivative is being kind, however it i…

Introduction to the Second EditionApril 20th, 2021Nearly six years ago, I sat down at my desk and typed up a detailed guide for anyone who wanted to learn physics on their own.

Since then, over six hundred thousand people have turned to this guide to study physics.

I wasn’t able to become a professional physicist, but I was able to use my knowledge of undergraduate and graduate-level physics to type up a comprehensive and accessible curriculum that has helped hundreds of thousands of people learn physics.

Second, that there are so many people in the world who want to understand physics but are unable to study it formally in a university setting for any number of reasons.

When I wrote the fi…

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

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

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

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

Check out the speedrun to get started in minutes.

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

Tailscale – Adam loves Tailscale!

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

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

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

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

Tailscale – Adam loves Tailscale!

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

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

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

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

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Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

(Much) faster GitHub actions, Docker builds, and more.

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.

Check out the speedrun to get started in minutes.

ZDNET's key takeawaysUsing a wired Android Auto setup greatly reduces latency issues.

I've been using Android Auto since I bought my first car a few years ago, and while I've raved about the luxury of wireless connectivity, I recently had a change of heart.

Does switching to a wired setup remedy any of this?

The benefits go beyond stabilityAs with home networking, the reliability of a wired setup for Android Auto will always be superior to that of a wireless one.

Advice before you goThe USB cable you use for a wired Android Auto setup is just as important as the phone being connected.

ZDNET's key takeawaysApple has released the first public beta of iOS 27.iOS 27 includes the new and improved Siri AI.

On Monday, Apple rolled out the first public beta of iOS 27 (along with iPadOS, MacOS, WatchOS, and more).

Also: How to download iOS 27 right now (and which iPhone models support it)I've been using the new Siri AI with the iOS 27 developer beta for almost a month, both at home and in the car.

Select the Beta Updates option, then choose iOS 27 Public Beta.

Siri in the Camera appWith iOS 27, the Camera app adds a new Siri mode.

A few years ago, I couldn't differentiate between the Oura Ring 3 and the Ultrahuman Ring Air.

The Ultrahuman Ring Pro, a good smart ring in theory.

It's got double the battery life of the Ultrahuman Ring Air, and it's .25mm thicker than the now-unavailable-in-the-US Ultrahuman Ring Air.

Ultrahuman Ring Pro is on the left and Oura Ring 5 is on the right.

The Ultrahuman Ring Pro (left) juts out and is far fatter than the Oura Ring 5.

Save $40: The Nomad Stratos Band is discounted by $40, bringing the price down from $199 to $159.

If you wear an Apple Watch daily, you need a reliable strap.

And after years of Apple Watch ownership, I've found the best mix of style and comfort in the Nomad Stratos Band.

I went hands-on with the Nomad Stratos Band on my Apple Watch Series 11, and never stopped wearing it.

It wraps well around my wrist, and it is, in fact, one of the most comfortable Apple Watch bands I've ever worn.

How to install iPadOS 27 public betaTo access the iPadOS 27 public beta, you'll need a compatible iPad (see the full list below).

Download iPadOS 27 Public Beta.

Also: MacOS 27 is almost here: How to download the developer beta nowFAQs Show moreWhich iPads are compatible with iPadOS 27?

If history repeats itself, the final version of iPadOS 27 should arrive sometime in September 2026 alongside the other updates.

How to install iPadOS 27 developer betaTo access the iPadOS 27 developer beta, you'll first need to enroll in Apple's Developer Program.

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.

Apple made the iOS 27 developer beta available during WWDC last month, and starting today, you can download the public beta.

iOS 27 is the successor to iOS 26, the most current operating system for iPhones.

How to install the iOS 27 public betaWhat you need: An iPhone running iOS 17 or later to install iOS 27 public beta after next month.

(By the time the public beta is released, Apple will have two beta versions of iOS: iOS 27 public beta and iOS 27 developer beta.)

After you agree to download and install iOS 27, you can wait for your iPhone to finish installing the update.

Google quietly updated its search privacy settings last month, as announced in an email, and automatically opted all its customers into its expanded AI training.

Here's the updated documentation:Also: 13 Google Photos settings I always change on every new device - and why"You can choose whether Google saves media to your Search Services History when you're signed in.

Also: How to remove AI Overviews from Google Search: 4 easy waysThere are two pages within Settings to focus on: Search Service History and Search Service Personalization.

For the Search Service History page, open the Google app, tap your profile image in the top right corner, then tap "Search history."

You can change your pref…

I've tested dozens of smart home devices, but only a select few truly stand out. Here are the smart home gadgets I wholeheartedly recommend.

Google Images is a handy visual search engine that helps you track down photos and other images across the web.

I found 9 Google Search alternatives that showed me links againAI image generation is soon expanding to Google Images.

Google Images gets a makeover, tooThe new image generation in AI Overviews will roll out in English over the coming weeks, promises Google.

Any region that currently supports image creation in AI mode will be able to do likewise in AI Overviews.

This makeover will roll out over the coming weeks to Google Images on the desktop in the US in English.

But what are the primary causes of hopping from one Linux distribution to another?

BoredomYes, I've grown bored with a Linux distribution or two.

For example, it makes more sense to install Bodhi Linux than to try to install the Moksha desktop on a different distro.

Distro hopping can land you on a Linux distribution that's always up to date.

There have been many times that I've simply hopped to a different distribution just to see what's out there.

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.

Also: 3 new MacOS 27 features make it worth upgrading right away for me - Siri includedIn the window that pops up, click the "Beta Updates" menu and select "MacOS Public Beta."

FAQs What should I do before installing the MacOS 27 public beta?

Apple released the MacOS 27 developer beta during WWDC 2026 and the public beta version in mid-July.

Also: I quit Safari for Chrome, but these new MacOS 27 features could pull me back Which Macs are compatible with MacOS 27?

The MacOS public beta comes with its own built-in Feedback Assistant app, which you can open from the Dock.

The funding discussions point to investor interest in applying AI to make breakthroughs in life sciences.

"Increasingly in our world, it gets harder and harder to know what is real," Lorde said on stage.

OpenAI's first hardware device is reported to be a screenless, AI-guided smart speaker that can move. Weird enough for you?

OpenAI has issued another statement on the lawsuit, this time suggesting it lacks merit.

A number of social media posts claim that GPT-5.6 Sol deleted files and data without warning. OpenAI had basically disclosed the problem in June.

If you’ve been waiting to try Apple’s revamped Siri without installing a developer beta, you now can. The company on Tuesday released the iOS 27 public beta, giving iPhone owners early access to its AI-powered assistant and other new features before the software’s official launch this fall.

Anthropic's latest advert is stirring up high emotions — which is undoubtedly what it was designed to do.

Overtone describes itself as "a voice- and audio-forward service, enabled by AI, that provides highly curated introductions."

The company said the "rumors are completely false" after its stock sank more than 50% on a report that it was weighing the option.

Hachette, Cengage, Elsevier, and other publishers allege that Google trained its AI on copyrighted works without the necessary permissions.

DeepMind CEO Demis Hassabis is proposing an AI "standards body" modeled after FINRA, to test frontier models and develop best practices for their release.

DeepSeek, the Chinese large language model developer, is said to be preparing for a 2027 IPO debut as it also looks to raise around $1.5 billion in new funds at a $71 billion valuation.

Instagram head Adam Mosseri believes companies will eventually need to manage AI token spending the same way they manage payroll or other operating expenses, predicting that engineers could soon face limits on how much they spend using AI tools.

Now, when users navigate to Google Images, they'll see a "For You" gallery of images tailored to their interests and browsing history.

New York has become the first state to temporarily halt approval of large data centers, as Gov. Kathy Hochul argues the AI-driven building boom shouldn’t come at the expense of higher electricity costs, water supplies, or local control.

OpenAI is reportedly developing a screen-free, portable smart speaker meant to act as a personalized home computer and humanlike AI companion. "It will help control smart-home appliances, play media, answer questions, respond to messages and tap into the range of capabilities offered by OpenAI's ChatGPT," reports Bloomberg, citing people familiar with the matter. The device, expected to be unveiled this year and released in 2027, would mark OpenAI's first major hardware push after acquiring Jony Ive's io Products. Bloomberg reports: Apple sued OpenAI last week, accusing the company of stealing trade secrets. But OpenAI believes that the device veers significantly from anything Apple has on …

Google Images is getting a Pinterest-like redesign that turns image search into a personalized discovery feed, with "For You" galleries, real-time updates, and collections for saving visual ideas. "Google is also adding a way for users to create AI images right in Search, as it celebrates 25 years since the debut of Google Images," reports TechCrunch. From the report: After navigating to the redesigned Google Images, users will see a "For You" gallery of images tailored to their interests and browsing history. Like Pinterest, the gallery is designed for continuous browsing, with Google saying it updates in real time with new images. As users browse, they can save ideas to their "collections…

A lawsuit from 26 Meta employees alleges the company used AI-driven scoring and monitoring systems to select workers for layoffs, disproportionately targeting employees with disabilities or those who had taken protected medical, family, pregnancy, or parental leave. "Meta did not assemble the termination list through the considered judgment of managers who knew the work. Instead, Meta used a constellation of internal artificial-intelligence systems -- including a system referred to internally as 'Metamate,' employee-trained 'second-brain' agents, keystroke- and activity-monitoring data, AI-token-usage dashboards, and algorithmically assisted performance ranking and calibration -- to score, …

Google DeepMind chief Demis Hassabis is calling for a U.S.-led AI standards body to review frontier models for national security risks such as cybersecurity and biological threats. His proposal would create a federally overseen public-private organization, initially voluntary and eventually mandatory for U.S. deployment. CNBC reports: Google DeepMind boss Demis Hassabis, a Nobel laureate, said in an article posted on X on Tuesday that "urgent action" was needed to address risks associated with artificial general intelligence (AGI) -- the point at which AI matches or surpasses human intelligence. "We've already seen the challenges frontier models pose for cybersecurity, and other threats inc…

Today, the Linux Foundation launched the x402 Foundation to standardize internet-native payments for AI agents, APIs, and applications, based on Coinbase's contributed x402 protocol. Backed by companies including AWS, American Express, Cloudflare, Google, Mastercard, Stripe, and Visa, the effort aims to make payments work directly over HTTP (assuming users are comfortable letting AI agents handle financial transactions). "The whole idea is to give agents access to money and, through that financial independence, improve their set of capabilities to pretty much anything on the internet," Lincoln Murr, Coinbase's AI product lead, told CNBC last month when the company announced the protocol. "I…

OnePlus will reportedly announce this week that it is shutting down its brand in the U.S. and Europe, following months of signs that parent company Oppo was winding down the brand's global presence. India and China are reportedly unaffected, but it's unclear whether Oppo will replace the brand directly in those markets. The move also raises questions about future support for existing OnePlus users. 9to5Google reports: WinFuture reports that OnePlus is gearing up for an official withdrawal from the U.S. and European markets, with the announcement due in the "coming days" this week. Closed-door press conferences have apparently happened, with no details shared on the exact reason OnePlus as a…

IBM shares plunged after the company warned that Q2 revenue and earnings would miss expectations, blaming customers' sudden shift in spending toward AI hardware instead of software services. However, CEO Arvind Krishna did not place all the blame on IBM's customers. The CEO also said it "faltered" by failing to "anticipate the magnitude of the capex reprioritization." "These conditions require our teams to execute perfectly, and this quarter we faltered. We did not adapt and move quickly enough, and numerous large deals failed to close on the timelines we expected, driving the majority of our shortfall." Fast Company reports: In the preliminary report, IBM said that for its second quarter o…

New York has become the first U.S. state to impose a moratorium on large new data centers, pausing construction for one year over concerns that AI-driven data center growth is raising utility bills, straining water supplies, and burdening communities. "As data center development threatens to hike up utility bills, deplete our natural resources, and create uncertainty for New Yorkers, it's my responsibility to take action and lead," said New York Governor Kathy Hochul. She will also pursue legislation to repeal sales tax exemptions for large data centers, Hochul added. Reuters reports: The construction ban will apply to data centers that use 50 megawatts or more of power, officials in the go…

An anonymous reader quotes a report from the BBC: StubHub and its CEO, Eric Baker, have been hit with a proposed $5-million class-action lawsuit in the United States over the company's ties to large-scale scalpers -- connections reported by CBC News last week. The suit, filed Monday by New York ticket buyer Louis Sanquini, alleges deceptive practices and fraudulent misrepresentation over StubHub's promoting itself as a "marketplace for fans to buy and sell tickets." The online ticket resale giant has faced a storm of customer complaints after cancelling thousands of World Cup tickets. The company has repeatedly said it is simply a technology platform that does not buy, sell or possess ticke…

Scientists at the Indian Institute of Technology, Madras (IIT-M) have created what they describe as the world's most detailed 3D cellular atlas of the human brainstem, linking whole-brain MRI views to individual neurons across more than 500 tissue sections. The free online atlas, called Anchor, could help researchers better understand diseases such as Alzheimer's, Parkinson's, stroke, and SIDS by showing how healthy and diseased brain tissue differs cell by cell. The BBC reports: Built from high-resolution microscope images rather than costlier molecular techniques, it creates a detailed three-dimensional map of the brainstem, identifying more than 200 clusters of brain cells and nerve path…

Astronomers have detected erythrulose, a sugar found in raspberries and self-tanners, in a gas cloud near the center of the Milky Way. While not essential for life itself, the molecule can convert into a form thought to be important for life's origins, adding evidence that key prebiotic ingredients may be widespread across the galaxy. The Associated Press reports: Using two dish-shaped radio telescopes in Spain, researchers collected data from a large gas cloud near the center of the Milky Way. They identified the sugar in gas form by comparing telescope signals to samples in the lab. It's the latest kind of sugar detected in space -- in a region crossed by NASA's twin Voyager, the farthest…

An anonymous reader quotes a report from the Associated Press: Hundreds of economists say in an open letter that institutions "must act now" to address how artificial intelligence could transform the economy and could put many people out of work. The statement released Monday was signed by top economists, along with computer scientists and some executives at tech companies including Anthropic, Google and OpenAI. "AI may become radically more powerful over the next 10 years," says the letter organized by Stanford University's digital economy lab. "This could drive an unprecedented transformation of our economy, larger than the Industrial Revolution, but unfolding over a vastly shorter time f…

Microsoft is overhauling Windows 11 search to prioritize local apps, files, and settings over web results while removing ads, promotions, MSN/Bing clutter, and other distractions. "You've have been asking for search that is faster, more relevant, and easier to use -- whether you're opening an app, finding a file, or changing a setting," Microsoft says in a new blog post. "Because the Windows Search Box is where many people start, we focused first on making results more dependable, easier to scan, and clearer before you click." Windows Central reports: The company is highlighting several key improvements, including clearer results that does a better job at showing why a search result is appe…

Кириллические кракозябры могут появиться где угодно. Но есть места, где их в принципе не должно быть. Просто потому, что там нельзя вводить кириллические символы. То есть ввести-то их можно, но система их не воспримет и выдаст ошибку. Например, поля ввода электронной почты, логина, пароля, поле в онлайн-переводчиках предназначенное для ввода некириллических символов.

Раз уж эти поля могут съесть только латиницу, почему в них до сих пор не сделали принудительную замену кириллических символов, на соответствующие латинские (й — q, ц — w и так далее)? Это уменьшило бы количество ошибок, совершаемых людьми, и сберегло кучу нервов и времени.

Девяносто процентов кандидатов не пишут сопроводительное письмо. Остальные десять пишут «В ответ на вашу вакансию направляю своё резюме» — и это ...

The post Как написать сопроводительное письмо к резюме first appeared on Непиши.

Сотрудник третий раз за месяц не сдал отчёт вовремя, проект горит, ты — руководитель отдела — понимаешь: надо зафиксировать и передать наверх. ...

The post Как написать докладную записку: образец и правила first appeared on Непиши.

Ты хочешь, чтобы тебе купили новый принтер в отдел. Или чтобы перенесли отпуск. Или чтобы зафиксировали, что сервер упал и ты ...

The post Как написать служебную записку: образец и правила first appeared on Непиши.

Отпуск согласован, авиабилеты куплены — и тут выясняется, что заявления нет. Или есть, но написано криво: не тот вид отпуска, не ...

The post Как написать заявление на отпуск first appeared on Непиши.

Apple is suing AI for stealing trade secrets; there is one guilty employee, but this mostly feels like lashing out.

Какой смысл этих иконок? Они правда помогают мне ориентироваться в списке? У меня есть обратное ощущение

The best Stratechery content from the week of July 6, 2026, including a word from Mark Zuckerberg*, pulling the plug on XBOX, and toilet talk.

An oracle comic View on my website

Коля, меня зацепил твой пост об уровнях дохода. Расскажи, для кого ты его написал?

The batter for verifiable data is increasingly defining the AI race, from Meta to Grok to the frontier labs.

Microsoft's Xbox division is conducting big layoffs, as the company deals with abject failure of its Game Pass strategy.

A script for what Mark Zuckerberg should say on Meta's next earnings call.

A script for what Mark Zuckerberg should say on Meta's next earnings call.

Деньги в ИИ льются рекой. Бюджеты растут, отделы нанимают, консультанты продают внедрения, на конференциях говорят про трансформацию. А результата нет. Компании ...

The post 95% корпоративных ИИ-проектов провалились — и никто не признаётся first appeared on Непиши.

Весной 2024 года я гуглил, почему сыр сползает с пиццы, и Google подсказал: добавь в соус клей. Не какой-нибудь, а нетоксичный, примерно восьмую часть ...

The post ИИ советует есть камни и клеить пиццу клеем — лучшие провалы нейросетей first appeared on Непиши.

Судья листает заявление адвоката и не может найти ни одного дела. Ни первого, ни второго, ни шестого. В документе шесть ссылок ...

The post «ChatGPT, ты уверен?» — как нейросеть выдумывает судебные дела first appeared on Непиши.

Изначально Thick as Thieves преподносили, как мультиплеерный иммерсив сим, где игроки соперничают друг с другом в воровстве артефактов на одной и той же локации. Но, у разработчиков случилось что-то нехорошее и игру выпустили «как есть» в сильно урезанном виде. По итогу, концепт с мультиплеером выбросили, а игра превратилась в синглплеерный стелс экшен про ограбление мега-охраняемых […]

Вагонетка несётся под откос. На путях — пятеро рабочих, они не успеют убежать. У тебя под рукой рычаг: дёрнешь — вагонетка свернёт ...

The post 5 моральных дилемм, над которыми ломает голову весь мир first appeared on Непиши.

689 003 человека однажды стали подопытными и даже не узнали об этом. В 2014 году Facebook неделю крутил ленту так, чтобы ...

The post Неэтичные эксперименты с ИИ: реальные истории first appeared on Непиши.

Sogni UnlimitedNo corporate overlords here.

Your subscription powers a decentralized residential network of independent GPU operators.

This GPU inference network is dedicated to accessible Creative AI, powered by the people.

Sogni Unlimited gives you fair-use access to the full open-source model library on Sogni's creator network — no render credits spent on open source images, videos, music, or LLM usage.

The 3-day trial includes full unrestricted access for adults, including disabling the Sensitive Content Filter for eligible jobs.

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Hi guys, my app idea is targeted to people with elderly parents or young children. The parent would have to download the app on their device and one the child's device and then will simulate some of the more popular scams towards both demographics. The idea is to increase scam awareness. submitted by /u/International-Age995 [link] [comments]

I made the web app whensdays.com I saw my own hobby groups struggling to find a consistent way to get availability and schedule reoccurring events so I figured Id take a shot at solving the problem. None of the current apps we used or I found really handled this problem, but now I can't even get a single soul to use it. I've tried to get feedback but strangers don't care, and friends are all way too nice about it. Anyone else experienced anything similar? How can you tell if it's your idea or your execution thats bad? submitted by /u/Mochadairy [link] [comments]

I launched Autopilot Hire (https://autopilothire.com) yesterday, an app that lets you input your resume + all of your relevant information once and submits job applications for you in one click or you can let it run in the background and have it submit job applications for you in your sleep. Would love for anyone that is currently applying to roles to give it a whirl, if you find it useful and provide feedback in a DM i’d be happy to give any folks an 100% discount code. submitted by /u/MrLeaps [link] [comments]

After 10 years of working in tech in San Francisco as a product manager, I decided to leave my job and go all in on a passion project I've had for years. When I started working, tech seemed like a fun career path where I could be creative and make a living. But in the last few years the environment has increasingly changed as pressure has ramped up and become increasingly more corporate. At the same time, it's never been easier to be a builder. I started working on a side project at the beginning of the year, but as work pressures increased, it became harder to have the energy to both work on that and focus on my full time job. I decided to leave. My rational brain kept telling me it was a …

One of my recurring problems is staying in contact with people who don’t live nearby. I’ve moved countries twice, and both times I found myself gradually losing touch with friends, family, and former colleagues. The problem usually isn’t a lack of interest. I’ll remember that I should send someone a message, get distracted, and then realise weeks or months later that I never did. I’m also not particularly good at remembering the small details from previous conversations. I tried solving this with a Notion database a few years ago. The system itself worked, but keeping it updated became too much work. Eventually, I stopped opening it. That led me to build Keep Your Tribe: a lightweight way t…

I’ve been building a Telegram bot that monitors large Polymarket trades in real time. Whenever it detects a trade over $20,000, it sends an alert showing: • The market and outcome bought • Entry price • Estimated trade size • The trader’s recent closed-position performance • Recent realized P&L • A follow-up alert if the same wallet later sells I also added logic that combines split orders, so one large trade does not appear as several separate whale alerts. The goal is not to tell people what to bet on or guarantee profit. It is meant to make large trader activity easier to see and research without constantly watching Polymarket. The bot is now running 24/7, and I recently launched a small…

I built this solo over the past few months. The web app is simple. You upload your own files, the AI generates flashcards from them, then you review with spaced repetition. There is also a chat feature that is actually grounded in your uploaded material instead of guessing, which was the hardest part to get right. Stack is Next.js, Supabase, and Groq. Free plan is fully usable, Pro is nineteen dollars a month for unlimited decks and projects. Would appreciate any feedback, especially on whether the chat answers feel genuinely grounded in the uploaded material or not. submitted by /u/InternationalMix2948 [link] [comments]

For a while I kept switching between productivity apps and never stuck with one. They weren't bad. It's just that I'd open one to write down "buy milk" and it wanted a project, a label, a priority and a due date before it'd let me. My notes lived in a different app. My journal in a third. My focus timer had no idea the others existed. Eventually I was spending more time keeping the apps tidy than actually getting anything done. So I gave up on finding one and started building the thing I wanted instead. Tasks, notes, a daily journal, and a focus mode that actually blocks apps like Instagram, X, and whatever else I doomscroll while a session is running (even Reddit 🫣). One quiet place, nothi…

Over the last decade, I've worked in recruiting, staffing, and talent acquisition. I've reviewed thousands of resumes and interviewed candidates across countless industries. One thing always bothered me. Most people weren't being rejected because they were unqualified. They were being rejected because their resume didn't tell the right story—or because it wasn't optimized for how recruiters and ATS systems actually evaluate candidates. Every day I'd see talented people asking: "Why am I not getting interviews?" "Is my resume the problem?" "What am I missing?" There wasn't a tool that answered those questions the way an actual recruiter would. So I decided to build one. Over the past several…

submitted by /u/IndieCody [link] [comments]

This year, the project I'm most proud of building is Quiet Luxury AI. It started as a simple idea: helping people explore and create elegant, timeless fashion styles with AI. I built it from scratch — from the app experience and AI integrations to the backend, credits system, and everything needed to turn an idea into a real product. The biggest lesson I learned: building the app is the easy part. Creating something people actually want to use is the real challenge. Still improving it every day, but seeing an idea become a working product has been the most rewarding part of this year. Curious to hear from other builders: what's the project you're most proud of this year? submitted by /u/Cre…

I recently launched Folivy, a plant discovery app I’ve been working on, but it hasn’t received a single download yet. I didn’t want to create just another app that identifies a plant and ends there. My main idea was to make plant discovery feel more personal and enjoyable. Users can save the plants they find, gradually build their own collection, see their discoveries on a personal map, and explore plants discovered by other people nearby. I know three days is still very early, but zero downloads made me wonder whether I’m explaining the idea poorly, using weak screenshots, or simply failing to reach the right audience. I’d really appreciate honest opinions about where I might be going wron…

Everything from carousels to images to videos to presentations to personal brand to content calendars. Try out for free here submitted by /u/naxmax2019 [link] [comments]

I got tired of automated job tools that scrape sites they should not, auto-submit applications at volume, and slap a confident match score on everything. So I built the opposite and open-sourced it. Kochab is a set of Claude skills. It runs a recurring, resume-based scan and everything after it: fit scores that tell you what is missing on each role (never a bare 0-100), cover notes and tailored resumes that do not fabricate, study plans, interview prep, an application tracker, and offer help. It drafts, you send. No auto-apply, no scraping, no manipulated scores. Since this sub cares how it is built: one SKILL.md with a set of modes, each backed by a references/ file, plus one small Python …

Some friends and I have been giving our apps away for free(mium), and each time we eventually abandoned them. Our most recent app was paid from day one and reached $15k+ ARR in 4 months. Last year, we built a mobile version of Wispr Flow. It was basically a mobile optimized app that ran local models and it was completely free. It worked well and people liked it, but we came to the hard realization that (1) it wasn’t growing that fast, and (2) we aren’t that good at making tiktoks. We are product builders, not tiktok stars after all. And we couldn’t run ads because there wasn’t any revenue coming in. So our options were basically: Raise money and keep growing Move on We moved on, and decided…

A player for people who keep their own music collection Discussion | Link

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Claude Skills to turn Claude into a 100x Recruiter Discussion | Link

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Turn any domain into on-brand ads, MIT Open Source. Discussion | Link

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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Together, the companies signed a Letter of Intent to establish the Bliksem EXO Consortium and develop an interceptor capable of countering medium- and intermediate-range ballistic missiles above Europe.

Bliksem EXO is designed to close that gap through direct hit-to-kill interception above the atmosphere.

Its intended role is to provide an upper defensive layer above Europe’s existing and planned terminal and theatre missile defence systems.

Michael Schoellhorn, CEO, Airbus Defence and Space, said: “This system will add a crucial complement to Europe’s existing Air and Missile Defence.

Rob Jetten, Prime Minister of the Netherlands, added, “Today, Ukraine and nine European countries, and mul…

On 25-26 November, the first edition of the MeOut Summit will take place in Budapest with the goal to strengthen Europe’s innovation ecosystem and enhance the continent’s global competitiveness.

Kinga Jentetics – a Forbes’ 30 Under 30 Europe alumnus, Kinga is CEO and co-founder of PublishDrive, an all-in-one digital publishing platform for ebooks, print books, and audiobooks.

If you’re an experienced founder or investor interested in speaking at the summit, we’d love to hear from you.

To help make the conference a success, we’re also looking for enthusiastic volunteers to support us across both event days, as well as the afternoon before.

Whether you’re building, investing, innovating, or s…

Prague-based VC Aspire11 has deployed the first €100 million of its €515 million fund of pension capital into a portfolio including Revolut, Databricks, VAST Data, Vinted, ElevenLabs and Baseten.

The fund was launched in late 2025 to open new pathways for European pension funds to increase their exposure to VC funds and growth companies.

These include fellow Czech firm Orbit Capital’s €107 million Growth Debt Fund II, Berlin-based Upvest’s €108 million financing and bunch’s €30.1 million Series B, alongside raises by Copenhagen-based Performativ and Festina Finance and Belgium’s Warren.

The company says believes that the public is missing out on the gains made in private markets, particular…

Based on Pielkenrood’s technology, Dutch Clean Tech has developed a modular, scalable installation for the production of clean drinking water and the purification of waste water.

According to Dutch Clean Tech, in Guatemala, drinking water infrastructure is struggling to keep pace with population growth.

Through its investment in Agua del Mariscal, Dutch Clean Tech and its investors are responding to the growing demand for reliable private drinking water providers.

Founded in 1928, Agua del Mariscal was the first private drinking water company in Central America.

Together, the partners will invest a total of €52.6 million ($60 million) in the further development of Agua del Mariscal.

Ireland, despite having the strongest overall balance between technical and governance hiring, had the lowest explicit mention rate, at 14.6%.

At the same time, they may lack the budgets and organisational depth needed to maintain standalone legal, risk, security and AI governance teams.

Capital is flowing fastThis hiring gap is developing against a backdrop of strong 2026 capital flows into European AI companies.

Other funded AI companies active during the year include Orbio, Zepo Intelligence, LawX, Redpine, Delfos Energy, Mafer AI, Kopa.ai, Vox Talk AI and Vectrix – to name a few.

Europe has demonstrated that it can fund and build ambitious AI companies.

Smallholders in Africa, Asia and Latin America lacked the connectivity, capital and data infrastructure that made digital agriculture viable elsewhere.

Combine AI with circular farming practices.

The bigger pictureArtificial intelligence will not replace agronomic expertise, and circular farming alone will not solve global food security.

Together, however, they address two longstanding barriers to smallholder agriculture: limited access to actionable information and limited financial returns from sustainable farming practices.

Many of the challenges faced by smallholder farmers including water scarcity, labour shortages, and climate uncertainty are becoming increasingly relevant within Euro…

Prolo, a London-based AI-powered procurement platform designed to support SME construction firms, has secured €4.9 million (£4.2 million) in Seed funding to fuel go-to-market sales and marketing efforts and accelerate new tech and product rollouts.

It highlights that its service leverages AI, including Large Language Models (LLMs), Natural Language Processing (NLP), and voice transcription, to bypass outdated practices in the construction industry.

According to the PropTech startup, procurement within the construction industry remains analogue and is ripe for disruption.

Procurement remains one of the most manual and margin-sensitive parts of running a construction business, and Prolo has a…

NextGO Epi, a Berlin-based DeepTech startup developing Gallium Oxide epitaxial wafers for next-generation power semiconductor devices, has secured a €2 million pre-Seed funding round.

The company claims to be Europe’s only producer of Gallium Oxide epiwafers, and this round marks its first institutional backing.

“Gallium oxide is to power electronics what silicon was to compute, and Europe should own that value chain.

NextGO Epi was founded in 2025 by Dr. Ta-Shun Chou, Dr. Andreas Popp, and Dr. Andreas Fiedler.

Gallium Oxide is a semiconductor material that offers a significant efficiency boost compared to the widely used Silicon Carbide.

The company plans to use this funding to support its next stage of growth as it expands its account and wallet payment method coverage across Europe.

Account and wallet payments represent a major opportunity, but the infrastructure required to make them perform at scale is still emerging.

It helps digital businesses and Payment Service Providers launch, optimise and scale account-based and wallet payment methods across Europe.

According to the company, account and wallet payments are gaining momentum across Europe, from emerging pan-European initiatives such as Wero to established local payment methods across individual markets.

“Nick and I experienced first-hand how much value can be creat…

Through its two funds, Criteria Bio Ventures and Criteria Venture Tech, it plans to invest €300 million ($343 million) in early-stage companies.

Within the framework of its 2030 Strategic Plan, CriteriaCaixa also voted to rebrand its venture capital management company to better align with the current positioning of the company.

It will now operate under the Criteria Capital Risc brand name, reinforcing its market positioning as CriteriaCaixa’s VC investment arm.

Criteria Bio Ventures is the investment fund of Criteria Capital Risc specialising in BioTech and health.

Current portfolio companies include:

Over the past decade, the creator economy has enabled writers, streamers, educators and entertainers to build audiences and turn them into businesses.

It suggests that the creator economy is maturing.

Every generation of creators spurs new infrastructure opportunitiesThe creator economy did not become a multi-billion-dollar market simply because creators appeared.

Within the creator economy, reaching 1,000 subscribers is widely regarded as the point at which a creator can begin building a sustainable business.

The next creator economy may not be defined by those who capture the most attention, but by those who solve more complex problems by bringing people together.

Visibuilt, a Danish BioTech company developing biobased alternatives to conventional carbon-intensive construction binders, has secured €3.34 million in Seed funding to move from lab pilots towards market validation and industry tests.

Visibuilt’s Seed round follows approximately €32 million in funding reported by EU-Startups during 2026 for companies developing low-carbon, biobased, waste-derived or circular construction materials and related infrastructure.

Including Visibuilt, the disclosed funding across these 2026 announcements totals approximately €35.34 million.

Founded in 2022, Visibuilt is a BioTech company developing a mycelium-based binder solution for the construction and infras…

ConTech startup Sodex Innovations, a Vorarlberg-based innovator of automated surveying and documentation of construction sites, infrastructure projects, and mines, has successfully closed a funding round of €4 million to accelerate the company’s next stage of development.

The round was led by Capmont Technology, with participation from Bloomhaus, Look AI Ventures, and German business angel group Superangels.

Sodex Innovations’ round follows approximately €60 million in disclosed 2026 funding as seen by EU-Startups across construction software, building technology, site-adjacent industrial systems and geological data platforms.

Austria also produced an adjacent round, with Vienna-based seque…

Uncovered landfills and dumps across the Global South are significant contributors to global warming, releasing massive quantities of methane and toxic gases.

StratX’s measurement technology substantially reduces the uncertainty of landfill gas quantification, allowing the company to generate high integrity, permanent carbon credits.

By treating landfill covers as living ecosystems, our technology neutralises environmental threats at the source.

StratX is building the first scalable model for addressing these emissions, starting in the Global South, where traditional gas capture infrastructure has consistently failed.

The capital will be deployed to install specially designed landfill cover…

Czech medtech startup HTG Medical has raised €450,000 from angel and VC backers, and its proprietary device, the HTG Urogram, has successfully cleared the EU's Medical Device Regulation (MDR) certification, thereby greenlighting its immediate rollout across European and global markets.

This decades-old, mundane, and time-consuming routine is about to change thanks to HTG Medical.

We are now ready to deploy the HTG Urogram where it can truly help and start saving time,” says Tobiáš Vybíral, CEO and Co-founder of HTG Medical.

HTG Medical managed to navigate this entire process in just 15 months, accelerated by localised European manufacturing and complete component traceability.

HTG Medical p…

TensorX buys and operates AI hardware and data centre capacity across Europe, providing private AI inference on dedicated Nvidia GPUs.

The three bottlenecks holding back European AIGrant contends that ultimately, there are three major bottlenecks in this industry: access to GPUs, financing those GPUs and securing enough power.

“That's why we're focused not only on sourcing GPUs but also on developing new financing models for AI infrastructure.

It wants to become a specialist in sovereign AI infrastructure across multiple jurisdictions, helping multinational organisations manage data residency and compliance globally.

“We've seen a cluster of independent enquiries from German businesses look…

Swiss engineering startup RAROG has obtained €162,000 (CHF 150,000) from Venture Kick to develop a portable search-and-rescue system that detects the radio signals emitted by everyday electronic devices.

Existing search methods rely heavily on visual scanning, rescue dogs, or mobile network infrastructure, all of which have limitations.

RAROG addresses this challenge with a portable detection system that identifies radio signals emitted by devices such as smartphones, smartwatches, and fitness trackers.

By turning everyday personal electronics into effective rescue beacons, the system helps emergency teams search more quickly and reliably.

Beyond mountain rescue, RAROG is expanding to suppo…

Having spent years building and optimising payments for some of the world’s largest digital businesses, the founding team brings a merchant-side perspective on what it takes to deliver performance, operational maturity and scale.

While much of the existing payment infrastructure was historically built around cards, Nopan is building payment infrastructure focused on account and wallet payments.

Account and wallet payments are gaining momentum across Europe, from emerging pan-European initiatives such as Wero to established local payment methods across individual markets.

Yet digital businesses still need these methods to deliver the reliability, scalability and operational maturity they hav…

Prolo, an AI-powered procurement platform helping small and medium-sized construction firms source materials, equipment and labour at competitive market rates, has secured £4.2 million in seed funding.

Founded by serial proptech entrepreneur James Morris-Manuel, Prolo aims to modernise construction procurement by addressing long-standing inefficiencies in the sector.

Despite construction being one of the world's largest industries, procurement remains largely manual, creating significant challenges for smaller contractors.

Prolo then combines AI with human procurement specialists to source competitive pricing from a nationwide network of more than 185 suppliers.

Morris-Manuel said SME contr…

Amsterdam-based Promptwatch, an AI Search Optimisation (GEO) platform, has raised €6 million in seed funding.

Founded in 2025 by Gijs de Groot and Klaas Foppen, Promptwatch helps organisations understand and improve how they are represented in AI-generated search results.

Its agentic AI engine prioritises optimisation opportunities, generates AI-ready content and publishes it directly through integrations with content management systems.

With Agentic AI Search Optimisation, we're making it easier for organisations to scale their AI search marketing through automated execution.

The new funding will support the development of Promptwatch's next generation of agentic AI search optimisation tec…

Constructiontech startup Sodex Innovations has raised €4 million in a funding round led by Capmont Technology.

The company is developing AI-powered technology that automatically surveys and digitally maps construction sites, mines, and infrastructure projects during operation.

Construction machinery acts as mobile data collectors, recording terrain, material movements, and progress, which are fed directly into the Sodex web platform.

There, documentation, quantity calculations, and progress analyses are available, making construction sites simpler, faster, and more transparent.

For customers, this means fewer manual measurements, fewer delays caused by missing data, and better decisions bas…

Venture capital firm Acurio Ventures today announced the closing of Acurio Secondaries I FCR, an innovative European fund with a size of approximately €115 million that invests exclusively in fund-level secondary transactions involving European VC funds.

The private equity market, and particularly the VC segment, faces an environment characterised by limited liquidity, a challenge that Acurio Ventures aims to address with its new fund.

In addition to its investment strategy in European VC funds, Acurio Ventures has three other vehicles dedicated to direct investment in European seed and series A startups.

The latest of these, Acurio Ventures III, closed in 2024 above €150 million and is sti…

Helsing, Europe's leading defence AI company, today announces it has raised $1.8 billion in a Series E, valuing the company at US$18 billion.

Investor demand significantly exceeded the available allocation, reflecting strong and growing confidence in AI-driven and software-defined defence technology.

The Board of Helsing remains unchanged with Co-Chairmen Daniel Ek and Tom Enders, and members Jeannette zu Fürstenberg and Denis Mercier, alongside the company's founders.

Helsing develops AI software and autonomous systems for military and national security applications.

Rather than replacing human operators, its AI is designed to support commanders by processing large volumes of battlefield d…

Doctorsa, a platform connecting travellers with doctors across 40 countries worldwide, has raised €1 million in funding.

Through this model, Doctorsa addresses the urgent-care segment of digital health, specifically tailored to the needs of international travellers.

Against the backdrop of rapid growth in agentic commerce within the travel sector, Doctorsa is introducing agentic AI solutions to healthcare.

Our growth shows that travellers value transparency, speed, and choice, even in a sector that has traditionally put consumers second.

The company will also roll out its B2B offering for travel operators, insurance companies, and businesses looking to integrate global digital healthcare se…

Last week, we tracked more than 70 tech funding deals worth over €2.8 billion and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

📊 The top three industries that raised the most were clouds (€790.8 million), fintech (€660 million), and energy (€471.4 million).

At the country level, 🇬🇧 the UK took first place (€1.7 billion), followed by 🇩🇪 Germany (€511.9 million) and 🇫🇷 France (€258.4 million).

❗ Be sure to check out the Tech.eu Funding Explorer, free and open to everyone, for deeper insights into funding data, investor activity, company profiles, and market trends.

Now, let's get you up to speed on everything that happened last week.

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.

Apple is adding renewable power to offset customer charging and support its operations, including third-party manufacturing in China.

Four major European airports in Berlin, Brussels, Dublin, and London continue to have flight delays due to a cyberattack on Collins Aerospace, a provider of check-in systems.

A cyberattack targeting Collins Aerospace, a provider of airport check-in systems, sparked delays and disrupted flights across Europe over the weekend.

Dawn Capital’s latest partner, Shamillah Bankiya, stopped by Equity this week to talk about the European landscape and the biggest misconceptions Americans have about the European startup world.