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Claim your neighborhoodStake your claim on places around town by planting 🌵 prickly cacti.

Is a location you want already claimed by another player?

You can ask them nicely to let you in or take the area by force.

👆️This is a game set in the places you visit every day.

Your character goes where you go!

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With traditional package managers, CVE triage scales with the number of artifacts, images, hosts, or runtime environments you run.

Every Nix or Flox environment resolves to the complete, transitive set of packages and build inputs used to produce it.

When a package CVE is disclosed, organizations often have to search across services, images, hosts, and runtime environments to determine their level of exposure.

These store outputs are the starting points for tracing the environment’s transitive dependency graph: resolved packages, their runtime dependencies, the dependencies of those dependencies.

FloxHub generates SBOMs for individual packages and complete environments, so organizations hav…

Mux is video for developers.

Our mission is to democratize video by solving the hard problems developers face when building video: video encoding and streaming (Mux Video), video monitoring (Mux Data), and more.

You’ll be joining a tight-knit team with experience at places like Google, YouTube, Twitch, Zencoder, Fastly, and more.

Our founders previously started (and sold) Zencoder, an early leader in cloud video technology, and authored Video.js, the biggest HTML5 video player on the web.

Customers large and small love working with us and love our team.

After consultation with the maintainers on [email protected] and at their request, this Dirty Frag document is being published.

Note 2026-05-08 Update: The xfrm-ESP Page-Cache Write vulnerability has been assigned CVE-2026-43284 and patched in mainline at f4c50a4034e6.

The RxRPC Page-Cache Write vulnerability has been reserved as CVE-2026-43500 for tracking; no patch exists in any tree yet.

Affected VersionsThe xfrm-ESP Page-Cache Write vulnerability is in scope from cac2661c53f3 (2017-01-17) up to upstream, and the RxRPC Page-Cache Write vulnerability is in scope from 2dc334f1a63a (2023-06) up to upstream.

RxRPC Page-Cache Write does not require the privilege to create a namesp…

The math bureau employees were trying to find the probability of the specific event: three people having birthday on one pre-chosen day.

For this example we’ll have n days and k people in the room.

This means that \(n \cdot p1\) provides us with a weighted sum and can be interpreted as an expected value ‘E(x_s)’.

Moreover, there is a special brute-force attack in cybersecurity called the Birthday Attack that uses the math behind the Birthday Problem to create collisions that will break the system.

Now we know that the math behind hash tables’ collisions is the math behind the Birthday Problem: days become table fields, people turn into hashes, but the calculations remain unchanged.

Major outagePartial outageNo downtime recorded on this day.

No data exists for this day.

had a major outage.

had a partial outage.

May 8, 2026 18:37 UTCWe have been made aware of a potential incident and are shutting down all issuance.

A friend recently sent me a photo of herself with my personal favorite roadside attraction: The Biggest Pistachio, located in Alamogordo, New Mexico.

The Marfa Lights Viewing Center is distinct in that it doesn’t fit cleanly into the usual roadside attraction categories; it is neither the “world’s largest” or a paranormal Thing-like spectacle.

The center is a waiting room for those hoping for an appointment with strange and illusive Marfa lights, which makes it more like an open-air church than a traditional roadside attraction.

The dream of ranching out in Far West Texas, so-called “mythic Texas” where the land is untouched, has died.

She’s sitting at a real location, another roadside attr…

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So hard drive has a bad block, pretty scary, but to fix things, it is often useful to know what broke it.

My conclusion then was that one of the “backup” volumes couldn’t be read by our backup software which is Active Business backup from synology.

In hindsight, that’s not really how SQL Server corrupts pages, T-SQL can’t write bad sectors directly.

How can software repair a hardware issue?

SQL Server pages also have checksums, so if any page came back wrong rather than unreadable, we’d have known.

AI tools can generate functional, adequate, perfectly average code at a speed and cost that would have been unimaginable even five years ago.

When code production gets cheap, the cost doesn't disappear.

It was to invest deliberately in shared context, documentation, code review, and the slow work of building mutual understanding.

If average code is cheap, then the scarce resource is no longer the ability to produce it.

Not just helping us write code faster, but helping us understand the code we already have, the code we inherited, the code that arrived fully formed from a prediction machine that does not actually know or understand the world we live in.

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Indeed, since Claude Haiku 4.5, every Claude model2 has achieved a perfect score on the agentic misalignment evaluation—that is, the models never engage in blackmail, where previous models would sometimes do so up to 96% of the time (Opus 4).

Instead, our best interventions went deeper: teaching Claude to explain why some actions were better than others, or training on richer descriptions of Claude’s overall character.

Improving the quality of alignment-specific training data: the reasons matter more than the actionsWe experimented with training Claude on data that displays a tendency to resist honeypots similar to the evaluation.

Teaching Claude the constitutionWe hypothesized that the “di…

A week ago theCopy Fail vulnerability came out, and Hyunwoo Kim immediately realized that the fixes were insufficient, sharing a patch the same day .

In doing this he followed standard procedure for Linux, especially within networking: share the security impact with a closed list of Linux security engineers, while fixing the bug quietly and efficiently in the open.

This approach never worked perfectly, but with AI getting good at finding vulnerabilities it's a much bigger problem.

In this case, just nine hours after Kim reported the ESP vulnerability Kuan-Ting Chen also independently reported it.

Luckily AI can speed up defenders as well as attackers here, allowing embargoes that would prev…

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Court To DOGE Bros: Asking ChatGPT ‘Yo, Is This DEI?’ Is Not Proper Legal Process & Also A First Amendment Violationfrom the yo-chatgpt,-is-this-legal?

There’s also the fact that DOGE has no authority to cut off these grants:DOGE had no statutory authority to terminate NEH grants.

Just days before the Mass Termination, Fox told McDonald, “We need a game plan for effectuating .

DOGE controlled the lists, DOGE rejected McDonald’s suggestions, DOGE added additional grants for termination, DOGE drafted and sent the notices, and DOGE dictated which previously awarded grants would live or die.

Filed Under: 1st amendment, chatgpt, dei, doge, elon musk, free speech, grants, justin fox, nate cavanau…

Bjarne Stroustrup's C++ Style and Technique FAQModified February 26, 2022These are questions about C++ Style and Technique that people ask me often.

Like C, C++ is meant to exploit hardware directly and efficiently.

For example:// file1.c: struct S { int x,y; }; int f(struct S* p) { return p->x; } // file2.c: struct S { int y,x; } int main() { struct S s; s.x = 1; int x = f(&s;); // x!=s.x !!

Using a resource handle, here the standard library auto_ptr, makes it clear where the responsibility lies:#include #include using namespace std; struct S { S() { cout << "make an S"; } ~S() { cout << "destroy an S"; } S(const S&) { cout << "copy initialize an S"; } S& operator=(const S&) { cout << "cop…

On November 30th 2025, I reported a critical remote code execution vulnerability ("React2Shell") to Meta.

I also recommend reading Sylvie's blog post on React2Shell, and the shenanigans following it.

(Side note: When React2Shell was fixed, it also closed off these cool attack vectors, making these initial ideas moot.)

Thursday - The First BreakthroughAt some point on Thursday evening, I found one of the most crucial ingredients that would lead me to develop React2Shell.

log } function ( ) , function ( )But there's one final detail: Do you ever have to await await foo() ?

This website is using a security service to protect itself from online attacks.

The action you just performed triggered the security solution.

There are several actions that could trigger this block including submitting a certain word or phrase, a SQL command or malformed data.

You can email the site owner to let them know you were blocked.

Please include what you were doing when this page came up and the Cloudflare Ray ID found at the bottom of this page.

In this article, the Specula team wrote about their experience of evaluating LLMs on modeling system code, the basic capability for agentic model checking, using TLA+, a specification language for concurrent and distributed systems.

The conformance phase uses trace validation, the common method for checking spec-code consistency: execution traces from code are compared against the model.

Findings: Where the Scores DivergeRunning leading LLMs across the eleven systems shows that LLMs are great at producing correct TLA+ syntax but struggle to ensure conformance and appropriate invariants.

In the invariant phase, the weakest LLM lands at 16% while Gemini 3.1 reaches 81%.

The leaderboard at sys…

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Serving a Website on a Raspberry Pi Zero Running Entirely in RAM2026-05-08My micro site, zero.btxx.org, is being served to the public internet from a Raspberry Pi Zero v1.3 running Alpine Linux.

My Raspberry Pi Zero silently running in my cold-storage room (with two extra Pis for moral support).

Serving zero.btxx.orgThis is even more impressive considering the Pi Zero only has 512MB of total memory, ~40MB of which is tied up running Alpine Linux.

If you’re interested in running your own website off a Pi Zero, follow along!

We will be using socat to direct internet traffic to our local Raspberry Pi Zero.

Greg Kroah-Hartman has announced the release of the 7.0.5, 6.18.28, 6.12.87, and 6.6.138 stable kernels.

These kernels contain a partial fix for the Dirty Frag and Copy Fail 2 security flaws.

Kroah-Hartman has confirmed that a second patch is required, but it is still in development and has not yet been merged.

to post comments

Git for AI Agents Version control for AI agent activity.

rgt blame — which prompt wrote this line?

rgt rewind — restore to any previous step (coming soon)We gave agents write access to our codebases.

Shell Completion (manual setup):# Bash rgt completion bash > /usr/local/etc/bash_completion.d/rgt # Zsh rgt completion zsh > " ${fpath[1]} /_rgt " # Fish rgt completion fish > ~ /.config/fish/completions/rgt.fishFrom Sourcegit clone https://github.com/regent-vcs/regent cd regent go build -o rgt ./cmd/rgt sudo mv rgt /usr/local/bin/ # Optionally create a symlink: sudo ln -s /usr/local/bin/rgt /usr/local/bin/regentFor shell completion, follow the "Via Go Install" instructions above.

From VSIX (Re…

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April 13, 2026I learned something about GPUs today.

A single sand tile, before the vertex shader gets its hands on it.2So it knows where to put the shadows, the fragment shader reads an adjacency map.

For this tile, the shader receives the value 238 and draws shadows along its south edge and in its northeast corner.

The GPU receives a transformation matrix for each instance, and knows to use the same mesh for all of them.

The vertex shader reads it and passes it on to the fragment shader, which then casts it back to an int, and checks the individual bits so it knows where to put the shadows.

It’s the page cache index for a specific file, a radix tree mapping page offsets to struct page pointers.

Corrupt a Page Cache page (yeah, this is how we refer it, page page page…) and all reader sees the corrupted state.

Then when we splice() from the pipe into a socket, the socket’s internal buffers (scatterlists, in the case of AF_ALG) receive those same page cache page references.

When recv triggers the decrypt, authencesn writes aad[4..7] at dst[assoclen + cryptlen] , which is a page cache page of the target file.

sgl , used , ctx -> iv ); areqfirst_rsglsglsgtsglusedctxivreq->src now points to the TX SGL (which may contain page cache pages from splice).

jank has a new custom intermediate representation (IR) and we're using it to optimize jank to compete with the JVM.

Custom IR detailsI have written a reference for jank's IR in the jank book here.

( defn fibonacci [ n ] ( if ( <= n 1 ) n ( + ( fibonacci ( - n 1 )) ( fibonacci ( - n 2 )))))This may seem like a trivial benchmark to optimize.

( defn fibonacci [ n ] ( if ( <= n 1 ) n ( + ( fibonacci ( - n 1 )) ( fibonacci ( - n 2 ))))) ( require ' [ jank.perf ]) ( jank.perf/benchmark { :label "fib" } ( fibonacci 35 ))If we run this with optimizations enabled and eager compilation, we can get our initial numbers.

( defn fibonacci [ n ] ( if ( <= n 1 ) n ( + ( fibonacci ( - n 1 )) ( fibonacci ( -…

May 8, 2026 18:37 UTCWe have been made aware of a potential incident and are shutting down all issuance.

To start this off I will say that I’ve been using NixOS for 3 years now and I have used the main 6 (or 7 if we include ragenix) secrets management tools on NixOS.

The way you use sops-nix is by creating a yaml file with the rules for encrypting and decrypting secrets.

If you’re starting from scratch and you have more than a couple of services that each want a bundle of related secrets, sops-nix will scale better.

agenix is what I reach for whenever someone asks me about secrets in a NixOS machine.

is what I reach for whenever someone asks me about secrets in a NixOS machine.

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BriefMy friend had a Arlo VMC2040 security camera on his shelf.

He bought it a while ago, but never really used it as it required a subscription to work properly.

Here in Sweden we have a long holiday due to Easter, so I decided to take a look at the camera and see what's possible.

It would be interresting to see how secure a security camera actually is, and if there are any backdoors or debug features left enabled in the firmware.

The first part of the series is focused on examine the hardware and software to get as much information as possible out from the camera.

AI tools can generate functional, adequate, perfectly average code at a speed and cost that would have been unimaginable even five years ago.

When code production gets cheap, the cost doesn't disappear.

It was to invest deliberately in shared context, documentation, code review, and the slow work of building mutual understanding.

If average code is cheap, then the scarce resource is no longer the ability to produce it.

Not just helping us write code faster, but helping us understand the code we already have, the code we inherited, the code that arrived fully formed from a prediction machine that does not actually know or understand the world we live in.

The `Sync` bound nobody asked for&self on an async trait method whose returned future must be Send implicitly forces Sync on the impl type — even if neither the trait nor its callers ever ask for Sync .

So a Send future that captures &mut T only needs T: Send , but a Send future that captures &T needs T: Sync .

(MyWorker: Sync); impl Worker for MyWorker { async fn work ( & self) {} } pub fn spawn < W: Worker + Send + 'static > (w: W ) { tokio::spawn( async move { loop { w.work().

But Cell is Send and !Sync , so it makes MyWorker !Sync too, which breaks the Sync requirement coming from &self .

The cheap fix is to make Self: Sync : swap the non- Sync interior-mutability primitive for a Sync o…

Pushing Local Models With Focus And PolishI really, really want local models to work.

Runnable Is Not FinishedA lot of local model work optimizes for making models runnable.

The attention immediately moves to making the next thing run instead of making one thing run really, really well in one harness.

We need to start applying that mentality to local models too.

Focusing and LearningThe experiment I want to run is not “can a local model run?” because we already know that it can.

Serving a Website on a Raspberry Pi Zero Running Entirely in RAM2026-05-08My micro site, zero.btxx.org, is being served to the public internet from a Raspberry Pi Zero v1.3 running Alpine Linux.

My Raspberry Pi Zero silently running in my cold-storage room (with two extra Pis for moral support).

Serving zero.btxx.orgThis is even more impressive considering the Pi Zero only has 512MB of total memory, ~40MB of which is tied up running Alpine Linux.

If you’re interested in running your own website off a Pi Zero, follow along!

We will be using socat to direct internet traffic to our local Raspberry Pi Zero.

When off, the info icon won't show a dot for unseen updates.

Feedback is displayed publicly, so remove it if you don't want it shared.

Stored in a small SQLite database on our server.

We store the message and a timestamp, nothing else.

Don't include personal info.

Just Fucking Use GoHey, dipshit.

You're out there gluing together fifteen Node packages, three TypeScript build tools, and a Kubernetes cluster to serve a fucking form.

No node_modules the size of a fucking Volkswagen.

The stdlib is also fucking deepio.Reader and io.Writer are two interfaces with one method each.

Just fucking use GoStop pretending you need a framework.

You have to add http:// to access the site it seems

Comments

Michael Kan / PCMag:

The FCC says foreign-made routers and drones can now receive software updates at least until 2029, extending its earlier 2027 cutoff — The FCC's bans on foreign-made Wi-Fi routers and drones initially included an expiration date on software updates, but the commission has now extended the cutoff from 2027 to 2029.

Bloomberg:

Sources: WH is preparing to order US agencies to partner with AI companies on cybersecurity; the EO wouldn't require pre-release model testing by the government — The Trump administration is preparing to order US agencies to partner with artificial intelligence companies to protect networks …

Alex Lekander / CyberInsider:

EU warns that VPNs are being used to bypass online age-verification systems, calling their use “a loophole in the legislation that needs closing” — The European Parliamentary Research Service (EPRS) has warned that virtual private networks (VPNs) are increasingly being used …

Nathan Lambert / Interconnects AI:

Impressions of China's AI ecosystem after visiting many leading AI labs there, and the similarities and differences in working on LLMs in China and the West — Lessons from my trip to talk to most of the leading AI labs in China. … Audio playback is not supported on your browser. Please upgrade.

Bloomberg:

Sources: Apollo Global and Blackstone are among private credit lenders in talks with Broadcom over a ~$35B financing deal to fund the development of AI chips — Apollo Global Management Inc. and Blackstone Inc. are among private credit lenders involved in talks with chipmaker Broadcom Inc …

Bloomberg:

Sources: Cerebras plans to raise its IPO price range from $115-$125 per share to $125-$135 after drawing orders for more than 20x the number of shares available — Cerebras Systems Inc. is set to increase the price range of its initial public offering as soon as Monday …

Associated Press:

A hack of Instructure's Canvas locked out students at schools and universities across the US in the middle of finals period; some US colleges postponed exams — Schools and universities across the country are recovering from an outage that knocked down Canvas, an online platform that manages exams …

Bloomberg:

Sources: Isomorphic Labs, an AI-powered drug discovery company spun out of Google DeepMind, is in advanced talks to raise $2B+ led by Thrive Capital — Isomorphic Labs, an AI-powered drug discovery company spun out of Alphabet Inc.'s Google DeepMind, is in advanced discussions to raise …

Rachel Metz / Bloomberg:

Akamai says it struck a seven-year cloud computing deal with a “leading frontier model provider”; sources: the deal was with Anthropic and is worth $1.8B — Anthropic PBC has signed a $1.8 billion computing deal with cloud services provider Akamai Technologies Inc. to meet surging demand …

Ian King / Bloomberg:

Interviews with Intel CEO Lip-Bu Tan and other execs about the challenges of a turnaround, along with efforts to instill a sense of urgency in the organization — After Lip-Bu Tan became chief executive officer of Intel Corp. in March of last year, the struggling company's shares went nowhere …

Wall Street Journal:

Sources: Apple and Intel have reached a formal deal in recent months for Intel to manufacture some chips for Apple devices — The iPhone maker and U.S. silicon giant will work together on chips for Apple devices. The Trump administration pushed for the deal.

Olivia Solon / Bloomberg:

OnlyFans agrees to sell a ~16% stake to Architect Capital for $535M in a deal that values the company at about $3.15B — OnlyFans, the platform best known for adult content, agreed to sell a minority stake to Architect Capital in a deal that values the British company at about $3.15 billion.

Costas Mourselas / Financial Times:

Investor letter: TCI, one of the world's biggest hedge funds, cut almost all of its $8B stake in Microsoft, citing AI-related risks to Office and Azure — TCI has cut its position in tech giant from 10% to 1% — Sir Christopher Hohn's hedge fund TCI has dumped almost all of its $8bn stake …

Brandon Gomez / CNBC:

Whoop plans to offer on-demand video consultations with licensed clinicians for US users, and adds electronic health records and AI-powered health guidance — Wearable fitness tracker Whoop announced on Friday it will introduce in-app access to on-demand licensed clinicians for users in the United States.

Wesley Yin-Poole / IGN:

Sony reports a $765M impairment loss due to underperformance of Marathon developer Bungie during the financial year ending March 31, 2026 — Extracting value. — Sony has reported a $765 million impairment loss due to underperformance of Marathon developer Bungie during its last financial year.

The Information:

Sources: DeepSeek seeks to raise ~$7.3B in its first-ever funding round at a $50B+ valuation, with CEO Liang Wenfeng making a personal investment of ~$2.9B — Liang Wenfeng, billionaire founder and CEO of DeepSeek, is planning to write the biggest check for the startup's first-ever funding round …

Reuters:

European Central Bank President Christine Lagarde expressed skepticism over the need for euro-pegged stablecoins, saying they could hamper the ECB's work — European Central Bank President Christine Lagarde expressed scepticism on Friday over the need for stablecoins pegged to the euro …

Lily Ford / The Hollywood Reporter:

Substack says paid subscriptions to creators in the UK, its second-largest market, hit 500K+; global paid subs hit 5M+, with 50+ creators earning $1M+ annually — Charli XCX and Jamie Oliver are among the high-profile Brits currently using Substack, as the platform reveals exclusive new data …

Jordan Fitzgerald / Bloomberg:

Filing: Lime files for an IPO, reporting 2025 revenue of $886.7M, up from $686.6M YoY, and a net loss of $59.3M, up from $33.9M; it was valued at $510M in 2020 — Electric bike and scooter rental startup Lime filed for an initial public offering, showing growing revenue and an expanding user base.

Arjun Kharpal / CNBC:

Nintendo reports Q4 revenue of ~$2.60B, below ~$2.75B est., net profit of ~$416M, above ~$403.68M est., and forecasts a decline in FY 2027 Switch 2 unit sales — Nintendo will hike the retail price of the Switch 2 after forecasting a decline in sales for its flagship console as the memory chip crunch hits the Japanese gaming giant.

Mike Wheatley / SiliconANGLE:

Datadog closed up 31%+ after reporting Q1 revenue up 32% YoY to $1B and raising its FY revenue forecast, an outlier in the software industry amid the AI boom — Shares of Datadog Inc. popped after the application monitoring software firm crushed Wall Street's expectations …

Kai Nicol-Schwarz / CNBC:

Sony reports Q4 revenue of $19.4B, above ~$18.4B est., operating profit of ~$1.06B, below ~$1.7B est., and forecasts FY 2027 net profit to rise 13% to ~$7.4B — Japanese entertainment giant Sony on Friday said it expects annual profit to rise as revenue from some business segments …

Bloomberg:

Sony and TSMC announce a new JV to build next-gen image sensors for robots and cars, as Sony moves from in-house manufacturing to a more asset-light approach — Sony Group Corp. plans a new joint venture with Taiwan Semiconductor Manufacturing Co. as the first step toward what it called …

Wired:

Musk v. Altman docs: Microsoft execs had reservations about funding OpenAI in 2018 but worried that withholding support could push OpenAI into Amazon's arms — Leaders at the tech giant were skeptical of OpenAI—but wary of pushing it into the arms of Amazon, according to evidence revealed during the Musk v. Altman trial.

Bloomberg:

Sources: the US suspects OBON, a key company behind Thailand's national AI effort, of smuggling Super Micro servers with export-controlled Nvidia chips to China — A key company behind Thailand's national AI effort is suspected of helping to smuggle billions of dollars worth …

Bloomberg:

Nintendo says it will increase the price of the Switch 2 to $500, up from $450, globally from September 1, and offers a downbeat performance outlook for 2026 — Nintendo Co. said it will increase the price of its Switch 2 console to $500 from $450, acknowledging pressure on profitability …

Pew Research Center:

Surveys: half of US adults under 50 get health info from influencers or podcasts; 86% of the health influencers are on Instagram, 62% on TikTok, 45% on YouTube — Half of U.S. adults under 50 say they get health and wellness information from social media influencers or podcasts.

ACE-Step UIThe Ultimate Open Source Suno AlternativeSeamless integration with ACE-Step 1.5 - The Open Source AI Music Generation ModelDemo • Why ACE-Step • Features • Installation • Usage • Contributing🎬 DemoGenerate professional AI music with a Spotify-like interface - 100% free and local🚀 Why ACE-Step UI?

ACE-Step 1.5 is the open source Suno killer that runs locally on your own GPU - and ACE-Step UI gives you a beautiful, professional interface to harness its full power.

Start ACE-Step UI (in another terminal) cd ace-step-ui start.batLinux / macOS - One-Click Start (Easiest!)

Start ACE-Step UI (in another terminal) cd ace-step-ui start.batOpen http://localhost:3000 and start creating!

⭐ I…

Star us ❤️ → · · ·CocoIndex turns codebases, meeting notes, inboxes, Slack, PDFs, and videos into live, continuously fresh context for your AI agents and LLM apps to reason over effectively — with minimal incremental processing.

text )) @ coco .

fn async def main ( src ): table = await postgres .

items (), table ) coco .

React — for data engineeringSee the React ↔ CocoIndex mental model →Incremental engine for long-horizon agentsData transformation for any engineer, designed for AI workloads —with a smart incremental engine for always-fresh, explainable data.

Local Deep Research🚀 What is Local Deep Research?

Supply Chain Security: Docker images are signed with Cosign, include SLSA provenance attestations, and attach SBOMs.

Detailed Architecture → | Security Policy → | Security Review Process →🔒 Privacy & DataLocal Deep Research contains no telemetry, no analytics, and no tracking.

AcknowledgementsLocal Deep Research is built on the work of many open-access initiatives, academic databases, and open-source projects.

If Local Deep Research is useful to you, consider giving back to the open-access ecosystem that makes it possible:📄 LicenseMIT License - see LICENSE file.

SymphonySymphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supervising coding agents.

In this demo video, Symphony monitors a Linear board for work and spawns agents to handle the tasks.

The agents complete the tasks and provide proof of work: CI status, PR review feedback, complexity analysis, and walkthrough videos.

Symphony is the next step -- moving from managing coding agents to managing work that needs to get done.

Use our experimental reference implementationCheck out elixir/README.md for instructions on how to set up your environment and run the Elixir-based Symphony implementation.

Each ships as a Cowork plugin and as a Claude Managed Agent template you deploy via /v1/agents .

Each ships as a Cowork plugin as a Claude Managed Agent template you deploy via .

Vertical plugins — the underlying skills, slash commands, and data connectors, bundled by FSI vertical.

Each agent plugin is self-contained — it bundles the skills it uses, so installing the agent is all you need.

For Managed Agent deployment — agent.yaml , leaf-worker subagents, steering-event examples, and per-agent security notes — see managed-agent-cookbooks/.

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.

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

DocuSealOpen source document filling and signingDocuSeal is an open source platform that provides secure and efficient digital document signing and processing.

Create PDF forms to have them filled and signed online on any device with an easy-to-use, mobile-optimized web tool.

FeaturesPDF form fields builder (WYSIWYG)12 field types available (Signature, Date, File, Checkbox etc.)

We specialize in working with various industries, including Banking, Healthcare, Transport, Real Estate, eCommerce, KYC, CRM, and other software products that require bulk document signing.

By leveraging DocuSeal, we can assist in reducing the overall cost of developing and processing electronic documents while ensu…

Supported built-in login flowsClaude ( jcode login --provider claude )( ) OpenAI / ChatGPT / Codex ( jcode login --provider openai )( ) Google Gemini ( jcode login --provider gemini )( ) GitHub Copilot ( jcode login --provider copilot )( ) Azure OpenAI ( jcode login --provider azure )( ) Alibaba Cloud Coding Plan ( jcode login --provider alibaba-coding-plan )( ) Fireworks ( jcode login --provider fireworks )( ) MiniMax ( jcode login --provider minimax )( ) LM Studio ( jcode login --provider lmstudio )( ) Ollama ( jcode login --provider ollama )( ) Custom OpenAI-compatible endpoint ( jcode login --provider openai-compatible )For custom OpenAI-compatible endpoints, jcode now prompts for the A…

It uses the Claude Agent SDK and the Pi SDK side by side—building on what we found great and improving areas where we've desired improvements.

Google OAuth Setup (Gmail, Calendar, Drive, YouTube, Search Console)Google integrations require you to create your own OAuth credentials.

ArchitectureCraft Agents uses two agent backends:Claude — powered by the Claude Agent SDK, which natively supports custom base URLs and provider routing.

Pi — powered by the Pi SDK, which handles Google AI Studio, ChatGPT Plus (Codex OAuth), GitHub Copilot OAuth, and OpenAI API key connections.

Third-Party LicensesThis project uses the Claude Agent SDK, which is subject to Anthropic's Commercial Terms of Service.

ZedWelcome to Zed, a high-performance, multiplayer code editor from the creators of Atom and Tree-sitter.

InstallationOn macOS, Linux, and Windows you can download Zed directly or install Zed via your local package manager (macOS/Linux/Windows).

Is the error failed to satisfy license requirements for a dependency?

If so, first determine what license the project has and whether this system is sufficient to comply with this license's requirements.

If so, first determine what license the project has and whether this system is sufficient to comply with this license's requirements.

Dexter 🤖Dexter is an autonomous financial research agent that thinks, plans, and learns as it works.

Think Claude Code, but built specifically for financial research.

Table of Contents👋 OverviewDexter takes complex financial questions and turns them into clear, step-by-step research plans.

It runs those tasks using live market data, checks its own work, and refines the results until it has a confident, data-backed answer.

📱 How to Use with WhatsAppChat with Dexter through WhatsApp by linking your phone to the gateway.

\end { center } \begin { figure }[!h] \centering \begin { subfigure }[b] \includegraphics [width=0.3 \linewidth ]{img1.png} \end { subfigure } \begin { subfigure }[b] \includegraphics [width=0.3 \linewidth ]{img2.png} \end { subfigure } \begin { subfigure }[b] \includegraphics [width=0.3 \linewidth ]{img3.png} \end { subfigure } \end { figure } .tableofcontents # Section ## Subsection 1 .

Requirements: Java 17 or higher(Only for PDF export) Node.js, npm, Puppeteer.

Alternatively, you may manually create a .qd source file and start from there.

If you would like to familiarize yourself with Quarkdown instead, quarkdown repl lets you play with an interactive REPL mode.

--pdf : produces a PDF f…

GhostTrackUseful tool to track location or mobile number, so this tool can be called osint or also information gatheringNew update : Version 2.2Instalation on Linux (deb)sudo apt-get install git sudo apt-get install python3Instalation on Termuxpkg install git pkg install python3Usage Toolgit clone https://github.com/HunxByts/GhostTrack.git cd GhostTrack pip3 install -r requirements.txt python3 GhostTR.pyDisplay on the menu IP Trackeron the IP Track menu, you can combo with the seeker tool to get the target IP⚡ Install Seeker : - Get SeekerDisplay on the menu Phone Trackeron this menu you can search for information from the target phone numberDisplay on the menu Username Tracker

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Getting Startedpip install bocpyWhat is BOC?

Behavior-oriented concurrency (BOC) is a new paradigm for parallel and concurrent programming which is particularly well-suited to PythonIn a BOC program, data is shared such that each behavior has unique temporal ownership of the data, removing the need for locks to coordinate access.

Behaviors are implemented as decorated functions, and from the programmer's perspective, those functions work like normal.

Importantly, the programmer's task shifts from solving concurrent data access problems to organizing data flow through functions.

BOC has been implemented in several languages, including as a foundational aspect of the research language Verona,…

hunk diff # review current repo changes, including untracked files hunk diff --watch # auto-reload as the working tree changes hunk show # review the latest commit hunk show HEAD~1 # review an earlier commitWorking with raw files and patcheshunk diff before.ts after.ts # compare two files directly hunk diff before.ts after.ts --watch # auto-reload when either file changes git diff --no-color | hunk patch - # review a patch from stdinWorking with agentsOpen Hunk in another terminal with hunk diff or hunk show .

Load the Hunk review skill: skills/hunk-review/SKILL.md .

Git integrationSet Hunk as your Git pager so git diff and git show open in Hunk automatically:Note Untracked files are auto-i…

My theme today is Knitting Bullshit and before I begin, I had better explain to you what I understand bullshit to be.

So, of course I went to listen to Inception Point AI’s “knitting” podcast.

Why should it matter that this AI animation isn’t grounded in actual knitting history when it celebrates knitting, and makes everyone feel so good about knitting?

But all of those inaccuracies, all of that weird, synthetic emotional grasping is not why I object so much to this kind of knitting bullshit.

No – knitting bullshit bothers me most of all because of the way it parasitises and degrades our industry and our community.

The code matters, but it is the residue of the harder work, not the work itself.

Typing speed, language design, framework choice, IDE plugins, code review tooling were all about reducing the cost of the residue.

The bottleneck moves from the people writing the code to the people deciding what code should exist.

When code gets 10x cheaper to write, we don’t spend 10% of the effort on the same outcomes.

They are overestimated as a way to make individuals write code faster, and underestimated as a way to make organizations externalize what they know.

Why Most Product Tours Get Skipped (and the One Pattern That Does Not)Most users dismiss the first step of a product tour within seconds.

Here is why that happens, what users do instead, and the one pattern that actually drives activation.

Get ConnectedConnect and control your Meshtastic devices through various platforms.

Choose the client that best fits your needs and device ecosystem.

Last week, a tweet went viral showing a guy claiming that a Cursor/Claude agent deleted his company's production database.

I have a question too: why do you have an API endpoint that deletes your entire production database?

The software architects used AI to spec the product from AI-generated descriptions provided by the product team.

The developers used AI to write the code.

The reviewers used AI to approve it.

Wi-Fi, or WiFi, or Wifi, or wifi?

PHY speed: When any Wi-Fi device reports a PHY speed to you, take that value with a huge grain of salt.

PHY speed tables: If you don't find your PHY speed in the PHY tables in this paper below [§10], look up the speed in the full PHY speed tables (docs.google.com).

which assumes you have the Wi-Fi channel all to yourselfand your neighbor is using Wi-FiHow is Wi-Fi spectrum shared?

That one car will drastically slow down all other cars Wi-Fi devices wanting to use the highway Wi-Fi channel .

You don't know this.

You don't know this.

The cron job pays salaries.

You don't know this.

They can't come for her because they don't know she's there.

Vibe coding and agentic engineering are getting closer than I’d likeI recently talked with Joseph Ruscio about AI coding tools for Heavybit’s High Leverage podcast: Ep.

Here are some of my highlights, including my disturbing realization that vibe coding and agentic engineering have started to converge in my own work.

Vibe coding and agentic engineering are starting to overlapA few weeks after vibe coding was first coined I published Not all AI-assisted programming is vibe coding (but vibe coding rocks), where I firmly staked out my belief that “vibe coding” is a very different beast from responsible use of AI to write code, which I’ve since started to call agentic engineering.

And my take o…

I’m pretty sure they sell these same Fishwife spicy tuna tins for half the price at Costco!

Embracing the Costco lifestyle means accepting the fact that I am, in many ways, becoming my father.

One encounters a thousand and one stories observing the swath of humanity at the Costco, amongst the realm of the Costco people, doing whatever Costco people do.

I will never purchase Costco clothing, flowers, or wine, even though I’m well aware there are some deals to be had ($219 for a bottle of Dom ain’t bad).

I wonder about everyone else in Costco, and if they’re having moments like this as they shop.

I used to see that retro multi-stroke text effect quite often and tried to replicate it using the CSS text-stroke property, but the results never quite matched.

One evening late last year, I was eager to give it another shot after seeing the text effect again in the book Graphic Japan : from woodblock and zen to manga and kawaii.

Text stroke effect from the bookI kept stacking several elements and accidentally varied the text-stroke-width for each layer.

@grid: 7x1/ 360px auto noclip; @content: '✱'; font: 50px/0 sans-serif; color: transparent; -webkit-text-stroke-color: #cc0d55; -webkit-text-stroke-width: @i(*1.8px);The next step is to use different colors and put them in order.

Chrome/Safa…

SomaFM runs on boring internet radio infrastructure: open streams, playlist files, direct URLs, Icecast servers.

OFF AIR ICECAST · MP3 · 128k now broadcasting Boring Internet Radio new music by the author, on a small computer in New York direct streamSpotify launched years after SomaFM.

Usenet is what the social internet looked like before the social internet had product managers tasked with growth and viral loops.

Small internet radio stations still broadcast from servers with ugly URLs.

You did not just read about the boring internet.

I would contend that Pedometer++’s watchOS mapping support is the absolute best available on the App Store.

SwiftUI was the only choice because it’s all that watchOS supported, and proved to be helpful for putting maps into widgets, which also only support SwiftUI.

In 2021, I got this engine to a place where I could reliably and performantly render a map on watchOS.

App design on watchOS is a really fun — but frustrating — challenge.

I could make the interface configurable, but one of the fundamental rules of watchOS design is that you should avoid any interaction that takes more than a few seconds on the watch.

Generative AI can produce work that looks expert without being expert, and the failure arrives in two shapes.

The first is when novices in a field are able to produce work that resembles what their seniors produce, faster or more advanced than their judgment.

An NBER study of support agents [2] found generative AI boosted novice productivity by about a third while barely helping experts.

Generative AI and the market for creative content (Zou, Shi, & Wu, 2026).

Ten simple rules for optimal and careful use of generative AI in science (Helmy, Jin, et al., 2025).

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.

Server ErrorOops!

Looks like the server had a hiccup.

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

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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.

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.

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

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

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

At an unbeatable price.

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

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

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

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

Try it risk-free with a 14-day money-back guarantee at nordlayer.com/thechangelogFly.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.

While smart plugs are very convenient, here are some things you should never plug into them.

Instructure says data was stolen; what Canvas users should do next.

If a victim fails to comply, the information stolen from them may be published.

ShinyHunters has threatened to leak data on approximately 275 million students from 8,800 academic institutions if its demands are not met.

If the ransomware group releases stolen data and manages to grab credentials, those credentials may be made public.

Have I Been Pwned: It's too early for this data breach and any subsequent data leak to be recorded on Have I Been Pwned, but we recommend visiting this website frequently to check whether you have been involved in any online data breaches.

ZDNET's key takeawaysThe MacBook Neo raised the bar for the budget PC market.

Apple's $599 MacBook Neo was a shock to the Windows PC market -- and that's a good thing.

Also: We compared the MacBook Neo to its closest Windows and Chromebook rivals: by the specsYou can bet that Microsoft is working on a follow-up.

We've already identified a handful of Windows PCs (and Chromebooks) that could rival the MacBook Neo, but how do they actually hold up?

Also: The case for buying a MacBook Neo right now - especially for studentsOne thing is certain: The MacBook Neo has pushed PC and Chromebook manufacturers to set a new standard for budget devices, and this is great news for consumers.

Key takeawaysAmerican Airlines passengers are limited to two portable chargers.

Portable chargers must be visible or within reach for the flight.

In addition to following the new guidelines to keep portable chargers visible or within reach, these devices may not be recharged aboard the aircraft.

What to keep in mindIf you're traveling soon, it's wise to verify your airline's portable power policies before your departure.

Portable power banks we recommendNeed a recommendation for a portable power bank?

Also: Lenovo ThinkPad vs. Apple MacBook: Which is the better laptop for you?

Dell laptops tend to cater more toward creative professionals and consumers who value polished design.

You want a laptop with the best displaysI have found that Dell laptops are generally better for creative workflows.

You value aestheticsKyle Kucharski/ZDNETAdmittedly, I am biased here, but I think Dell laptops have more striking designs overall.

However, when it comes to first impressive and visual appeal, Dell laptops tend to stand out more.

If your Roku is lagging, with apps struggling to open, it might not be your Wi-Fi. Here's what I do to fix performance.

Eventually, it became obvious that Apple Maps was my backup maps app, the one I'd accidentally open instead of Google Maps.

Is Google Maps or Apple Maps better?

Navigation with intelligent routing Winner: Google Maps, for defaulting to the best, fastest route Apple Maps is genuinely good at turn-by-turn navigation now.

Also: I found a free Google Maps alternative that doesn't track me But Apple Maps now supports offline maps, too.

Google Maps is more like a Swiss Army knife packed with 47 different tools, while Apple Maps keeps things simple.

Clearing my Roku cache takes less than a minute. When I remember to do it, my system runs like new.

ReMarkable just announced its new digital paper tablet for note-taking and sketching, called the Paper Pure.

It comes to market at the same $399 starting price as one of its biggest competitors, Amazon's Kindle Scribe.

It's also the same starting price of $399 as the Paper Pure, and the closest in features.

Conversely, the Kindle Scribe gets bright -- up to 110 nits, one of the brightest digital paper tablets I've tested.

The ReMarkable Paper Pure, on the other hand, is a minimalist device with a distraction-free aesthetic and a focus on productivity.

You can still watch your favorite shows even if your Roku remote has disappeared. Here's how.

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.

Two standout examples that exemplify this trend are the Galaxy Book6 Ultra and the Dell XPS 16.

I thought those two would define the category as the best, but here comes a new challenger: the Lenovo Pro 9i Aura Edition.

Below is a table comparing the benchmark results of the Lenovo Pro 9i Aura Edition with those of the Dell XPS 16 and Samsung Galaxy Book6 Ultra.

The Lenovo Pro 9i lasted around 10.5 hours on a single charge (with battery saver disabled, mind you).

To me, it sits comfortably between the Galaxy Book6 Ultra and Dell XPS 16 in terms of value.

On Thursday, the tech giant announced its new screenless fitness band, the Fitbit Air, to its health tracker offerings.

Your first three months of Google Health Premium are free with a purchase of Fitbit Air.

You want a longer battery lifeWhoop's battery lasts 14 days, whereas the Fitbit Air lasts only seven.

The higher-end device will last you twice as long as the Fitbit Air, so you won't have to charge it as frequently.

I like that the Fitbit Air is finally taking on a cult favorite fitness band -- and at a lower price.

My pick for the best travel VPN overall is NordVPN due to its excellent security, speed, and fast and reliable connections.

Also: The best VPNs for streaming: Expert testedAt ZDNET, we have extensively tested the best travel VPNs to help you find the best option for keeping your connections safe and secure.

Also: The best free VPNs: Protect your privacy for free with my top picksChoosing the right travel VPN Choosing the best travel VPN involves hands-on testing.

If you need or want... NordVPN The best travel VPN of 2026.

Show moreFactors to consider when choosing a travel VPN While travel-friendly VPNs can be used anytime, specific features make them the strongest contenders on my list of …

Netflix codes make it easy to find buried genres and micro-categories. Here's how to use them - and my favorite ones.

Some found out they didn't qualify for WARN Act protections like two-months notice because the company had classified them as remote workers.

The invisible force behind all of this is no mystery to anyone paying attention to the city's tech economy. San Francisco is home to some of the most valuable private companies in the world, and their employees have been quietly accumulating — and, increasingly, cashing out — fortunes.

The Clips feed aims to enable discovery by offering users a scrollable feed with short snippets of shows and movies.

Intel's stock has risen a stunning 490% over the past year, a bet by Wall Street that may be running well ahead of the company's actual turnaround.

CloudFlare announced its first large-scale layoff. CEO Matthew Prince says because of AI efficiency gains, the company doesn't need as many support roles.

More than 500 people will be affected by the closures.

The VC firm, which focuses on mothers as consumers, raised a $10 million debut fund.

The National Highway Traffic Safety Administration has opened an investigation into Avride after identifying more than a dozen crashes and one minor injury.

A report by Poland’s top intelligence agency accused Russia of sabotage and hacking activities against the country’s military and civilian infrastructure.

Former cybersecurity executive Peter Williams stole several surveillance and hacking tools and sold them for $1.3 million to a Russian broker that works with Putin’s government.

The Defense Department has released a collection of UFO files with images, videos, and documents on war.gov/ufo.

Truecaller's ad revenue declined by 44%, leading to the layoffs.

Learn what it takes to build a Series A in 2027 from top VCs at TechCrunch Disrupt 2026, taking place at San Francisco’s Moscone West on October 13-15. Register today to hear this session live on the Builders Stage.

Last day to buy one pass and get a second one at 50% off to TechCrunch Disrupt 2026. Bring a partner, co-founder, or colleague at half off. Register now.

After years of hints and preparation, Lime plans to enter the public markets.

An anonymous reader quotes a report from Wired: Security researcher Dor Zvi and his team at the cybersecurity firm he cofounded, RedAccess, analyzed thousands of vibe-coded web applications created using the AI software development tools Lovable, Replit, Base44, and Netlify and found more than 5,000 of them that had virtually no security or authentication of any kind. Many of these web apps allowed anyone who merely finds their web URL to access the apps and their data. Others had only trivial barriers to that access, such as requiring that a visitor sign in with any email address. Around 40 percent of the apps exposed sensitive data, Zvi says, including medical information, financial data,…

The Pentagon has begun releasing new UFO/UAP files through a newly launched public website, starting with 162 documents from agencies including the FBI, State Department, NASA, and others. Officials say more files will be released on a rolling basis. The Associated Press reports: The Pentagon has begun releasing new files on UFOs, saying members of the public can draw their own conclusions on "unidentified anomalous phenomena" like an object that a drone pilot says shone a bright light in the sky and then vanished. It said in a post on X on Friday that while past administrations sought to discredit or dissuade the American people, President Donald Trump "is focused on providing maximum tran…

Apple and Intel have reportedly reached a preliminary agreement (paywalled; alternative source) for Intel to manufacture some chips used in Apple devices, after more than a year of talks and pressure from the Trump administration. It's still unclear which Apple products would use Intel-made chips, but the deal would mark a major potential win for Intel's foundry ambitions and give Apple another manufacturing option beyond TSMC. Read more of this story at Slashdot.

An anonymous reader quotes a report from 404 Media: Skyrocketing hard drive and storage costs caused by the AI data center boom are making it more expensive and more difficult for digital archivists, academics, Wikipedia, and hobby data hoarders to save data and archive the internet. Specific drives favored by some high profile organizations like the Internet Archive have become far more expensive or are difficult to find at all, archivists said. Over the last several months, prices for both consumer level and enterprise solid state drives, hard drives, and other types of storage have skyrocketed. As an example, a 2TB external Samsung SSD I purchased last fall for $159 now costs $575. PC Pa…

Longtime Slashdot reader couchslug shares a report from That Privacy Guy's Alexander Hanff: Two weeks ago I wrote about Anthropic silently registering a Native Messaging bridge in seven Chromium-based browsers on every machine where Claude Desktop was installed. The pattern was: install on user launch of product A, write configuration into the user's installs of products B, C, D, E, F, G, H without asking. Reach across vendor trust boundaries. No consent dialog. No opt-out UI. Re-installs itself if the user removes it manually, every time Claude Desktop is launched. This week I discovered the same pattern, executed by Google. Google Chrome is reaching into users' machines and writing a 4GB …

Cloudflare plans to cut about 20% of its workforce, or more than 1,100 employees, as it restructures around an "agentic AI-first operating model." Reuters reports: Cloudflare CEO Matthew Prince and co-founder Michelle Zatlyn said in a message to employees that the company was reimagining every team and function to operate in what they described as an agentic AI era. Cloudflare said the job cuts reflect a redesign of internal processes and roles, rather than a response to employee performance or short-term cost pressures. The company added that its own use of AI has increased more than sixfold over the past three months, prompting major changes in how teams operate. Read more of this story a…

Longtime Slashdot reader Qbertino writes: The Fehrmarnbelt tunnel is a European construction megaproject building a tunnel between Denmark and Germany, crossing the Fehmarnbelt in the Baltic sea. The first segment of the tunnel has now successfully been placed in its designated spot. This is a yet-unseen, next-level engineering feat achieved by the Danish Sund & Baelt construction company. It took 14 hours and used a massive pontoon ship built specifically for this project. The tunnel segments are 217 meters long, weigh more than 73,000 metric tons, and have to be placed within a tolerance of 3 mm. The tunnel will eventually consist of 89 of these segments, be 18 km long, and connect the Da…

Wired describes the recent Canvas breach as an unusually disruptive ransomware-style extortion incident because one attack on Instructure's learning platform temporarily paralyzed thousands of schools during finals and end-of-year assignments. The hackers using the "ShinyHunters" name claim more than 8,800 schools were affected, while Instructure says exposed data included names, email addresses, student ID numbers, and platform messages. From the report: Higher education has long been a target of ransomware gangs and data extortion attacks. But never before, perhaps, has a cyberattack against a single software platform so thoroughly disrupted the daily operations of thousands of schools ac…

An anonymous reader quotes a report from Business Insider: As the trial between Elon Musk and OpenAI ended its second week, the Tesla CEO started scoring points against Sam Altman. His witnesses landed three solid punches in testimony about how Altman runs OpenAI as CEO, raising concerns about his dedication to AI safety, the nonprofit's mission, and his honesty as a leader of the organization. [...] This week, Musk's legal team called a parade of witnesses who questioned whether Altman was acting in the interest of the nonprofit. On Thursday, that included a former OpenAI safety researcher, who described a slow erosion of the company's safety teams, which prompted her to leave the company.…

The IMF is warning that advanced AI-powered cyberattacks pose a serious threat to global financial stability. "IMF analysis suggests that extreme cyber-incident losses could trigger funding strains, raise solvency concerns, and disrupt broader markets," the lender warned in a new report. The report urged greater international cooperation and emphasized resilience, since breaches are "inevitable" -- particularly for emerging economies with weaker defenses. Agence France-Presse reports: The study's authors highlighted the risks posed by the highly interconnected nature of the global financial system, with advanced AI models able to "dramatically reduce" the time and cost of exploiting vulnera…

In honor of World Password Day, Kaspersky researchers revisited their study on the crackability of real-world passwords and found that 60% of MD5-hashed passwords could be cracked in under an hour with a single Nvidia RTX 5090, and 48% could be cracked in under a minute. "The bottom line is that passwords protected only by fast hashing algorithms such as MD5 are no longer safe if attackers obtain them in a data breach," reports The Register. From the report: Much of the reason password hashes have become so easy to crack is password predictability. Per Kaspersky, its analysis of more than 200 million exposed passwords revealed common patterns that attackers can use to optimize cracking algo…

One of the hard parts of moving from school to “the real world” is adjusting

to all the ways that school is artificial. It’s different from the real

world.I’ve been thinking about this because of questions I see young learners

commonly asking. Too often the questions are meaningless in the real world, and

even if you could get answers, the answers would use useless.How long does it take to learn Python? In school, learning is divided

into discrete labelled chunks. A class called “Beginning Python” might last four

months. Everyone in the class will be taught the same things at the same pace.

The objectives are laid out by the teacher, and at the end you will get a

grade.Outside of school, le…

Tim Cook had an extraordinary run — and impeccable timing, both in terms of when he became CEO, and when he is stepping down.

Еще новинки самого лучшего в мире менеджера рецептов

Как вы помните (не помните, конечно), я делаю самый удобный и продвинутый менеджер рецептов — recipe-scaler.ru.

С момента прошлого поста прошла неделя. За это время я в фоне поделал еще пару классных штук. 1. Список покупок

Сейчас можно и список покупок вести в общей приложухе. Синхронизация, оффлайн — все будет работать как привычно. Можно пошарить ссылкой или текстом для месенджера. Можно весь рецепт отправить в покупки.

Ну не кайф ли? Плюс одно приложение внутри приложения. 2. Расширение для Хрома

Телеграм у некоторых не работает, чтобы можно было сохранить рецепт я сделал расширение. Жмакаете, и рецепт отправляет в приложение.

Recipe …

Does Aggregation Theory survive in a world of constrained compute? Yes, insomuch as controlling demand will give power over supply.

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

.rst files, but it grew into a Sphinx extension that works without changing the

source files.It all started with a topic in the discussion forums: Should

not underline links, which argued that the underlining was distracting from

the text. Of course we did not remove underlines, they are important for

accessibility and for seeing that there are links at all.But I agreed that there were places in the docs that had too many links. In

particular, there are two kinds of link that are excessive:

Links within a section to the same section. These arise naturally when

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

Как вы помните (не помните, конечно), я делаю самый удобный и продвинутый менеджер рецептов — recipe-scaler.ru.

С момента прошлого поста прошло два месяца. За это время я в фоне поделал еще немного разных штук. 1. Раздел Discovery

Можно почитать чужие рецепты. Пока рецепты людей, но потом будут еще и коллекции, ищу где можно найти рецептов так, чтобы не нарушить сразу 100 миллионов авторских прав 2. Универсальный импорт

Импорт сильно прокачался. Сейчас можно импортировать что угодно: много рецептов за раз, много ссылок, рецепты из произвольного текста или файла произвольного формата. Можно даже импортировать рецепты из фотограф…

Рассуждаю, что важно учесть при разработке сложного софтверного продукта сейчас, чтобы он остался актуальным через год или два

Мир софта меняется и скоро поменяется совсем. Да, я про ИИ и ЛЛМ в частности. Многие компании не пережили прошлую мобильную революцию (вспомните про нокию). Я размышляю как нам пережить эту. Поэтому, я хочу поразмышлять, что значит «ии-нативные продукты».

Я говорю не про конкретные ии-фичи, не про пресловутого бота, который отвечает мимо и невпопад, а скорее про общее ощущение от продуктов. Я говорю про по сути набор нефункциональных требований, касающихся ИИ, которые могут быть применимы ко всем нашим продуктам. Как сделать продукт, который: будет актуальным в сред…

Apple has survived 50 years by being the only company integrating hardware and software; if the company loses because of AI it will be because the point of integration changes.

Я шарю скилл несколько раз, самое время кинуть в пост

Как делать дизайн с ЛЛМ, чтобы не было дефолтно и ИИшно: Не делать, делать руками

Кидать референсы

Дать скиллов Пост про опцию три. https://impeccable.style

Есть вот такой набор скиллов, в нем разные вещи, чтобы делать дизайн и верстку: Аудит того, что есть и критика

Есть работа с текстом

Есть работа с визуалкой На промостранице есть объяснения, начните с них.

Это не серебрянная пуля, по начать, например, можно с этого. https://developers.openai.com/blog/designing-delightful-frontends-with-gpt-5-4/

Скилл и объяснение от опенаи

Human.json is a new

idea for asserting that a site is authored by a person, and for vouching for

other sites’ authorship. I’ve added one to this site.It’s a fun idea, and I’ve joined in, but to be honest, I have some concerns.

When I made my human.json file, I looked through my browser history, and saw a

number of sites that were clearly personal sites that I liked. But if I list

one, am I claiming to know that there is no AI content on that site? I can’t

know that for sure.I haven’t let this stop me from adding my own

/human.json, and I’ll be interested to see what

comes of it.Human.json isn’t a new idea. There have been a number of attempts to add

structured data to web pages:

tags are a…

Agents are fundamentally changing the shape of demand for compute, both in terms of how they work and in terms of who will use them. They're so compelling that I no longer believe we're in a bubble.

Anthropic is in a standoff with the Department of War; while the company's concerns are legitimate, it position is intolerable and misaligned with reality.

Pytest’s parametrize is a great feature for writing tests without repeating

yourself needlessly. (If you haven’t seen it before, read

Starting with pytest’s parametrize first).

When the data gets complex, it can help to use functions to build the

data parameters.I’ve been working on a project

involving multi-line data, and the parameterized test data was getting

awkward to create and maintain. I created helper functions to make it nicer.

The actual project is a bit gnarly, so I’ll use a simpler example to

demonstrate.Here’s a function that takes a multi-line string and returns two numbers,

the lengths of the shortest and longest non-blank lines:def non_blanks(text: str) -> tuple[int, int]: …

Игра, чтобы выучить свой район

Как ведь бывает, переехал в новый район, а там все улицы незнакомые. Как вот их учить?

Сделал игру: Случайный положительный эффект: можно легко сравнить масштаб городов, понять, что Садовое в Москве — это от Фонтанки с заходом на начало Васьки и Петроградки.

Thick clients were the dominant form of device throughout the PC and mobile era; in an AI world, however, thin clients make much more sense.

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

text editor.I’ve long used cog to build documentation and HTML

presentations. Cog interpolates text from elsewhere, like source code or

execution output. Often I don’t want the full source file or all of the lines of

output. I want to be able to choose the lines, and sometimes I need to tweak the

lines with a regex to get the results I want.Long ago I wrote my own ad-hoc function to include a

file and over the years it had grown “organically”, to use a positive word. It

had become baroque and confusing. Worse, it still didn’t do all the things I

needed.The old function has 16 arg…

Microsoft got hammered on Wall Street for capacity allocation decisions that were the right ones: the software that wins will use AI to usurp other software.

Давным давно я как-то работал в Крупной Немецкой Компании. Хороший добротный IT-корпорат, всё как по книжке, со своими плюсами-минусами, многим такое нравится.

If hyperscalers and chip companies don't build up a TSMC competitor they are set to forego billions of dollars in revenue and stunt the AI revolution.

На пост меня натолкнула рабочая ситуация: Я написал (будем честны, попросил ллм написать) один скрипт, и некоторые коллеги прореагировали «о, давно о таком мечтаю». И у меня в голове щелкнуло.

Когда я сейчас написал про один промт, я не утрировал, это был реально один промт.

Сейчас простые задачи решаются ллмками достаточно хорошо. Ядро линукса они все еще не напишут, но пропарсить все ресурсные файлы проекта, сгруппировать одинаковые строчки и дать к ним мгновенный поиск — это задача на один промт. И все, что удерживает людей сейчас, от того, что некоторая часть их задач начнет быть проще — рефлексия. Все что нужно — остановиться, и заметить момент «ага, я тут хочу упрощение, которое возмо…

Two testing-related things I found recently.Unified exception testingKacper Borucki blogged about parameterizing exception

testing, and linked to pytest docs and a

StackOverflow answer with similar approaches.The common way to test exceptions is to use

pytest.raises as a context manager, and have

separate tests for the cases that succeed and those that fail. Instead, this

approach lets you unify them.I tweaked it to this, which I think reads nicely:from contextlib import nullcontext as produces import pytest

from pytest import raises @pytest.mark.parametrize( "example_input, result", [ (3, produces(2)), (2, produces(3)), (1, produces(6)), (0, raises(ZeroDivisionError)), ("Hello", raises(Typ…

Я задал один и тот же промт нескольким моделям и вот что вышло

Промт

Прочитай @/llm/PRD.md и сверстай статическую html-страницу about. Укажи в ней все преимущества, придумай как их проиллюстрировать, используй модный современный дизайн Сохрани в файл about-page/{model-name}.html Ориентируйся только на prd, не используй about-страницу.Эксперимент проведен в декабре 2025-январе 2026. Использовался openrouter или облака ллммок. В скриншотах могут быть небольшие артефакты, скриншоты снимал плейрайт, он не умеет в стики-позиции.

Для сравнения дизайн кожаного мешка (меня): https://recipe-scaler.ru/#/about

Gemini 3 pro Grok code fast 1 Minimax 2.1 Minimax 2.1 Minimax 2.1 Minimax 2.1

Тут я просил ш…

Клод код (Claude Code) заботится обо мне и показывает команды на согласования, к сожалению, он делает это без уважения плохо.

Посмотрите на этот апрув: Выполняет трехстрочную шелл-команду с вложенными конструкциями: циклы, условия. Если там где-то будет какая-то ошибка, я её просто не замечу.

Я не специально выбирал, что скриншотить, они все такие: У меня остается два варианта: Как мартышка жать и жать на кнопку «Approve». В итоге вырабатывается привычка, которая не даст мне себя защититить в опасной ситуации. См. принцип «подтверждения не работают».

Один раз апрувнуть тоже не выйдет, потому что эта конкретная трехэтажная команда вряд ли когда-нибудь появится.

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

Сейчас можно шарить не только рецепты как одну штуку, но и всю коллекцию.

Или выборочно, или прибранные рецепты (с рецептом и фоткой), или вообще все-все-все

https://recipe-scaler.ru/#/public/@/mike.ozornin Интеграция с ИИ-иссистентом

Можно через MCP подключиться к своему ассистенту. У кого-то клод, у кого-то курсор. Пока подглючивает чуток. Но смотрите, какая красота:

The first live sporting event was broadcast in the Vision Pro, and it's a big disappointment. The experience could be amazing, but Apple actively ruins it.

Делал большую фичу, попросил ревью у ИИ. Попросил найти важные моменты во всех областях: безопасность, логика, деплой, производительность и прочее, и прочее.

Опус 4.5 (лучшая на сейчас ЛЛМ в мире) написал: Критикал sql-инъекция. Как оказалось: пользователь сам себе после всех входов и разрешений на свой же запрос получит чуть больше своих же результатов. Опус не написал: Конфиг nginx забыли поправить и ничего не будет работать в целом.

Сервис-воркер (фоновый код в браузерном приложении) блокировал работу новой вещи, перехватывая все обращения на себя.

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

AI might replace all of the jobs; that's only a problem if you think that humans will care, but if they care, they will create new jobs.

This morning I shared a link to this site, and the recipient said, “it looks

like a file.” I thought they meant the page was all black and white with no

color. No, they were talking about the URL, which ended with “.html”.This site started almost 24 years ago as

a static site: a pile of .html files created on my machine and uploaded to the

server. The URLs naturally had .html extensions. It was common in web sites of

the time.Over the years, the technology has changed. In 2008, it was still a static

site on the host, but produced with

Django running locally. In 2021, it became a

real Django site on the host.Through all these changes, the URLs remained the same—they still had

the old-fashion…

In my last blog post (A testing conundrum), I described

trying to test my Hasher class which hashes nested data. I couldn’t get

Hypothesis to generate usable data for my test. I wanted to assert that two

equal data items would hash equally, but Hypothesis was finding pairs like

[0] and [False]. These are equal but hash differently because the

hash takes the types into account.In the blog post I said,If I had a schema for the data I would be comparing, I could use it to

steer Hypothesis to generate realistic data. But I don’t have that

schema...I don’t want a fixed schema for the data Hasher would accept, but tests to

compare data generated from the same schema. It shouldn’t compare a list o…

Converge Sync ServiceYour TaskFix the race in refreshToken that logs users out under load.

ContextConverge serves ~12k requests per minute across five regions.

The auth middleware holds a per-session mutex, but the lock is released before the refresh promise settles.

When a parallel request arrives mid-refresh, it fires another refresh.

The winner's token overwrites the first, and every request carrying the superseded token is rejected.

(click image for video)A GPU-accelerated N-body gravity simulator using the Mixture of Grids (MOG) algorithm.

MOG solves this by averaging forces across an ensemble of independently rotated and offset coarse grids.

The ensemble average recovers sub-cell force resolution and eliminates grid artifacts, at a fraction of the memory cost of an equivalent fine grid.

Each grid samples a different orientation of space, so the ensemble force is isotropic and free of grid-aligned artifacts regardless of particle configuration.

Mixture of Grids (MOG): A Linear-Scaling Particle-Mesh Poisson Solver via Ensemble Grid Averaging.

Article URL: https://www.youtube.com/watch?v=uu5ffMH_X9w

Comments URL: https://news.ycombinator.com/item?id=48070211

Points: 2

# Comments: 0

Article URL: https://cadara.app

Comments URL: https://news.ycombinator.com/item?id=48070022

Points: 12

# Comments: 3

ThingWorx Local DevA local development environment for PTC ThingWorx that lets you write, run, and debug service scripts on your machine before deploying them to a ThingWorx instance.

Run npm run sync to regenerate the type declarations (or keep npm run watch running).

id } ) ; asset ;Service metadataPlace a .meta.json file alongside a service to enable typed autocomplete, input validation, default value injection, and a richer runner header.

id } ) ; result ;Pulling Things from ThingWorxInstead of writing service stubs manually, you can download them directly from a running ThingWorx instance.

To replace existing service files as well:node pull-things.js --thing AssetManager --overwriteAft…

Article URL: https://ledatic.org/aliens

Comments URL: https://news.ycombinator.com/item?id=48069945

Points: 3

# Comments: 0

It does not appear in any version of the changelog going back to 2012.has never had a GoPro Cloud backend.

MultCloud and Flexify list dozens of cloud providers but GoPro Cloud is not among them.

and list dozens of cloud providers but GoPro Cloud is not among them.

Blober Connects Directly to GoPro Cloud Section titled “Blober Connects Directly to GoPro Cloud”Blober is a desktop application (Mac, Windows, Linux) that connects to GoPro Cloud as a first-class provider.

Blober turns GoPro Cloud into a real part of your backup workflow:Pull footage from GoPro Cloud to a local drive as a cold backupMirror GoPro Cloud to Backblaze B2 or Wasabi for cheap long-term archivalSync GoPro Cloud with …

☰⚙️ Sigment is built without a virtual DOM or JSX.

It uses real DOM operations and plain JavaScript functions, allowing you to write clean, modern code with zero build tools.

⚡ Fine-Grained Reactivity Only the parts that need to change update — no diffing, no overhead.

🚫 No Virtual DOM Sigment updates the DOM directly, making your UI faster and simpler.

🧠Developer Friendly Built for modern developers — readable syntax, powerful tools, and no need for build steps.

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Context rich tasks sent to the best model. Discussion | Link

Stop your AI from breaking prod-give it your team decisions Discussion | Link

Your open-source, local second brain for every AI Discussion | Link

Insight infrastructure. Listen at scale. Discussion | Link

Fast plug-in runtime & database for scaling products quickly Discussion | Link

OpenRouter for agent tools Discussion | Link

Edit websites through AI with visual prompts Discussion | Link

Open Source Mission Control for Hermes Agent Discussion | Link

Decision Intelligence for hardware teams Discussion | Link

Product intelligence for the autonomous coding era Discussion | Link

Living space where teams and agents work together Discussion | Link

Dynamic Island for macOS with Extensions Discussion | Link

SMS For AI Agents & Developers Discussion | Link

AI underwriting agents for VCs, lenders and insurers Discussion | Link

AI phone ordering for takeout-heavy restaurants 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).

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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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Jon Sigvert, co-founder and CEO of Reel, said, “Renewable energy is Europe’s path to energy independence – but only if the economics work for everyone.

We’ve helped Danish businesses and energy producers keep renewable energy profitable and predictable.

“Reel gives businesses predictable electricity costs and energy producers better returns on their renewable energy assets.

Reel is scaling in Germany, Europe’s largest energy market, where it already balances renewable energy projects for producers, including Blue Elephant Energy and greenwind.

Reel has built something rare: a model that makes renewable energy profitable for producers, predictable for businesses, and manageable for the grid.

Kohort, a London-based mobile gaming analytics, forecasting, and UA optimisation company, has closed its €5.9 million ($7 million) Series A funding round to build user acquisition (UA) agents for mobile game studios.

User acquisition is one of the most critical and difficult operations for a mobile gaming studio.

Founded in 2018, Kohort is a mobile gaming analytics, forecasting, and UA optimisation company with an ML-based predictive analytics platform built for decision-makers in the gaming and consumer sectors.

It helps mobile game studios, operators, finance teams, and investors optimise user acquisition spend and perform M&A due diligence, using machine learning and cohort-based forecas…

FrostByte, a Delft-based startup developing cryogenic electronics solutions for quantum technologies, has raised €1.3 million in funding from InnovationQuarter Capital, Graduate Ventures, Paeonia Group, UNIIQ and an angel investor.

With this funding, the company aims to further expand its team, scale production of cryogenic switches and develop integrated cryo-CMOS chips for the next generation of quantum systems.

It focuses on cryogenic integrated circuits (ICs) and specialised control electronics for quantum computing.

FrostByte moves part of that control electronics into the dilution refrigerator itself, using specialised cryo-CMOS technology designed to operate at extremely low temperat…

Quinas Technology, a London-based DeepTech semiconductor startup developing memory technologies for AI, data centres, edge computing and advanced digital systems, has secured investment approval from Malta Government Venture Capital (MGVC).

The funding, the amount of which was not disclosed, is contingent on match financing and will support Quinas Technology’s expansion activities in Malta.

Quinas Technology was founded in 2023 as a spinout from Lancaster University’s Physics Department by James Ashforth‑Pook, Dr Peter Hodgson (CTO), and Prof. Manus Hayne.

Quinas Technology states that it is establishing a Maltese presence as part of a broader international growth strategy spanning the UK, …

Skeleton Technologies, a Tallinn-based AI infrastructure and grid power systems provider, today announced the first close of a larger funding round at €33 million.

Taavi Madiberk, CEO and co-founder of Skeleton Technologies, said, “As AI infrastructure continues to scale, reliable, high-performance power solutions have become critical.

We view Skeleton’s technology as a critical solution for enabling the next generation of AI infrastructure.

By backing Skeleton Technologies, we are connecting their breakthrough energy solutions with Taiwan’s robust AI data centre supply chain.

According to Skeleton, its solutions enable AI data centres to operate with higher reliability, improved energy eff…

CodeWords, a London-based AI agent platform that lets users run their business on autopilot, has raised a €7.6 million ($9 million) Seed round to fund the expansion of its go-to-market and engineering teams.

Founded by Aymeric Zhuo and Osman Ramadan, CodeWords builds Cody, an AI agent that learns about users’ businesses and acts before they ask.

According to the company, unlike most AI tools, CodeWords doesn’t wait to be told what to do.

At the core of the platform is Cody, CodeWords’ AI agent.

Cody learns continuously — so instead of starting from scratch every time, it’s already thinking about what you need next,” said Osman Ramadan, co-founder, CodeWords.

Pit, a Stockholm-based AI startup aiming to replace the patchwork of spreadsheets, inboxes, and rigid SaaS tools that run enterprise operations today, announced its public launch alongside €13.6 million ($16 million) in funding.

This enables teams to move faster, operate more efficiently, and scale without the constraints of legacy systems, says the company.

The company explains that its platform is built to transform a business need—covering operations, finance, and customer workflows—into fully deployed, governed software.

Explaining how it’s different from traditional low-code tools or AI copilots, Pit states that it outputs real software running real operations, not prototypes or experi…

OpsMill, a Paris-based infrastructure data management company, has raised €11.9 million ($14 million) in Series A funding to grow its engineering and product teams and continue developing data-centric AIOps solutions.

The company aims to transform fragmented IT data into a trusted foundation for AI and automation.

Julien-David Nitlech, Managing Partner, IRIS, said, “The race to adopt AI in enterprise infrastructure is real, but most organisations are trying to build on foundations that were never designed for it.

OpsMill is solving the problem that everyone else is working around: without clean, structured, trustworthy infrastructure data, AI-driven operations simply cannot function at scal…

Moonlight AI, a Swiss startup building image analysis software for clinical-grade diagnostics, has closed a €2.8 million ($3.3 million) Seed funding round.

Founded in 2022, Moonlight AI specialises in AI-driven diagnostics.

Moonlight AI claims to solve this by using computer vision to detect genomic biomarkers and complex disease signatures directly from routine imaging of blood and cytology smears.

Moonlight’s AI-based diagnostics software integrates with the diagnostic lab’s imaging hardware to complement and triage molecular testing.

Dr Stefan Habringer, Chief Medical Officer and co-founder of Moonlight AI, “The success of AI‑based diagnostics depends fundamentally on the quality and div…

With this acquisition, Laka aims to boost its presence in the UK bike dealer market.

Tobias Taupitz, CEO and co-founder of Laka, said, “This acquisition is a key milestone in our bike dealer strategy – and a clear signal that our M&A pipeline is now moving.

Laka’s main offering is collective-driven insurance, with its flagship product being bike, e-bike and e-cargo bike insurance, alongside other products such as personal liability, health and recovery, and solutions for commercial partners.

It follows the integration of three prior acquisitions: French e-bike insurance broker Cylantro (2023), CoverCloud’s UK bike insurance renewal rights (2024), and Luko’s e-scooter portfolio, acquired fro…

The company states that its software simulates 82 distinct waste materials through real separation equipment, compressing design cycles from roughly four months to a matter of days.

The company’s two main services are Humara Design and Humara Operate.

Humara Design focuses on physics-based plant design, providing features like mass balance, equipment sizing, scenario comparison, and deliverables that can be exported, all tailored for engineering teams.

We believe this team will set the operating standard for waste plants across Europe and beyond.”With the new funding, the company aims to expand Humara Design into more European and Latin American markets and waste streams.

It will also roll …

Davis, a Paris-based AI-native real estate company accelerating early-stage development and architectural design, today announced a €4.6 million ($5.5 million) pre-Seed round.

Alongside the funding, the company is also introducing Gaudi-1, its first model for generating architectural designs under real-world constraints.

“At the core of Davis’ technology is a new approach to generative modelling for the built environment.

The French startup is also introducing Gaudi-1, its first proprietary model for automated architectural generation under regulatory constraints.

It is also planning to expand research, accelerate hiring and continue to verticalise the real estate process.

QuantWare, a Delft-based industrial quantum processor company, today announced a €152 million ($178 million) Series B round following the announcement of VIO-40K, a quantum processor architecture for 10,000 qubits, 100x larger than the state of the art today.

This allegedly marks the largest private round raised by a dedicated quantum processor company to date.

“In superconducting quantum computing, scale is increasingly constrained by routing, packaging, and manufacturability – not just qubit design,” says Kike Miralles, Intel Capital.

Its proprietary VIO technology – a modular Quantum Processor Architecture – allows the creation of the world’s most powerful quantum processors that provide…

WaiV Robotics, a British maritime autonomous infrastructure developer, has raised €6.4 million ($7.5 million) in Seed funding as it emerges from stealth in order to introduce their fully automatic landing and takeoff platform designed to enable reliable VTOL (vertical take-off and landing) drone operations even in high sea states.

“For drones to become a reliable part of offshore operations, the missing piece isn’t the aircraft, it’s the infrastructure around it,” says Johnny Carni, Founder and CEO of WaiV Robotics.

WaiV Robotics’ Seed round sits within a 2026 dataset showing continued funding for European drone, robotics, autonomy and unmanned-systems companies, spanning maritime operation…

Lithosquare, a Paris-based startup that deploys Geology AI and geologist-led intelligence to amplify and accelerate the discovery of transition-critical minerals, has raised €21.3 million ($25 million) in fresh funding.

The company “radically” accelerates mineral exploration by combining foundational AI, geological expertise, and real-world data.

Mineral exploration today is still slow, highly manual, and has low success rates.

Unlike existing AI tools that apply pattern-recognition models to geological data, the platform leverages a deep understanding of metal deposit formation.

Lithosquare is not solving a niche geology problem: it’s removing a supply constraint that affects every sector …

This week, we tracked more than 65 tech funding deals worth over €1.4 billion and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

This week, we tracked more than 65 tech funding deals worth over €1.4 billion and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

We also released our monthly report for April (paid subscriber and free versions)If email is more your thing, you can always subscribe to our newsletter and receive a more robust version of this round-up delivered to your inbox.

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

💸 Notable and big funding rounds🇬🇧 ElevenLabs adds BlackRock, Nvidia and Jamie Foxx to $550M+ Series D🇳🇱 …

The company backs early-stage defence technology companies developing operationally relevant systems in Ukraine and Sweden.

Front Ventures invests across software, drone systems, communications, and critical defence supply chains, with a particular focus on companies that have already developed working prototypes and are ready to scale.

Front Ventures is also an approved investor in Brave1, the Ukrainian government’s defence tech platform connecting innovators with investors and the military.

Jonas Malmgren, CEO of Front Ventures, said:We’re seeing a generation of defence companies that have effectively skipped the lab phase because their products have already been tested in operational env…

Dutch B2B automotive remarketing software platform CarCollect has received funding from Main Capital Partners.

Founded in 2012, CarCollect offers an integrated remarketing SaaS platform that combines its Trade, Transport, and Stock management offerings into a mission-critical solution covering vehicle intake, pricing, sales execution, transport coordination, settlement, and stock management.

CarCollect’s platform digitises the end-to-end used-vehicle remarketing workflow for branded dealers, leasing companies, universal dealers, and fleet and rent companies.

Built on a modern, cloud-native multi-tenant SaaS architecture, the platform supports 15 languages, 10 currencies, and is used by 14,0…

April data points to a more selective European tech funding environment, with stable deal flow but a noticeable drop in capital compared to March.

The ecosystem recorded 290 funding deals and €5.1 billion in total capital raised, compared to 292 deals and €7.5 billion in February, representing declines of around 0.7 per cent and a 32 per cent decline, respectively.

At Tech.eu, we keep track of the investment landscape with data-driven insights.

Our Tech.eu Insiders enjoy unlimited, exclusive access to all our content, including market-intelligence analysis, reports, articles, and useful insights on tech trends and developments.

But we know that a lot of folks interested in tech might not have the funds for a subscription.

In response, we're offering compact versions of our monthly reports to all of our readers.

Our versions offer a glimpse into the valuable insights provided by our monthly reports, covering key investment trends, notable company activities, and emerging industry sectors.

Cylib (Germany)Cylib deeptech scale-up on a mission to revolutionise battery recycling and secure a circular future for Europe.

When electric cars reach their end of life, taking them apart is still mostly manual, slow, expensive, and dangerous (especially due to high-voltage battery systems).

Battery energy storageBattery energy storage (BESS) is a way to store electricity in batteries so it can be used later, rather than immediately when it’s generated.

Check out our earlier interview with Nikolas Samios, Managing Director, PT1, to understand how battery storage has become a rapidly evolving asset class.

ACCURE battery intelligence (Germany)ACCURE Battery Intelligence builds AI-powered so…

DeepL, the German AI translation startup, is cutting around 250 staff, about a quarter of its headcount, saying it was moving to smaller teams so it is able to compete amid rapid AI advancements, its CEO said today.

Posting on LinkedIn, Jarek Kutylowksi, CEO and founder, said the cuts at DeepL, which employs over 1,000 people globally, were a “deliberate structural choice about how DeepL needs to operate to remain a global AI leader”.

Kutylowksi said he and his management team had been reviewing how DeepL could best operate as a global AI firm amid fast improvements in AI.

He added: "In practice, this means transforming how DeepL works from the inside out, with AI embedded into every layer …

Cultivated meat pioneer Meatly, Europe’s first company to sell cultivated meat, has today announced that it has raised £10.4 million in Series A funding.

Since launching in 2022, Meatly has solved the key technical cost challenges facing the cultivated meat industry, accelerating the path to scalable, affordable production.

In 2024, Meatly announced it had reduced the cost of its chemically defined protein-free medium to an industry-leading £0.22/l, and in 2025, announced it had reduced the cost of bioreactors by ~10x.

This new funding will enable Meatly to build a 20,000-litre bioreactor facility in London, which is the largest of its kind in Europe.

“Meatly has one focus: to make commerci…

French company Giskard is launching Giskard Guards, Europe's first independent sovereign guardrail platform for enterprise AI agents.

Well, simply put, AI agents are built on LLMs, and those models undergo training and reinforcement learning to make them helpful.

Further, many existing AI guardrails are ill-suited to the rise of chatbots and AI agents, as they were originally designed for social media moderation.

Even before today’s launch, the company's platform for testing enterprise AI agents was used by Mistral, Google DeepMind, BNP Paribas, AXA, Doctolib, among others.

“And depending on how the question is framed, the responses can become dangerous.”Further, conversational AI systems m…

In 2025, Europe’s healthtech ecosystem showed strong funding momentum, with capital concentrated in large rounds across biotech, medtech, digital health, and AI-enabled healthcare.

Switzerland also showed strong depth, particularly in biotech and medtech, while Germany, the Netherlands, France, Spain, and the Nordics remained important contributors.

By round type, the market was led by a mix of large growth rounds and strong Series A and Series B activity.

Overall, 2025 pointed to a maturing European healthtech market, where capital flowed to companies with clear clinical, technological, or commercial validation, while early-stage innovation remained active across a broad range of European …

The Series C funding round in Quantum Motion was co-led by US VC DCVC and Spanish deeptech investor Kembara with participation from British Business Bank and Firgun.

Quantum Motion, which has raised over $200m to date, said it’s now the UK’s best-funded quantum computing company.

The startup says that using silicon chips means it can build quantum computers more cheaply and more energy-efficiently than rivals.

A full-stack quantum computer includes all layers required to perform quantum computing, including a Quantum Processing Unit (QPU), a user interface, and a control stack compatible with standard quantum computing software.

Doctor James Palles-Dimmock, CEO of Quantum Motion, said: “Tod…

Invest Europe, the association representing Europe’s private equity, venture capital and infrastructure sectors, has released Investing in Europe: Private Equity Activity 2025, its annual report examining performance across the region.

Buyouts continued to drive activity, while venture investment showed signs of recovery, exceeding its longer-term average.

The report’s findings highlight a resilient private capital market, with both fundraising and investment reaching their second-highest levels on record.

Venture capital investment increased to €20 billion, 20 per cent above the five-year average.

Commenting on the findings, Eric de Montgolfier, CEO of Invest Europe, said:Private equity an…

Sweden Ballistics (SWEBAL), the Swedish defence manufacturing company driving domestic trinitrotoluene (TNT) production to strengthen NATO resilience, today announces a €30 million funding round to complete construction of its TNT manufacturing facility in Nora, Sweden.

SWEBAL is dedicated to strengthening NATO's resilience and enhancing European security through sustainable, large-scale ammunition production.

Founded in 2024, SWEBAL is committed to addressing supply chain challenges, including the limited production of critical materials like TNT.

Pär Svärdson, founder of Apotea, Sweden’s largest online pharmacy, and Adlibris, Sweden's largest online bookshop, is also an investor.

Accordin…

Ghent-based Tekst has closed an €11.5 million Series A led by US venture firm Elephant.

Tekst was founded in Ghent in 2022 by Wouter Janssen (CEO) and Tiebe Parmentier (CTO) and is taking aim at one of the biggest headaches in enterprise AI.

Where traditional tools optimise pieces of a process, Tekst goes after the whole thing — the messy, end-to-end work that runs the back office: quotes, orders, claims, customer service.

According to Wouter Janssen, CEO and co-founder of Tekst, the processes that actually run a business aren't written down anywhere.

Lead image: Tiebe Parmentier (left) and Wouter Janssen (right).

Sedivention, a Germany-based medtech startup, has raised €2.9 million in a seed funding round led by bmp Ventures alongside the IBG funds.

Additional investors include the strategic investment arm of a global medtech company, High-Tech Gründerfonds (HTGF), superangels, and Cambridge Ventures.

The company is developing a minimally invasive, one-time outpatient therapy for the treatment of obesity, a condition expected to affect more than one billion people globally in the coming years.

Existing treatment options, including bariatric surgery and drug therapies, remain limited due to their invasiveness, cost, or long-term dependency.

In the long term, Sedivention aims to replace highly invasiv…

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.

Europe’s startup scene is having a moment, with European unicorns multiplying and American VCs setting up shop across the pond. But while European funding dominates the early stages, late-stage capital still flows primarily from the U.S. So what does this mean for European founders, and how is the continent carving out its own identity in […]

The companies want to launch the robotaxi services in Germany and the U.K. first, pending regulatory approval.