Tesla’s Solar Roof was supposed to revolutionize residential solar.

Nearly a decade later, Tesla has installed roughly 3,000 Solar Roof systems total, stopped reporting deployment numbers, and is now quietly pivoting to conventional solar panels.

Tesla’s solar deployments across all products (panels and Solar Roof combined) declined for at least four consecutive quarters after Q4 2022.

An average Tesla Solar Roof costs approximately $106,000 before incentives, compared to roughly $60,000 for a traditional roof replacement plus conventional solar panels — a $46,000 premium.

Whether you’re considering a Solar Roof, conventional panels, or a home battery pack, the first step is getting competi…

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Hosting a website on an 8-bit microcontroller.

Now it has an internet connection, but that's hardly a server.

Not only are these expensive but it's impossible to get a good internet connection at my place.

Problem solved:have the Linux router box connect to the VPS to get a proper internet connection?

Instead, I setup the server to proxy any requests under /mcu to the server using a local address block.

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Separately, CAN bus files for the Fisker Ocean have been published on GitHub, including DBC files for CAN viewer filtering and processing.

On community forums like CH4RGE and Ocean Forums, there are active discussions about whether it’s even feasible to fully open-source Ocean OS.

Why this will happen againThe Fisker Ocean saga is not an isolated incident.

Electrek’s TakeThere’s something deeply admirable about what Fisker Ocean owners have accomplished — and something deeply broken about the system that forced them to do it.

The Fisker Owners Association has proven that a dedicated community can keep orphaned EVs on the road.

Back in 2019, I built a simple voltmeter clock:The clock, version 1.

As the name implies, these clocks use analog panel voltmeters instead of traditional clock faces to display time.

The process started with a rough mockup in a 3D design program:A mockup of the new design in Rhino3D.

For this version of the meter clock, I opted to use three generic, 90° panel voltmeters from Amazon (link, about $9).

For a seamless appearance, I needed to do bend a flat piece of wood using a shaped template.

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Every legitimate $50 to $1,000 bounty had between 8 and 158 attempts within hours of being posted, and 8 to 10 open PRs already in flight.

scout.py runs in two passes:Pull 60 to 80 open bounty issues; filter rewarded, reserved, junk, and out-of-range dollar amounts.

For each survivor: count /attempt comments, find any linked PRs (open, closed, or merged), measure days since last comment.

It flags a bounty as RIPE if: it was claimed, has no open PR, and has been quiet for 14+ days.

Things I underestimatedA few things I'd flag for anyone trying to replicate the @chatgpt21 result:The public bounty market is fully agent-saturated.

Of course I don't mean they stopped being fun for everyone.

My impression is that they've been on one side "corporatized", and on the other became a vehicle for mindless entertainment.

Everything I may need either already exists or is too complex to do on my own (and no, I won't vibe-code it, what's the fun in that?)

I don't even code for work anymore since I moved to a project/service management role.

Basically, the spark I felt some 25 years ago seems to be completely gone.

Nevertheless, the Boston contest marked a watershed moment for women printers, coinciding with a growing movement of women pressing their way into big city composing rooms around the country.

Women’s share of the printing workforce had more than doubled since the Civil War (from about 4 to more than 10 percent).

But they remained largely excluded from the newspaper composing rooms, which were heavily unionized.

That exclusion stemmed not just from endemic cultural biases but also from male printers’ sense of economic self-interest.

Women were typically paid 25–50 percent less for similar composing work.

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Japan’s bear problem continues, and the country is running out of the robot wolves that help keep them at bay.

First released in 2016 by the manufacturer Ohta, Monster Wolf was originally designed to ward off the agricultural foes like boars, deer, and the island nation’s Asian black bear (Ursus thibetanus) and brown bear (Ursus arctos) populations.

Starting at around $4,000, each bespoke Monster Wolf is now equipped with battery power, solar panels, and detection sensors.

Each Monster Wolf is custom made, and Ohta simply can’t keep up with the current demand.

Bear encounters in Japan have steadily risen, as urban development continues to encroach on their habitats and limit their food sour…

Sign up to the Independent Climate email for the latest advice on saving the planet Get our free Climate email Get our free Climate email Email * SIGN UP I would like to be emailed about offers, events and updates from The Independent.

Read our Privacy noticeA Japanese manufacturer of animatronic wolves designed to scare off wild animals is being swamped with orders as the East Asian country grapples with rising bear attacks.

The surge in demand for the robotic wolf follows a record 13 fatal bear attacks in 2025-2026, more than twice the previous high.

There were more than 50,000 bear sightings nationwide in that period, more than double the previous record set two years earlier.

"We wanted…

I have never watched the AMC show Halt and Catch Fire, and for a long time I only knew the title, but nothing about the show.

What it meansIn the context of computers, Halt and Catch Fire (shortened to HCF) has been generalized to describe machine-code that causes the CPU to stop doing anything useful, forcing you to only recover by resetting (or power-cycling) the machine.

Sure, the "catch fire" part is a joke, but it's not as far-fetched as it might seem.

While the IBM system did catch fire in cases, it seems that the Motorola 6800 did not.

Halt and end postThis was a fun bit of history to research - and there turned out to be much more to it than I expected, even regarding the "catch fir…

Why did this happen?

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Kioxia’s LC9 high-capacity QLC SSD has been used by Dell to populate a 10 TB, all-flash, storage server just 2 RU in height.

Dell is already using Kioxia’s LC9 in its PowerEdge servers.

It’s now putting 40 LC9 E3.L form factor 245.76 TB NVMe SSDs in its AMD EPYC 9005-powered PowerEdge R7725xd server to produce a 9.8 PB capacity box.

BANDF ADKioxia’s LC9 SSDsArun Narayanan, SVP Compute and Networking at Dell, said: “The Dell PowerEdge R7725xd combined with Kioxia's high-capacity enterprise SSDs delivers the storage density and power efficiency our customers need to scale AI infrastructure without sacrificing performance."

There could be 196 PB in a rack fitted with twenty of these severs.

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So I’m talking about these kinds of lists:OrderedUnorderedDescriptionMenuControlAnd if you didn’t know there were five different kinds of lists in HTML, perfect.

And that’s weird, because we construct our navigations using lists, and those are lists of links that the user…uh…can control.

Let’s add the disabled attribute to an optgroup : English French Spanish Portuguese Irish Welsh English French Spanish Portuguese Irish WelshUse native HTML options first for improving the listSometimes we may want a visual break between your groups.

If we had a rich text editor that had some controls for modifying text, that would belong in a menu : Strong Emphasize Strike The HTML specification say…

Similar to other autonomous vehicle companies like Waymo, most of the other newly unredacted crashes involve Tesla Robotaxi vehicles being crashed into instead of causing crashes.

But at least two of them involve a Tesla Robotaxi clipping its mirrors on other vehicles.

In one crash, from September 2025, the Tesla ADS was unable to avoid hitting a dog that ran into the street.

In another September 2025 crash, a Tesla Robotaxi made an unprotected left turn into a parking lot and ran into a metal chain.

While other robotaxi companies like Waymo and Zoox have reported more crashes than Tesla, Elon Musk's company is operating at a fraction of the scale.

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We recommend starting with installation instructions, then following the software workflow for recording and processing data from RTL-SDR devices.

As students from Narrabundah College, ACT, and participants of the Science Mentors ACT program, the Project for Accessible Radio Telescopes (PART) is our initiative aimed at designing, manufacturing and distributing telescopes for rural educators and students to support their study of astronomy.

We seek to manufacture 25 such telescopes to distribute freely among rural high schools and colleges.

We aim to empower affected students and educators by providing the equipment and knowledge needed to engage in astronomy.

We aim to combat this by increa…

Cheap agents, alumni shirts, and Elias ThorneThe email arrived in my inbox at 3:20 AM this morning, with the subject line “getlikewise.ai DMARC is at p=none.” The from-name was Bruce.

The work upstream of the prose wasn’t done.

The two panes above are Gemini, same prompt (Write a story in 10 sentences), two independent runs.

Both open with:The old lighthouse keeper, Elias, polished the brass railing, his weathered hands moving with practiced ease.

A lighthouse keeper, commonly named Elias Thorne, is one of those.

Then measure the difference in the model’s activations for each prompt pair (by subtracting one activation matrix from the other).

It also seems like a more elegant way to adjust the way models talk.

Why don’t ChatGPT and Claude Code already have a steering panel where you can adjust the model’s brain in real time?

Steering the unpromptableOne way for steering to be really useful is if we could identify a concept that can’t be prompted for.

Ultimately this is an empirical question, but I’m skeptical that we’ll be able to find an “intelligence” steering vector.

High-performance parallel arrays for HaskellData.Array.Accelerate defines an embedded language of array computations for high-performance computing in Haskell.

Computations on multi-dimensional, regular arrays are expressed in the form of parameterised collective operations (such as maps, reductions, and permutations).

The types indicate that the computation may be online-compiled for performance; for example, using Data.Array.Accelerate.LLVM.PTX.run it may be on-the-fly off-loaded to a GPU.

AvailabilityPackage Accelerate is available from:Hackage: accelerate - just add it to your cabal fileGitHub: AccelerateHS/accelerate - get the source with git clone https://github.com/AccelerateHS/accel…

Code units, code points, and grapheme clustersSo what was going on?

So UTF-16 splits it into two code units called a surrogate pair: a high surrogate and a low surrogate.

How .slice() breaks thingsThe cowboy 🤠 is one code point stored as two code units (a surrogate pair).

When a CRDT operation happened to land between the two halves of an emoji's surrogate pair, lib0 would produce a string with an orphaned surrogate.

Most of them will do something like firstName[0] + lastName[0] and end up with half a surrogate pair.

The Incremental functor is generative, meaning it mints fresh types each time it’s applied, which prevents values from different incremental worlds from being mixed accidentally.

An Incremental computation always starts at its variables.

watch height_vThe following is an incremental computation of the base area of the prism, and of the volume.

let () = let v = Inc . Observer .

For that, we need to use the bind function, which allows us to produce new incremental nodes within an incremental computation.

BuildBuddy's Remote Cache uses Content-Defined Chunking (CDC) to make large build outputs behave more incrementally.

Instead of rebuilding the world after every edit, Bazel and remote caching let teams reuse action outputs across machines and CI jobs.

What really matters is the size of the transitive actions affected by the edit.

path ] ,)That second shape is where small source changes can fan out into large output changes.

A small source change can invalidate the final transitive action.

eval_(+, A, B, V) :- V #= A + B. eval_(-, A, B, V) :- V #= A - B. eval_(*, A, B, V) :- V #= A * B. eval_(/, A, B, V) :- V #= A // B. eval_(=, A, B, V) :- goal_truth(A #= B, V).

interpret(if(Cond,Then,Else), Env0, Env) :- eval(Cond, Env0, Value), ( Value #\= 0 -> interpret(Then, Env0, Env) ; interpret(Else, Env0, Env) ).

interpret(while(Cond, Body), Env0, Env) :- eval(Cond, Env0, Value), ( Value #\= 0 -> interpret(Body, Env0, Env1), interpret(while(Cond, Body), Env1, Env) ; Env = Env0 ).

3 : '(2 }.st y); (is y); (next y); ((fp y) - 2)' i1 =: 3 : '(((next y) # 0),st y); (is; 2&+&pc; next+fp) y' i2 =: 3 : '((next,st); is ; 2&+&pc; >:&fp) y' i3 =: 3 : '((((fp-next) { st),st); is; 2&+&pc; >:&fp)…

(eq nil ())is true in common lisp and emacs lisp.

extract substringlengthconstructorscomparisoncommon lisp:Here is the complete list of string comparison functions:string= string< string> string<= string>= string/=There are also case insensitive versions of the above functions:string-equal string-lessp string-greaterp string-not-greaterp string-not-lessp string-not-equalracket:Case sensitive string comparison:string<=?

Common Lisp and Emacs Lisp also have prog1 and prog2 for returning the value of the 1st or 2nd expression.

rnd nextInt)Because they are primitive types and not objects, Clojure provides functions specific to Java arrays:(make-array CLASS LEN) (make-array CLASS DIM & DIMS) (as…

The piece table is the unsung hero data-structure that is responsible for much of the functionality and performance characteristics we’ve come to expect from a text editor.

In this article, I’ll explain how a piece table is structured, why they’re used, and how your text editor interacts with it as you edit files.

The add buffer is the second of the two buffers in which make up a piece table, and it is append-only.

The third piece refers to the text that got pushed to the right of the newly inserted text.

In this case, adding text doesn’t “split” an existing piece in half, so we only need a single extra piece to represent the newly inserted text.

The Tomy Tutor was my first computer, in late 1983.

The most interesting thing about these documents is that in no place does the name "Tomy Tutor" ever appear.

Comparison to TOMYIn comparing the TOMY computer to each of these units, several distinct advantages become apparent.

Additionally, the compact, easily understood configuration of the TOMY computer makes it much easier to set up and operate, especially for the novice user.

This is the point at which the "Tutor" name was finally attached, feedback from the Grandstand Tutor then went into the American Tomy Tutor, and Tomy BASIC was also made available for the Pyuuta family as BASIC-1.

Let’s see how it works with a simple example:const std = @import ( "std" ); const num_tasks = 10_000 ; fn task ( io : std .

void { try io .

io }); } try group .

Here’s the same example using zio:const std = @import ( "std" ); const zio = @import ( "zio" ); const num_tasks = 10_000 ; fn task ( io : std .

init ( init .

TL;DR :I'm happily using this since a long time on genepy.org and a few other projects, so here am I sharing it!

I started to write a long blog post on how to do this (200+ lines!)

then I had a better idea: I packaged it!

So here's the repo: https://git.afpy.org/mdk/debug-toolbar-checkbox.

And here's the PyPI page: https://pypi.org/project/django-debug-toolbar-checkbox/.

#OpenBSD MAP-E CE supportThis repository contains a collection of patches and scripts to add Customer Edge Mapping of Address and Port with Encapsulation, widely known as MAP-E CE (RFC7597), support to OpenBSD 7.8.

The following are required:openbsd-pf-map-e-ce adds MAP-E NAT support to pf(4) .

dhcp6leased(8) adds support for MAP-E CE to the base system.

Patch the systemClone the repository and apply the patches:cd /usr/local/src doas git clone https://git.sr.ht/~atmosx/openbsd-mape-ce cd openbsd-mape-ce doas patch -p0 < /usr/local/src/openbsd-mape-ce/patch/pf-map-e-ce/mape78.patch doas patch -p0 < /usr/local/src/openbsd-mape-ce/patch/dhcp6leased-mape-softwire46-openbsd78.patchNOTE: Ignore …

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Dusklight is now available!

Check out our Check out our announcement post and release trailerBecome a legend – again.

Dusklight brings a classic adventure to PC and mobile platforms with a variety of fixes and improvements.

Fetching latest release...

May 2026The Futility of Lava Lamps: What Random Really MeansCloudflare brags about using lava lamps to “help with internet encryption”.

The die is fair, so P ( D i ) is 1/6 for all i . P ( S i ) is the sum of all P ( C j  ∧ D k ), such that i  = j  + k or i  = j  + k  - 6.

Since the die and the gun are independent, P ( C j  ∧ D k ) = P ( C j ) × P ( D k ) = P ( C j ) ÷ 6, and the sum is 1/6.

This is given by the Bayes formula:P ( C i | S 3 ) = P ( C i ) × P ( S 3 | C i ) ÷ P ( S 3 )P ( C i | S 3 ) = P ( C i ) × 1/6 ÷ 1/6P ( C i | S 3 ) = P ( C i )Conclusion: the prior and posterior probabilities of your opponent are identical, he has learned absol…

Kevin Breuninger / CNBC:

Filings: in Q1, Trump traded $220M-$750M in NVDA, MSFT, AMZN, META, ORCL, and others; millions of dollars of NVDA were bought shortly before major news — President Donald Trump reported thousands of financial transactions totaling hundreds of millions of dollars — including large purchases …

Cointelegraph:

OpenAI partners with Malta's AI for All initiative to give citizens a free year of ChatGPT Plus if they complete a University of Malta AI literacy course — Cointelegraph is committed to independent, transparent journalism. This news article is produced in accordance with Cointelegraph's Editorial Policy …

Dominic-Madori Davis / TechCrunch:

Nectar Social, which offers an agentic OS for marketers, raised a $30M Series A led by Menlo Ventures, with GV and True Ventures among investors — AI-powered marketing platform Nectar Social announced Thursday that it raised a $30 million Series A round led by Menlo Ventures and its Anthology Fund …

Bloomberg:

Vietnam's government, which once saw video games as a social risk, named gaming as one of its key cultural industries in 2025 and now promotes them at expos — Communist officials who long viewed video games as a social risk now see them as key to a knowledge-driven economy.

Mike Lee / Politico:

Hill County, which faced eight new data centers, passed what may be Texas' first county-wide ban on them, for one year; the state trails only VA in data centers — Opposition to data centers is spreading in regions led by both Democrats and Republicans, as politicians try to balance economic development …

Deedy / @deedydas:

SF vibes are frenetic over the huge divide in outcomes and career uncertainty for software engineers; over 5 years ~10K people in AI attained retirement wealth — The vibes in SF feel pretty frenetic right now. The divide in outcomes is the worst I've ever seen. Over the last 5yrs, a group of ~10k people - employees at Anthropic, OpenAI, xAI, Nvidia, Meta TBD, founders - have hit retirement wealth of well above $20M (back of the envelope

Bloomberg:

ASML will partner with Tata Electronics to help it bring an $11B 300mm chip factory online in Gujarat, expanding India's ability to produce chips domestically — ASML Holding NV entered into a partnership agreement with Tata Electronics Private Limited aimed at ramping up India's goal …

Sergiu Gatlan / BleepingComputer:

On Pwn2Own Berlin 2026 day 2, competitors earned $385,750 after exploiting 15 unique zero-day vulnerabilities in Windows 11, Red Hat Enterprise Linux and more — During the second day of Pwn2Own Berlin 2026, competitors collected $385,750 in cash awards after exploiting 15 unique zero …

Terrence O'Brien / The Verge:

In an experiment that let Claude, ChatGPT, Gemini, and Grok run radio stations, Claude tried to incite a revolution and Gemini cheerfully detailed tragic events — Claude tried to incite a revolution, Gemini cheerfully detailed horrific tragedies, and poor Grok was just confused.

Zinnia Lee / Forbes:

Shenzhen-listed RoboTechnik, which claims to be the largest silicon photonics tool maker and whose stock is up 340% over the past year, files for a HK listing — RoboTechnik Intelligent Technology's Shenzhen-listed shares soared 340% over the past year, propelling founder Dai Jun's net worth to $2.4 billion.

Matthew Boesler / Bloomberg:

US Bureau of Labor Statistics data: employment in 18 AI-exposed occupations fell 0.2% between May 2024 and May 2025, while the broader US labor market rose 0.8% — Several US occupations expected to be impacted by artificial intelligence saw heavy job losses for a second year in 2025 …

Krisztian Sandor / CoinDesk:

LA-based Fasset, which offers stablecoin-powered banking and cross-border payments services across Asia, Africa, and the Middle East, raised a $51M Series B — The Shariah-compliant digital bank is part of a growing wave of fintech startups building banking and payments services on top of blockchain and stablecoin rails.

Anirban Sen / Reuters:

Sources: Kalshi has probed and flagged 400+ suspicious trades YTD, more than 2x the number it investigated in all of 2025; Polymarket has seen a similar uptick — Top prediction market platforms Kalshi and Polymarket have witnessed a surge in suspicious trades this year …

Kwanwoo Jun / Wall Street Journal:

South Korea's Hana Bank agrees to acquire a 6.55% stake in Dunamu, which runs South Korea's largest crypto exchange Upbit, for $672.5M from Kakao — The deal would make Hana Bank the fourth largest shareholder in Dunamu — Hana Bank will buy a roughly $670 million stake …

John Ainger / Bloomberg:

Power prices on the largest electric grid in the US, operated by PJM, jumped 76% YoY to an average of $136.53/MWh in Q1 due to rampant demand from data centers — Power prices on the largest electric grid in the US jumped 76% in the first quarter due to rampant demand from data centers …

Mike Isaac / New York Times:

Sources: OpenAI acquired Weights.gg, which offered AI tools to create clones of people's voices, earlier this year; PitchBook: Weights.gg had raised roughly $4M — The acquisition, Weights.gg, was a sort of social network for creating and sharing artificial intelligence algorithms.

Hyunjoo Jin / Reuters:

Sources detail friction between Samsung's memory and logic chip businesses over higher bonuses for memory chip workers, leading many to leave or apply elsewhere — A looming 18-day strike at South Korean chip giant Samsung that has triggered worries within the government …

Lee Jaewoon / The Elec:

Seoul-based WIRobotics, which develops wearable and humanoid robots and is collaborating with Nvidia and AWS, raised a ~$68M Series B led by JB Investment — Company to accelerate humanoid robot commercialization after securing major follow-on investment — 이 기사를 공유합니다

Mia Sato / The Verge:

YouTube expands its AI likeness detection program to users over the age of 18, after rolling it out to select creators, politicians, journalists, and others — Likeness detection, which scans YouTube for facial matches, will now be available to anyone 18 years or older with a YouTube account.

Bloomberg:

Filings: YouTube and Snap reached agreements to settle a lawsuit headed to trial in June over claims addiction to social media has disrupted students' learning — Google's YouTube and Snap Inc. reached agreements to settle the first lawsuit headed to trial over claims that addiction …

Josh Sisco / Bloomberg:

Sources: the US FTC is investigating whether Arm is trying to illegally monopolize parts of the semiconductor market — Arm Holdings Plc is facing an antitrust investigation by the US Federal Trade Commission over the UK company's licensing of its semiconductor technology …

Stephen Foley / Financial Times:

Professional services firm EY has withdrawn a study on loyalty rewards programs after researchers at GPTZero found apparent AI hallucinations and fake footnotes — Incident is latest example of professional services firm being led astray by new technology — EY has withdrawn a study …

Bill Gurley / Bill's Substack:

How tech companies are using open source initiatives to achieve critical strategic goals and how such efforts are reshaping industries like AI, AVs, and more — How the Smartest Executives Are Using Open Source Techniques to Optimize Corporate Strategy — Nearly 27 years ago, on July 12 …

Julie Bort / TechCrunch:

In a viral X post that parodies the old Mac vs. PC commercials, General Catalyst posted a “VC vs GC” video, with the VC apparently modeled after Marc Andreessen — One of the most entertaining moments in VC this week was a piece of rage-bait marketing from General Catalyst.

Mauro Orru / Wall Street Journal:

Semiconductor stocks fell globally on Friday after the Trump-Xi summit concluded without major chip deals; Nvidia closed down 4.42% and AMD closed down 5.69% — Beijing hasn't formally approved Nvidia shipments of its H200 chips to China — Global semiconductor stocks skidded …

Reuters:

Sources: SpaceX aims to make its IPO prospectus public by next week, targeting a June 12 listing on Nasdaq, driven by a faster-than-expected SEC review — Elon Musk's rocket and satellite maker SpaceX is planning to price its blockbuster initial public offering as early as June 11 …

Sean Silcoff / Globe and Mail:

Sources: Nord Quantique, a quantum computing startup that is pursuing a hardware-level quantum error correction approach, raised $30M at a $1.4B valuation — West Coast pipeline is conditional on carbon-capture project, Carney says — Boycotts, cancellations and price hikes: Get ready for a summer of travel chaos

🛠️ Jack of all trades Wide range of modes including SOCKS5, HTTP Proxy, TCP/UDP Forwarding, Linux TProxy, TUN - with more features being added constantly.

⚡ Blazing fast Powered by a customized QUIC protocol, Hysteria is designed to deliver unparalleled performance over unreliable and lossy networks.

✊ Censorship resistant The protocol masquerades as standard HTTP/3 traffic, making it very difficult for censors to detect and block without widespread collateral damage.

💻 Cross-platform We have builds for every major platform and architecture.

🔗 Easy integration With built-in support for custom authentication, traffic statistics & access control, Hysteria is easy to integrate into your infras…

👉 Read the appendix [2026-03-25] 📚 English documentation fully updated: Stage 2 (Full-stack Development) and Stage 3 (Advanced Development) are now fully available in English.

🦞 : Added so OpenClaw, Claude, Cursor, Trae, and other AI agents can quickly understand the repository structure and find the right tutorial content.

[2026-02-25] Updated the Appendix Knowledge Base, now covering 9 knowledge areas and 80+ interactive topics.

Updated the Appendix Knowledge Base, now covering 9 knowledge areas and 80+ interactive topics.

If you want to start a new Datawhale open-source project, please follow the Datawhale Open Source Project Guide.

Academic Research Skills for Claude Code繁體中文版A comprehensive suite of Claude Code skills for academic research, covering the full pipeline from research to publication.

Socratic mode (deep-research) and Plan mode (academic-paper) use intent-based activation — they detect the meaning of your request, not specific keywords.

Academic Pipeline (v3.7)10-stage orchestrator with integrity verification, two-stage review, Socratic coaching, and collaboration evaluation.

Reviewers run paper-content-blind Phase 1 + paper-visible Phase 2; Phase 1 output is wrapped in data delimiter to narrow the self-injection surface.

v2.6.1 (2026-03-09) — Bilingual Trigger Keywordsdeep-research : Added Traditional Ch…

AI-Trader: 100% Fully-Automated Agent-Native TradingJust like humans have their trading platforms, AI agents need their own.

AI-Trader is an Agent-Native Trading Platform: Exchange ideas and sharpen trading skills through AI agents!

Any AI agent joins the AI-Trader platform in seconds -- Simply send this message to your agent.

Live Trading Platform Click HereSupports all major AI agents, including OpenClaw, nanobot, Claude Code, Codex, Cursor, and more.

Key Features of AI-Trader🤖 Instant Agent IntegrationConnect any AI agent instantly by sending it one simple message.

SuperSplat Editor| SuperSplat Editor | User Guide | Blog | Forum |The SuperSplat Editor is a free and open source tool for inspecting, editing, optimizing and publishing 3D Gaussian Splats.

It is built on web technologies and runs in the browser, so there's nothing to download or install.

A live version of this tool is available at: https://superspl.at/editorTo learn more about using SuperSplat, please refer to the User Guide.

Localizing the SuperSplat EditorThe currently supported languages are available here:https://github.com/playcanvas/supersplat/tree/main/static/localesAdding a New LanguageAdd a new .json file in the static/locales directory.

ContributorsSuperSplat is made possible by …

Session ReplayEvery session agentmemory records is replayable.

If the file already has other servers, add agentmemory next to them as another key inside mcpServers .

Gemini CLI ~/.gemini/settings.json gemini mcp add agentmemory npx -y @agentmemory/mcp --scope user (auto-merges).

Codex CLI (MCP only) .codex/config.toml TOML shape: codex mcp add agentmemory -- npx -y @agentmemory/mcp , or add [mcp_servers.agentmemory] manually.

Launch alongside agentmemory:# agentmemory viewer holds port 3113, so run the console on 3114.

close ()JavaScript (Playwright):import { launch } from 'cloakbrowser' ; const browser = await launch ( ) ; const page = await browser .

import asyncio from cloakbrowser import launch_async async def main (): browser = await launch_async () page = await browser .

import { launch } from 'cloakbrowser/puppeteer' ; const browser = await launch ( { headless : true } ) ; const page = await browser .

browser = launch ( humanize = True ) page = browser .

page.$() , page.$$() , and page.waitForSelector() return patched handles automatically.

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

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

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Avoid data preprocessing : Do not apply data scaling or one-hot encoding when feeding data to the model.

TabPFN EcosystemChoose the right TabPFN implementation for your needs:TabPFN Client Simple API client for using TabPFN via cloud-based inference.

Manual DownloadDownload the model files manually from HuggingFace: Classifier: tabpfn-v2.5-classifier-v2.5_default.ckpt (Note: the classifier default uses the model fine-tuned on real data).

A: Try the following:Download the newest version of tabpfn pip install tabpfn --upgradeEnsure model files downloaded correctly (re-download if needed)Q: What environment variables can I use to configure TabPFN?

Example:export TABPFN_MODEL_CACHE_DIR= " /path…

Islands DarkA dark color theme for Visual Studio Code inspired by the easemate IDE.

Step 7: Enable Custom UI StyleOpen Command Palette ( Cmd+Shift+P / Ctrl+Shift+P ) Run Custom UI Style: Enable VS Code will reloadNote: You may see a "corrupt installation" warning after enabling.

This is expected since Custom UI Style injects CSS into VS Code.

TroubleshootingChanges aren't taking effectTry disabling and re-enabling Custom UI Style:Command Palette > Custom UI Style: Disable Reload VS Code Command Palette > Custom UI Style: Enable Reload VS Code"Corrupt installation" warningThis is expected after enabling Custom UI Style.

If styles conflict, reinstall VS Code to get a clean workbench.html , th…

Context-Aware Retrieval : Retrieval depends on your full context (e.g., conversation history and domain knowledge), and easily incorporates new context.

🧪 Quick Hands-on🔥 Agentic Vectorless RAG ( latest ) — a simple but complete agentic vectorless RAG example with self-hosted PageIndex, using OpenAI Agents SDK.

Agentic Vectorless RAG: An ExampleFor a simple, end-to-end agentic vectorless RAG example using PageIndex with OpenAI Agents SDK, see examples/agentic_vectorless_rag_demo.py .

Please cite this work as:Mingtian Zhang, Yu Tang and PageIndex Team, "PageIndex: Next-Generation Vectorless, Reasoning-based RAG", PageIndex Blog, Sep 2025.

@article { zhang2025pageindex , author = { Mingtian Z…

const agent = await init ( { model : 'anthropic/claude-sonnet-4-6' } ) ; const session = await agent .

KNOWLEDGE_BASE ) ; const agent = await init ( { sandbox , model : 'openrouter/moonshotai/kimi-k2.6' } ) ; const session = await agent .

const agent = await init ( { sandbox : 'local' , model : 'anthropic/claude-opus-4-7' , } ) ; const session = await agent .

const agent = await init ( { model : 'anthropic/claude-sonnet-4-6' , role : 'coder' } ) ; const session = await agent .

import { Bash , InMemoryFs } from 'just-bash' ; const fs = new InMemoryFs ( ) ; const agent = await init ( { sandbox : ( ) => new Bash ( { fs , cwd : '/workspace' , python : true } ) , model : 'anthropic/claude-sonnet…

IntroductionEnglish | 简体中文TARS* is a Multimodal AI Agent stack, currently shipping two projects: Agent TARS and UI-TARS-desktop:Agent TARS UI-TARS-desktop agent-tars-book-hotel.mp4 computer-use-triple-speed.mp4 Agent TARS is a general multimodal AI Agent stack, it brings the power of GUI Agent and Vision into your terminal, computer, browser and product.

[2025-06-25] We released an Agent TARS Beta and Agent TARS CLI - Introducing Agent TARS Beta, a multimodal AI agent that aims to explore a work form that is closer to human-like task completion through rich multimodal capabilities (such as GUI Agent, Vision) and seamless integration with various real-world tools.

We released an Agent TARS B…

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You want a good Markdown viewer more than you think you do.

Native UI Markdown editors are attractive and legible.

Suddenly, I realized: a good Markdown viewer was a dumb thing to waste time looking for.

Or even a particularly competent piece of software (although: it might well be the best dedicated macOS Markdown viewer).

And it has fussy color themes and decent typography, which is the most important feature a dedicated Markdown viewer can have.

​ What are Agent Skills?

Agent Skills are a lightweight, open format for extending AI agent capabilities with specialized knowledge and workflows.

Agent Skills are supported by a large number of AI tools and agentic clients — see the Client Showcase to explore some of them!

​ Open developmentThe Agent Skills format was originally developed by Anthropic , released as an open standard, and has been adopted by a growing number of agent products.

Come join the discussion on GitHub or Discord​ Get started with Agent Skills

It’s thoughts like these that led me on a journey to track the evolution of British paths for my book, The Path More Travelled.

Bure Valley Path, NorfolkView image in fullscreen The Bure Valley Path runs next to a vintage steam train line.

Today, the nine-mile Bure Valley Path is a shared walking and cycling route that follows the course of the old railway, now relaid as a narrow-gauge steam line, the Bure Valley Railway.

The Mass Trespass Walk, DerbyshireView image in fullscreen The path up William Clough on the Kinder Scout Mass Trespass walk.

It includes Kinder Downfall cascade and a section of the Pennine Way, the earliest of Britain’s national trails.

Developers who are told to use AI whether they like it or not, however, tell a different story.

Developers talk not just about how the AI output is often flawed, but that using AI to get the job done is often a more time consuming, harder, and more frustrating experience because they have to go through the output and fix its mistakes.

Tech company executives love to brag about how much of the code at their company is AI-generated.

Meta’s Mark Zuckerberg said last year he expects AI to write most of the code improving AI within 12-18 months .

Anthropic says 90 percent of the code written by most if its team is AI generated.

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.

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.

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.

Keysign -keysign is used for host‑based authentication and typically runs setuid root, opening the system's SSH host keys before dropping privileges to complete its work.

Also: The third major Linux kernel flaw in two weeks has been found - thanks to AIJust what we needed.

The flaw explainedSecurity researchers at security company Qualys disclosed CVE‑2026‑46333, an information‑disclosure vulnerability in the Linux kernel's ptrace access check.

In addition, with stolen SSH host keys, attackers can impersonate machines in host‑based trust relationships.

This removes a primary avenue for stealing host keys.

Search for treasures on the beach or in your own backyard with this metal detector bundle at Amazon.

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.

I tried each of these four myself, and my Android Auto ended up a lot faster, more responsive, and more smooth.

Also: I've used Android Auto for years, and these 5 changes solved my biggest issuesWireless Android Auto is more demanding on your phone, too, so you'll use more battery life.

I tried running Android Auto with a random cable from my junk drawer and a high-speed data cable, and the difference was obvious.

Go to Settings > Apps > Android Auto > App battery usage, and make sure "Allow background usage" is on.

It's not a bad idea to do this for apps Android Auto uses often, too, like Google Maps, Spotify, and YouTube Music.

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.

One big hurdle to harvesting power with this new solar technology is government red tape. Here's where you can and can't take advantage of plug-in solar systems.

You can already find great Memorial Day deals on everything you need to upgrade your outdoor space.

You can get a Samsung Galaxy or a Motorola phone for less than $250 to more than $1,800.

You should buy a Samsung Galaxy phone if…Kyle Kucharski/ZDNETYou want a better ecosystem of devicesIf you already have a Samsung product or want to purchase another device from Samsung, a Galaxy phone would pair better with those products.

Also: Samsung Galaxy Z Fold 7 vs. Pixel 10 Pro Fold vs. Motorola Razr Fold - this model wins for meFor example, you can control your Samsung TV using the SmartThings app on your Galaxy smartphone.

The two brands have collaborated on several Android features, and it has benefited the new generation of Galaxy phones.

This results in more tempting offers for new-generati…

Smart speakers are all the rage, and Bose's newcomer is a worthy competitor to the established Sonos.

This week, Anthropic announced Claude for Small Business, a library of small business-related connectors and skills for Claude Cowork.

Lawyer in a boxI'll tell you more about my testing of Claude for Small Business later in this article.

Here are a few examples:/business-pulse: Cross-functional SMB snapshot using QuickBooks, PayPal, Stripe/Square, HubSpot, and email context.

Cross-functional SMB snapshot using QuickBooks, PayPal, Stripe/Square, HubSpot, and email context.

If an AI contract review flagged cancellation traps and hidden risk in plain English, would that make you more confident negotiating terms?

Bose's premium soundbar debuts with improvements under the hood, but it's reinventing itself in an already crowded field.

Months after sunsetting the SoundTouch lineup, Bose's Lifestyle Ultra proves that it can still make versatile and great-sounding speaker.

For most users, Android Auto is simply an easy way to handle navigation, music, and messages while driving.

Just like your Android phone, Android Auto has its own developer mode that lets you access settings not intended for everyday users.

Also: I've used Android Auto for years, and these 5 changes solved my biggest issuesHere's how to dive in.

Wireless Android AutoIf you only use Android Auto occasionally, you might want to check this one out.

Also: This fundamental Android feature is 'absolutely not' going away, says Google - but it is changingUsually, your Android Auto apps are limited to mainstream options.

The vibes around the current AI boom aren't great, even in the tech industry.

AI-powered marketing platform Nectar Social announced Thursday that it raised a $30 million Series A round led by Menlo Ventures and its Anthology Fund, which was created alongside Anthropic.

ArXiv is doing more to crack down on the careless use of large language models in scientific papers.

Deep Care's $350 device is pricy, but it runs offline and helps you improve your posture and movement habits

OpenAI's latest shakeup comes as the company reportedly plans to combine ChatGPT and its programming product Codex.

Cerebras Systems was 2026's biggest tech IPO so far. But years ago, it burned through hundreds of millions working on a chip many believed impossible.

It may be possible to jailbreak an older, end-of-support Kindle and continue adding books to it. But doing so carries risks.

Founder and CEO RJ Scaringe has a knack for raising money. So far, his three startups have raised more than $12.3 billion.

Compulsive X user Andreessen himself couldn't resist responding, many, many times.

The tech company that maintains the hotel check-in system set its cloud storage to public, allowing anyone to access customers' data without a password.

Lake Tahoe, Silicon Valley's favorite ski spot, is about to get hit with higher energy prices as AI drives demand for electricity.

Newly un-redacted crash reports reveal some of the troubles Tesla has had as it tries to scale its robotaxis.

OpenAI is launching personal finance tools for ChatGPT Pro subscribers in the U.S. first

Prices have nearly doubled in the largest U.S. grid thanks to surging demand from data centers.

People who travelled to Beijing for a summit between the United States and China had to throw away items they received during the trip before boarding Air Force One, presumably for security reasons.

"Every link leads to an entry that does not exist yet," explains the GitHub page for a Wikipedia-like site called Halupedia. "Until you click it, at which point an LLM pretends it has always existed and writes it for you, in the deadpan register of a 19th-century scholarly press..." Every article is invented on demand. The footnotes are also lies... The hardest problem with an infinite, on-demand encyclopedia is internal contradiction... When the LLM writes an article, it is required to add a context="..." attribute on every it inserts, summarising the future article it is linking to (e.g. context="19th-century clerk who formalized footnote drift, Pellbrick's mentor")... When that target a…

Former Microsoft programmer Keith Curtis "wrote and self-published After the Software Wars to explain the caliber of free and open source software," according to his entry on Wikipedia, "and why he believes Linux is technically superior to any proprietary OS." He's also KeithCu (long-time Slashdot reader #925,649), and has written a blog post on "How I added an LLM-based grammar checking + TeX math import to LibreOffice." : At Microsoft, I spent five years working on the text components RichEdit and Quill, and came to understand the "physics" of word processing: the file formats, data structures, and algorithms that provided fast access to text and properties, independent of the length of t…

Bloomberg reports that Apple's two-year-old partnership with OpenAI "has become strained, according to people familiar with the matter." Bloomberg describes OpenAI as "failing to see the expected benefits from the deal and now preparing possible legal action." OpenAI lawyers are actively working with an outside legal firm on a range of options that could be formally executed in the near future, said the people, who asked not to be identified because the deliberations are private. That could include sending the iPhone maker a notice alleging breach of contract without necessarily filing a full lawsuit at the outset, according to the people... OpenAI believed that the companies' partnership, …

"Most of the plastic waste in California is about to lose the recycling symbol," writes the Washington Post's "climate coach." The "chasing arrows" symbol, created in 1970 by a college student inspired by the burgeoning environmental movement, has been stamped indiscriminately on plastic bottles, clamshell takeout containers, chip bags and more for decades. The majority of the items emblazoned with the mark have been virtually impossible to recycle for most people. California lawmakers say they want to end the charade: Under what's known as the Truth in Recycling law, plastics cannot use the symbol if they aren't collected by curbside programs serving 60% of Californians and sorted by facil…

"The vulnerability is simple in practice," writes Tom's Hardware: "run a command as a standard user and gain root (administrator) access to the machine." And it was Mythos Preview that helped the security researchers at Palo Alto-based Calif bypass a five-year Apple security effort in just five days. The blog 9to5Mac reports: Last year, Apple introduced Memory Integrity Enforcement (MIE), a hardware-assisted memory safety system designed to make memory corruption exploits much harder to execute... [The researchers note it's built into Apple all models of the iPhone 17 and iPhone Air, and some MacBooks] They explain they have a 55-page technical report on the hack, but they won't release it …

Variety reports: Amazon MGM Studios started auditioning actors for the part of 007 in the past few weeks, Variety has learned... The next James Bond film will be directed by Denis Villeneuve, the filmmaker behind the "Dune" franchise, "Arrival" and "Sicario." Amy Pascal of the "Spider-Man" films and David Heyman of the "Harry Potter" series will produce the picture, which will feature a script from "Peaky Blinders" creator Steven Knight. Tanya Lapointe ("Dune") is executive producing the film. The BBC notes it's been five full years since the release of the last Bond film No Time To Die, and 15 months "since Amazon MGM Studios took control of the Bond franchise." But they also offer this li…

The blog It's FOSS has an update on the Fedora AI Developer Desktop Initiative, a proposed platform for AI/machine learning workloads on Fedora. It's now been blocked "after two Fedora Council members retracted their earlier approval votes." The initiative was proposed by Red Hat engineer Gordon Messmer, aiming to deliver an Atomic Desktop with accelerated AI workload support, covering developer tools, hardware enablement, and building a community around AI on Fedora... At the May 6 council meeting, the members unanimously voted to approve this new initiative. After which a short, lazy consensus window was left open until May 8 to accommodate absent members, after which the decision was to …

USA Today reports: Trump Mobile phones are being shipped this week, the company exclusively confirmed to USA TODAY in an email May 11.... The company's first smartphone — the T1 Phone — was originally scheduled for release in August. However, the golden gadget's release was later delayed to October before being pushed back again to this week. Now, Trump Mobile CEO Pat O'Brien told USA TODAY, pre-ordered phones will start getting sent out to customers this week... O'Brien said the company anticipates all pre-ordered phones to be delivered within the next several weeks... The company's 5G "47 Plan" is available for $47.45 a month, a nod to President Donald Trump's two presidential terms, acco…

What's going on with the U.S. job market? "The economy is growing. Unemployment is low," notes the Washington Post. "And yet, for millions of workers, finding a job has become harder than at almost any other point in decades," with the hiring rate "well below pre-pandemic levels for more than a year." Part of the problem? "Of the net 369,000 positions added across the entire economy since the start of 2025, health care alone accounted for nearly 800,000 — meaning every other sector, taken together, shed jobs." By the end of 2025 nearly half of college graduates ages 22 to 27 were working at jobs that didn't require a degree, according to stats from New York's Federal Reserve Bank. The headl…

The Linux 7.1 kernel has added new documentation clarifying what qualifies as a security bug and how AI-assisted vulnerability reports should be handled. Phoronix reports: Stemming from the recent influx of security bugs to the Linux kernel as well as an uptick in bug and security reports from discoveries made in full or in part with AI, additional documentation was warranted. Longtime Linux developer Willy Tarreau took to authoring the additional documentation around kernel bugs. To summarize (since the documentation is a bit too lengthy for a Slashdot story), the AI-assisted vulnerability reports should "be treated as public" because such findings "systematically surface simultaneously ac…

Japan's worsening bear problem has created a shortage of handmade "Monster Wolf" robots, which are $4,000 solar-powered scarecrow-like devices with glowing eyes, sensors, and blaring sounds designed to frighten the animals away. "We make them by hand. We cannot make them fast enough now. We are asking our customers to wait two to three months," company president Yuji Ohta recently told the AFP. Popular Science reports: First released in 2016 by the manufacturer Ohta, Monster Wolf was originally designed to ward off the agricultural foes like boars, deer, and the island nation's Asian black bear (Ursus thibetanus) and brown bear (Ursus arctos) populations. The creative solution quickly went …

An anonymous reader quotes a report from The Guardian: Wood heating is reintroducing lead into the air of local communities and homes, a systematic investigation by academics has found. Overwhelming evidence of lead's neurotoxicity meant the metal was banned as an additive in petrol more than 25 years ago. The research by academics from the University of Massachusetts Amherst began by analysing samples of particle pollution from five suburban and rural towns in the north-east US. They looked for tiny particles of potassium that are given off when wood is burned and also particles containing lead. Samples from seven winters revealed associations between potassium and lead. When there were mo…

Amazon looked behind in AI in the training era, but is well place in the inference era, thanks to its continued investment in the long-term.

I generated the same task with 33 different agents/models and I’m showing you 130 resulting images. The cost difference between the most expensive and the cheapest option is 410x.

There’s also an original Russian version of this post: mikeozornin.ru/blog/all/llm-and-ui-design

Sometimes colleagues, often non-designers, after announcements of various Claude-Design-type things, ask me what it’s like. How does it design, what is this thing in general. How good a design can you expect, can you take a design system, and how do you bring it to production afterwards. Maybe they want to hear that neural networks will replace not only them, the developers, but designers too — then we’ll go cut tables…

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.

All the NPM hacks recently, especially with agentic coding — you’re always one npm install away from a disaster.

So I’ve built a small CLI called machine that starts a Lima VM for each of your projects.

No need to install dev tools, clone repos, npm install anything manually.

So every time you need to commit or push code, you touch the Touch ID key and it’s signed.

You inject them with one command from 1password when the machine starts and they are never stored in a file.

task dev # serves on :8080 (auto-creates the dev DB on first request)Open http://localhost:8080/ in a browser.

task dev also sets SB_DEV=1 , which disables template and i18n caching so edits to web/templates/admin/*.html are reflected on the next request without restarting the server.

task seed still works — it creates the dev DB and seeds an admin ( admin / changeme by default; override via SB_ADMIN_NAME / SB_ADMIN_PASSWORD ) without going through the browser flow.

Run serenebach --version to print the version of the binary you have on disk and exit.

Docker# Build docker build -t serenebach .

brokk run executes commands end-to-end across a control plane + worker pair, with action-cache hits on the second invocation.

cargo run -p brokkr-control -- --listen 127.0.0.1:7878 --data-dir /tmp/brokkr # Terminal 2: a worker that registers and pulls jobs.

cargo run -p brokkr-worker -- --control http://127.0.0.1:7878 # Terminal 3: submit a job.

CI gate: cargo fmt --check , cargo clippy --workspace --all-targets -- -D warnings , cargo test --workspace on Linux x86_64 + aarch64.

cargo test --workspace # Lint (CI runs the same).

Never Lose a Soccer Ball Again.

Log Every Session, Game, and Goal.

A soccer ball QR code tag helps lost balls find their way home and turns every practice and match into stats, progress, and memories.

After speaking with over 50+ CISOs, DevOps, & pre-series A founders for months, I realized a problem in the GRC industry. SOC 2 automation exists, but people are split between trusting these black-box tools with systems that are continuously changing. As a result audits are slow & mistrusted.Right now the most important thing is verifiability & depth, rather than just compliance automation-because it does exist, everywhere.Here's what I did from learning this:-> Created an open-source AWS Evidence Scanner & Control Mapper for lean, pre-series A AWS-Native teams thinking about SOC 2 Type l or are undergoing SOC 2 Type l audit. Collects across 15+ AWS Services to 12 critical controls in the t…

demo: https://www.youtube.com/watch?v=ENH9tsVF_Bw&feature=youtu.belmk if you want image support! Comments URL: https://news.ycombinator.com/item?id=48164898

Points: 2

# Comments: 1

How To PlayMake a word that matches the clue using all the letters shown, plus the blue ?

Each new answer is made of all the letters from the previous answer plus the blue ?

with the clue “Blue” makes SAD.

Then SAD + ?

with the clue “Sprint” makes DASH.

I built QuantTakeoff and releasing v1.0 for validation: Input a construction PDF, get back takeoff report with wall lengths, areas, door/window counts and sizes 3D GLB of the building at real-world scale all under ~10 mins.

The pain it solves: Reduce time estimator to trace out elements either by hand or software and extract out reports.

Holds up on noisy as-builts and hand-marked sheets that break OCR-first pipelines Post CV processing to optimize for usability.

Demo: https://youtu.be/fVy7tDFqR98Particularly want feedback on: Real world estimators feedback on what could be better for the practice.

P.S Live demo has been removed to manage compute costs from a few enthusiasts who burn throug…

I've always wondered if what I am enduring in life is better or worse than the average human existance/experience. Hence "Where do I stand?", a simplified public thermometer, that is

- anonymous: no login, no personal data tracked, you answers are only stored locally while your tab is open. To submit, there's a small math puzzle to disincentivize multiple submissions

- biased: it's being shared in Hacker News and probably people in certain headspace will answer

- not comprehensive: I chose the questions I was interested in

- realtime: update the results page as people answerCurious to see the results of this little experiment and/or feedback from the group Comments URL: https://news.ycombin…

" I built my page in one evening and started sharing one clean link for all my releases and bookings. "

Maya Rios Barcelona, Spain

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Hey everyone, Like a lot of you, I've been spending my weekends shipping application after application using tools like v0 and Claude Code. But recently, I realized that shipping to an empty room isn't nearly as fun. I wanted a dedicated space to celebrate wins, get constructive feedback, and connect with people doing the same thing. So I built vibenate a community hub from vibe coders, for vibe coders. The concept is simple: drop your app, tell the story of how you prompted/built it, lay out the roadblocks you hit, and gather some good vibes and feedback from the community. It's completely free and just a passion project to bring us together. Check it out at https://vibenate.com/ and let m…

Came across this: https://news.google.com/rss/articles/CBMipgFBVV95cUxNNmhDT2pBV3FnZ2IxcDVrYW1KT0lpeFdSWEJRc0NKdTBNUjVKVWNsYTRMNm5PalY4Yk5KVXpJM19qWndueEZELXZqMmJoQ2d5Xy1ZYV9yOGh5UlNFQkZIV3M1QVRRZ25OUDI4NTh1ZFUxWDBDc1Z0bDRPR0VtTjU0blhkbks5VnJOTC1JMVR3Uzh4cDBiZ3lTSmZxSUt5aG5oNXUweWNn?oc=5 submitted by /u/dorugamer [link] [comments]

Been teaching myself to code and just launched my first real project. It’s called Outfitly — you post a photo of your outfit and the community rates it on fit, color combo, and overall out of 10. There’s also a leaderboard, comments, profiles and a trending feed. It’s completely free. Would love honest feedback on the concept and the app itself — what works, what doesn’t, what’s missing. https://outfitly-5379c.web.app Thanks in advance. submitted by /u/Suitable-Scholar-635 [link] [comments]

I made a trading platform PrecisionTrader that combines a bunch of separate tools and adds tools that I've never seen other platforms have. Trading Rules: setup trading hours, max risk per trade, require a stop loss and more Built-in journal with templates so you can track each trade and see whats working AI that uses journals, trading performance and trading rule violations help users discover patterns in their trading 1-Click bracket orders with multiple take profits Stack Node.js backend with 24/7 market data streaming to monitor alerts/trading React front end TradeStation broker integration + Claude AI submitted by /u/petree28 [link] [comments]

Right now AI coding agents are isolated. Codex doesn’t know what Claude did. Claude doesn’t know what Codex changed. Every session starts cold again. Built Relay to fix this. It acts like a shared memory/runtime layer between terminal coding agents: persistent project memory commit/workstream tracking automatic context injection autonomous multi-agent loops The goal isn’t replacing Codex or Claude. It’s making them actually work together. 100% local + open source. https://github.com/tedevH/Relay submitted by /u/Mobile-Cranberry-823 [link] [comments]

WordPress finally has a freeform canvas website builder. Discussion | Link

A better way to screen share on macOS Discussion | Link

Personal finance guidance powered by ChatGPT Discussion | Link

4-inch color E-ink dev board with ESP32 and audio I/O Discussion | Link

Developer tools, one menu click away. Discussion | Link

Click and build tiny worlds Discussion | Link

OpenSource alternative to ServiceNow that runs on ClaudeCode Discussion | Link

Describe a trade and Mobius builds, backtests, and runs it Discussion | Link

Cursor for Product Managers Discussion | Link

A bridge connecting AI agents to the live web Discussion | Link

Agentic Browser with Claude Code UX Discussion | Link

Track flows, Telegram pings, and global traffic in realtime Discussion | Link

AI agent that handles repeated tasks through reusable skills Discussion | Link

A drag and drop Motion Design tool to swap creatives quickly Discussion | Link

A digital workspace for creative collaboration 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.

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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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London-based Lansdowne Partners has launched a venture capital fund to support high-potential UK companies emerging from the country’s leading university research base and startup ecosystem.

The fund is anchored by British Business Bank, Aviva Investors, and Lloyds Banking Group, with additional backing from Lansdowne Investors and internal partners’ capital.

It also noted that several scale-ups in which Lansdowne Partners was a key early investor have now reached unicorn status.

Lansdowne Partners stated that the fund aims to bridge the gap between early-stage innovation and global commercial success.

To accomplish this, Lansdowne Partners will collaborate closely with founders to develop …

They’re proof that European founders can build globally relevant technology companies, even if the surrounding ecosystem hasn’t always made it easy.

The instinct for many European founders is still to seek validation from Silicon Valley.

European founders should focus their energy there: documenting their journey, building in public selectively, and creating a narrative of European technological sovereignty that resonates domestically.

In the last year or two, I’m seeing more and more European founders state wildly ambitious goals without qualifying them with a disclaimer.

Europe’s Sputnik momentThe realignment happening right now is creating a window for European tech that may not stay ope…

Elephant Company (Elephant), a Berlin-based startup aiming to unlock the potential of blue-collar workers with AI-powered training, has closed a funding round of over €5 million to grow its team and scale its platform.

The round was led by EnBW New Ventures and Wepa, with participation from business angels from Flix, home24 SE, SB21, Ventic Ventures and topi.

Founded in 2022, Elephant is an AI-powered training platform designed for the frontline teams, streamlining knowledge transfer and communication directly in the field.

Elephant seeks to close this divide by connecting frontline teams and decision-makers, enabling them to collaborate more effectively and work toward common objectives.

I…

We exist to solve it.”Multiverse’s funding sits within a broader 2026 pattern of capital flowing into European learning, workforce enablement and AI adoption tools.

They’ve already partnered with over 1,500 global organisations to transform their workforce through tech skills.

Today’s funding lands amid accelerating company growth driven by UK enterprise adoption, and strategic acquisitions.

With growing momentum across Europe, Multiverse puts the focus on AI adoption, enabling employers to upskill their workforces and translate technology investment into tangible outcomes.

Multiverse then equips workers at every level with the AI, data and digital skills to translate technology investment …

Fresh People, a Valencia-based technology company specialised in leadership and team management, has closed a €2.6 million round to accelerate the launch of Booster, a new AI-powered leadership system and prepare its international expansion.

Founded in 2020, Fresh People states that it combines AI and leadership to scale business growth from a people-centric approach.

It points out that its flexible technology is designed to address multiple business challenges, including leadership development, performance management, team effectiveness, and cultural transformation.

Booster, the company’s new AI-driven leadership system, aims to serve as a strategic copilot for managers every day.

With thi…

PANTA, a London-based SaaS FinTech startup aiming to transform how financial indices are built and managed, has raised €3.4 million (£3 million) in a fresh funding round led by Fuel Ventures.

The round includes €1.7 million (£1.5 million) from the UK venture capital fund and €1.7 million (£1.5 million) provided as an Innovate UK Innovation Loan.

Tobias Sproehnle, CEO and co-founder of PANTA, said, “Producers and users of indices have been limited for too long by outdated systems.

PANTA claims to replace legacy operations with a modern, end-to-end system that automates index design, calculation and delivery.

A larger Series A funding round is also on the cards for early 2027.

The day of massive, fault-tolerant quantum computers running arbitrary workloads is still years away.

Quantum computers use qubits, which exist simultaneously in a state of both 0 and 1, a strange property called superposition.

Superposition, along with the quantum mechanical phenomena of entanglement and interference, gives quantum computers their extraordinary computational power.

These elements will intersect with today’s cloud environments, heterogeneous compute, regulated data requirements, and long-lived security needs.

The near-term win is probably the other way around: using AI to improve quantum systems themselves.

Resurrect Bio, a London-based agricultural BioTech startup developing disease-resistant crops, has closed its oversubscribed Series A funding round at €8.8 million ($10.3 million).

In February 2026, the company made an initial close of over €6.8 million ($8 million) in its Series A round.

Dr Cian Duggan, CEO of Resurrect Bio.

Resurrect Bio provides the seed industry with a sustainable alternative to chemical crop protection by resurrecting complex resistance mechanisms.

In March 2026, the company announced its partnership with Corteva Agriscience to develop disease resistance in corn.

Join us for a conversation with Pieterjan Bouten, Founding and Managing Partner at Entourage, as he reflects on his journey from co-founding In the Pocket and scaling Showpad to $100 million ARR, to now building and funding the next generation of B2B SaaS companies through Entourage Studio and Entourage Capital.

The rationale behind combining a venture studio and VC fund at Entourage, and how the two models complement each other.

Where Entourage fits into today’s European VC ecosystem, amid sector-specific funds and cautious capital deployment.

The role of communities like Wintercircus in fostering collaboration, knowledge-sharing, and ambition among the next generation of founders.

The tru…

The company removes the separation between development and production environments, a long-standing flaw in cloud architecture that causes deployment failures for developers and AI coding agents alike.

Zerops claims to create a unified environment where applications behave identically from development through to production, enabling reliable deployments from the start.

Aleš Rechtorík, co-founder and CEO of Zerops, said, “Most platforms ask you to trust that development and production are close enough.

That’s the same guarantee we now give AI coding agents, and it’s why the code they produce is production-ready from the first deployment.

Zerops aims to become one of the primary cloud platfor…

And perhaps that is Malta’s real differentiator vis-à-vis other nomad destinations: it offers a credible pathway from remote work to long-term opportunity.

The Nomad Residence Permit grants eligible non-EU nationals a one-year residence permit:Renewable up to three timesAllows a stay of up to four yearsImmediate family members may also be included, subject to due diligence.

A stay in Malta that starts with the Nomad Residence Permit may well become your next strategic base in Europe.

Learn more and apply for Malta’s Nomad Residence Permit at nomad.residencymalta.gov.mt.

For details about the Malta Startup Residence Programme click herehttps://startup.residencymalta.gov.mt/

Stockholm-based EnergyTech company Elvy has closed a €5.9 million ($7 million) round to accelerate growth and establish Elvy’s subscription model as the market standard for homeowners across Europe.

Last December, the company secured €500 million from Scayl, a Swedish debt-funding platform.

Elvy notes that this credit facility is already in place, with funds earmarked for hardware deployment at scale.

Elvy has already built the technology needed for a stable Swedish energy system and low electricity costs for households.

With an Elvy subscription, you don’t need to worry about whether there’s no wind in Germany when you want to cook or do laundry.

DDD Invoices, a Ljubljana-based company building API-driven infrastructure for global e-invoicing compliance, has closed a €1.31 million Seed round supported by Fil Rouge Capital, 500 Global, and experienced operators from the ERP and e‑invoicing ecosystem.

We’re building the infrastructure to take that off their plate,” said Denis Vehovec Pondelak, CEO and co-founder of DDD Invoices.

DDD Invoices claims to abstract this complexity through a unified API for issuing, receiving, and archiving tax‑compliant e‑invoices, offering an “all‑encompassing” solution for modern scaling.

For companies using platforms such as Stripe, Bitrix, Shopify, and Chargebee, DDD Invoices states that it offers nati…

The 2026 edition of the EU-Startups Summit 2026 has officially come to a close.

Now, we’re excited to share the official event footage and photo galleries so you can relive your favourite moments from the Summit.

And after an incredibly competitive final, the winner of the EU-Startups Summit 2026 Pitch Competition was AlterEcho.

We can’t wait to welcome you back for the 2027 edition of the EU-Startups Summit – still in Malta!.

The IONOS Cloud Start-up Program provides young companies with up to €100,000 in cloud credits for up to five years after their founding.

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.

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🇬🇧 Nscale secures $790M financing to underscore commitment to Norway data centre🇬🇧 Recursive Superintelligence emerges from stealth with $650M raise🇩🇪 N8N's valuation doubles to $5.2B following SAP strategic investment🫱🏽‍🫲🏻 Noteworthy acquisitions and mergers🇹🇷 Glocalzone acquired by MovitOn to expand decentralised …

Today YEP Accelerator announced that it is opening a new office in California and launching an international track for growth-stage Ukrainian startups looking to enter the US market.

The new track is designed for Ukrainian startups that already have a live product, paying customers, and ambitions to scale in the US.

Unlike traditional accelerator programs, this program focuses on hands-on market-entry preparation rather than theory.

The European startup ecosystem has increasingly focused on building stronger international support networks for founders expanding abroad.

The program is open to startups that:Have a product on the market and paying customers.

That is the gap Bounce Watch aims to address.

Founded in 2023 by Cem Otkun (CEO) and Sedat Yusuf Ergunes (CTO), Bounce Watch is a signal-based AI platform for private market intelligence.

In practice, Bounce Watch focuses on identifying real-time company signals and translating them into prioritised actions.

Bounce Watch operates continuously in the background, monitoring activity, surfacing signals, and generating tasks and action boards automatically.

Since its founding, Bounce Watch has evolved from a single product into a three-product ecosystem consisting of its core platform, Signal Tracker, and an API module.

Euan Blair’s Multiverse has raised £70m in fresh funding, as it looks to expand across Europe and take a chunk of the enterprise AI training market.

The funding round in the edtech, which originally specialised in digital apprenticeships at tech firms, was led by new investor Schroders Capital.

It raised the funding at a $2.1bn valuation, a $400m increase on its last funding round in 2022.

Multiverse, founded by Blair, the son of former UK prime minister Tony Blair in 2016, has raised around $570m in total.

The edtech has moved into the German market following its acquisition of Berlin-based data and AI training company StackFuel in January this year.

In 2019, the Portugal-based startup Anybrain filed a patent application claiming its AI could detect game cheating solely from player inputs such as keyboards, controllers, and joysticks.

Anybrain is a platform designed to protect gamers from toxic behaviours such as fraud, hacking, and cheating in multiplayer games and esports events.

It’s an ongoing battle, and increasingly, companies see anti-cheat as a strategic priority.”How Anybrain’s tech worksAnybrain’s anti-cheat analysis is based on player behaviour analysis.

As AI cheats evolve, anti-cheat systems must adaptAccording to Ribeiro, cheating has already increased significantly, and AI will make it even easier to develop hacks.

It's a…

Nsave , a UK-founded offshore banking platform built for people from distressed economies, today announced the launch of financial services for Syrians in two phases: inbound transfers into Syria and international accounts for residents inside Syria.

For the first time, Syrians will have access to a stable foreign currency account, providing a hedge against local economic instability.

For millions of Syrians, access to basic financial services has been out of reach for generations.

Baroudi started the company after experiencing firsthand the challenges Syrians face in accessing reliable financial services.

They deserve modern, safe and affordable financial services, and today we start deliv…

Frontier AI lab for defence and security Twin Prime has raised have $10 million in pre-seed funding led by Expeditions, with additional investment from American and European VCs, Theon, family offices, and angels from within Palantir, Anduril, Quorum, and more.

Twin Prime is developing AI models that natively reason on data from a large number of sensor modalities in the physical world, notably across the national security landscape, compressing the perception-to-decision layer to enable smart, real-time action against threats.

Mikolaj Firlej, Co-founder and GP of Expeditions, said:“Current AI models are not specialised enough to capture the complexity of modern war and wider security chall…

Founded in 2005 as a research-driven green computing venture, Iceotope has evolved into a specialist in precision liquid cooling for AI infrastructure, high-performance computing (HPC), and edge deployments.

The company’s chassis-based liquid cooling approach is designed to replace traditional air cooling with liquid-based thermal management across infrastructure components, helping high-performance systems operate more efficiently while reducing energy consumption and water usage.

Iceotope said its solutions are designed for both core data centre environments and enterprise and edge deployments where cooling constraints can be particularly demanding.

The company currently holds more than 2…

Alongside the funding round, Ouinex introduced Ouinex Launchpad, a token sale platform designed to give users access to early-stage token launches based on platform engagement and loyalty metrics.

Ouinex is a trading platform combining crypto and traditional financial markets within a single environment.

The platform offers access to spot crypto, crypto perpetuals, forex, indices, stocks, and commodities derivatives through one account, using crypto assets as collateral.

The company said more than 10,000 retail and professional traders have participated in its funding rounds since launch.

The new funding will be used to support regulatory expansion, product development, and the rollout of a…

Most people think of additive manufacturing — better known as 3D printing — as small plastic prototypes or desktop machines producing objects you can hold in your hand.

According to Francesco De Stefano, additive manufacturing largely accepted the physical “box” of the printer as a limitation until around 2015.

Between 2015 and 2017, they worked on integrating the two technologies to bring additive manufacturing into large-scale industrial production.

Building a transatlantic manufacturing footprintThe company is currently the only large-format additive manufacturing player operating manufacturing facilities in both Europe and the US.

Its long-term ambition is not just autonomous machines, …

When VivaTech first opened its doors in 2016, it gathered 45,000 visitors.

The Energy Transition Gets RealThe climate debate at VivaTech 2026 moves past ambition and into execution.

To answer these questions, VivaTech is bringing together some of the sector's most consequential voices.

On the floor, startups like Nyobolt (ultra-fast charging), Bienesis (climate-resilient agriculture), and Tenaka (ocean regeneration, world exclusive) will demonstrate that the energy transition isn't a future story.

Join VivaTech from June 17 to 20 at Paris Porte de Versailles.

A London-founded payments fintech backed by US investment giant Bank of America has been acquired by Australia’s top business lender, the lender has announced.

The fintech has been acquired by National Australia Bank (NAB) for an undisclosed sum, with Banked boss Brad Goodall saying the deal will allow its tech to reach more people.

NAB is an existing customer of Banked, which has offices in London, Palo Alto and Vilnius, and has also invested in Banked via its venture arm.

Sources told Tech.eu that Banked would now be exiting the UK and US market and focus on Australia.

Sources said the deal failed due to issues arising out of the due diligence process carried out by Banked.

In 2025, European energy tech companies raised €7.5 billion, with funding concentrated in large infrastructure-focused rounds spanning EV charging, battery storage, grid flexibility, home energy systems, and sustainable fuels.

Debt financing played a major role, particularly among companies scaling capital-intensive assets such as charging networks and storage systems.

The largest deals show investor focus on deployment-ready infrastructure, with EV charging companies IONITY, Electra, and Believ ranking highly, while battery and grid storage companies, including Green Flexibility, Zenobē, Lion Storage, Return, and Energy Vault, also attracted significant capital.

Overall, 2025 points to a E…

Zerops, a Platform-as-a-Service startup redesigning cloud architecture, has raised a $2 million seed round led by Gi21 Capital.

Zerops removes the separation between development and production environments, a long-standing flaw in cloud architecture that causes deployment failures for developers and AI coding agents alike.

It creates a unified environment where applications behave identically from development through to production, enabling reliable deployments from the start.

We removed the gap entirely by rethinking how cloud architecture should work from the ground up.

The new funding will be used to expand Zerops’ global infrastructure in the US and Asia, accelerate product development,…

DDD Invoices, a Ljubljana-based company building API-driven infrastructure for global e-invoicing compliance, has raised a €1.31 million seed round backed by Fil Rouge Capital, 500 Global, and experienced operators from the ERP and e-invoicing ecosystem.

DDD Invoices is building an API-first infrastructure designed to simplify this process.

For unstructured files such as PDFs, DDD Invoices also applies AI-based document processing to extract and structure invoice data automatically.

Denis Vehovec Pondelak, CEO and co-founder of DDD Invoices, said modern software companies are increasingly challenged by local compliance complexity as they scale across markets.

With the new funding, DDD Invoi…

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.