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The Workplace Risk GapNearly half of Gen Z workers (48%) now believe the risks of AI in the workforce outweigh its benefits, a significant 11-point increase over the prior year.

This skepticism persists even as 56% of Gen Zers acknowledge that AI tools can help them complete their work faster.

“Gen Z isn’t rejecting AI outright, but they are reassessing its role in their lives.

Gen Z Prioritizes Human-Led ServicesPreference for AI-powered services remains low among Gen Zers when asked to choose between technology or humans to provide a service.

Fewer than 20% of Gen Zers would choose AI for services like tutoring, financial advice and customer service.

Task Paralysis & AIAbout Task ParalysisStraight away: I am not diagnosed yet.

Let me put it this way: When Analysis Paralysis kicks, my brain will run in circles.

When Task Paralysis kicks, my brain doesn't run at all.

It helps me overcome my task paralysis.

While overcoming the task paralysis on one hand, it quickly produces really good results.

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The obstacle is BSA’s national culture.

The clearest example is the program Americans still picture when they hear “Boy Scouts”: Scouts BSA, the tan-uniform program that runs from 10-year-old fifth-graders to high-school seniors.

National leadership appears to know: BSA forbids use of the SA acronym, and on its official volunteer forum, national bureaucrats censor SA.

National leadership has convinced itself that doing little, offending no one, and appeasing every constituency will produce the turnaround it needs.

If national leadership will not eat a few sacred cows in Dallas, the organization will be eaten by its own irrelevance.

Today, we are expanding the Gemini API’s File Search tool.

You can now build retrieval-augmented generation (RAG) systems with multimodal data and custom metadata.

Whether you are prototyping a weekend project or scaling a production application for thousands of users, your RAG systems can now natively process and better organize your text and visual data.

Powered by the Gemini Embedding 2 model, the tool understands native image data, providing your agents contextual awareness.

Think of a creative agency trying to dig up a specific visual asset.

ymawky -- web server in ARM assemblyThis is ymawky (yuh maw kee), a web server written entirely in ARM64 assembly.

ymawky is a syscall-only, no libc, fork-per-connection web server written by hand.

Running./ymawky to start running the web server on 127.0.0.1:8080 .to start running the web server on .

./ymawky [port] to start running the web server on 127.0.0.1:[port]to start running the web server on ./ymawky [literally-any-character-other-than-0-9] to start running the web server on 127.0.0.1:8080 in debug mode.

This is a web server written entirely by-hand in ARM64 assembly as a fun project.

Sparse Cholesky Elimination TreeHere I derive the elimination tree for the (right-looking) sparse Cholesky algorithm for computing A = LL^T for lower triangular L and sparse matrices A .

Factor the pivot L [ k ][ k ] = sqrt ( A [ k ][ k ]); // 2.

for ( int j = k + 1 ; j < n ; ++ j ) { for ( int i = j ; i < n ; ++ i ) { // lower triangle only L [ i ][ j ] -= L [ i ][ k ] * L [ j ][ k ]; } } }The implied order and loop structure results in a task DAG.

void symbolic_cholesky ( int n , int ** A_row , int * A_row_len , int * parent , int * mark , vector_int * L_col ) { for ( int k = 0 ; k < n ; ++ k ) { mark [ k ] = - 1 ; vector_clear ( & L_col [ k ]); // Include the diagonal.

Computing the Elim…

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RULESRules inside a Japanese detention center are EXTENSIVE and strictly enforced without exception, controlling even the smallest details of daily life.

You are expected to follow instructions exactly, including how you sit, move, and even when you are allowed to speak.

More than the food beiing bad it was just not enough my stomach growled pretty much all day every day especially all night.

USEFULJAPANESE WORDS & PHRASES:Even if you speak Japanese the vocabulary used in this situation could be unfamiliar to you.

Here are some common words and phrases used in the detention facility.

dy powf 2.0 )) sqrt )) (fn main () () ( let p1 (new Point (x 0.0 ) (y 0.0 ))) ( let p2 (new Point (x 3.0 ) (y 4.0 ))) (println! "

("no") } (impl Point (fn new (...) ...)) impl Point { fn new(...) ... } (trait Display (fn fmt (...) Result)) trait Display { fn fmt(...) -> Result; } (new Point (x 1.0) (y 2.0)) Point { x: 1.0, y: 2.0 } (.

("{}", x) } (lambda (x y) (+ x y)) |x, y| { x + y } (pub fn foo () i32 42) pub fn foo() -> i32 { 42 } (pub (crate) mod m (fn f () () ())) pub(crate) mod m { fn f() {} } (use std::collections::HashMap) use std::collections::HashMap; (const MAX usize 1024) const MAX: usize = 1024; (rust "let x: i32 = 42; x") let x: i32 = 42; xBinary operators ( + , - , * , / , =…

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I caught the car 22 Apr 2026I started my first software job out of college in July of 2023.

In January 2026, two and a half years later, I secured my second promotion, earning the title of Senior Software Engineer.

Bad goalsLet's analyze this goal: Earn the title of senior software engineer within two years of starting my career.

What's a Senior Engineer to a non-believerGood job kid - you made Senior Engineer.

You may have felt good, or proud, in these moments - but did you feel happy?

Blogpost Surfel-based global illumination on the web Can we use WebGPU to compute real-time global illumination with surface patches called surfels?

Global illumination from year 380,000 to year 400 million was easy peasy, finalColor = vec4(0,0,0,0).

We can shade 50k surfels effectively to get global illumination, even if the screen has 2 million pixels, caching that expensive work over time.

So the integrator does a mixture:with probability pGuide , sample from the guiding grid,, sample from the guiding grid, otherwise sample cosine hemisphere.

The EndWe've traveled from the birth of photons in stars to real-time global illumination running in your browser.

Dirty Frag is the informal name for a chained exploit that combines two Linux kernel vulnerabilities: CVE-2026-43284 and CVE-2026-43500.

The root cause of CVE-2026-43284 lies in how the Linux kernel handles network packet memory in the IPsec/ESP path.

Both vulnerabilities turn long-lived in-place processing optimizations into deterministic root primitives: Copy Fail through userspace crypto, Dirty Frag through IPsec receive.

An interesting factor of Dirty Frag is that chaining the two sub-vulnerabilities (CVE-2026-43284 and CVE-2026-43500) covers each other’s blind spots.

Step 3: Combine with Copy Fail remediationIf you have not yet addressed Copy Fail (CVE-2026-31431), treat both vulnerabi…

there will be a blog post about this.

on what this means for bun, benchmarks, memory usage, maintainability going forward, and also the literal process of doing this (it wasn’t just “claude, rewrite bun in rust.

make no mistakes”) this is a 960,000 LOC rewrite, the code truly works, passing the test suite on Linux and soon other platforms.

e2e I started working on this 6 days ago.

this would’ve been a massive amount of work by hand.

Please enable JS and disable any ad blocker

This is a bytecode compiler and VM for a language closely resembling Clojure, a Clojure dialect, if you will.

Most idiomatic code reads, runs, and behaves the same — but a non-trivial Clojure project will likely need some adjustments before it runs unmodified.

Go structs roundtrip as records, Go channels are first-class let-go channels, and Go functions are callable from let-go code.

NewLetGo ( "myapp" ) // Expose Go values and functions to let-go c . Def ( "x" , 42 ) c . Def ( "greet" , func ( name string ) string { return "Hello, " + name }) v , _ := c . Run ( `(greet "world")` ) fmt .

Chan ) c . Def ( "in" , inch ) c . Def ( "out" , outch ) c . Run ( `(go (loop [i (<!

: ( meeting : Meeting ) => void38 onEscapeAttempt ?

ReactElement {52 const [ meetings , setMeetings ] = React .

warn ( "Developer sanity depleted" )70 }71 } , 60000 )72 ​73 return ( ) => clearInterval ( interval )74 } , [ ] )75 ​76 // Callback for creating meetings77 const handleCreateMeeting = React .

randomUUID ( ) ,88 title : title || "Meeting about meetings" ,89 couldHaveBeenAnEmail : true ,90 attendees ,91 snacksProvided : requiresSnacks ,92 actuallyStartsOnTime : "never" , // This causes the error93 }94 ​95 setMeetings ( ( prev ) => [ ... prev , newMeeting ] )96 onMeetingCreate ?.

id } className = "py-3" >157 < span className = "font-medium" > { meeting .

If you run a server with cPanel or WHM, you need to read this carefully.

On May 8, 2026 — just ten days after the cPanel CVE-2026-41940 authentication bypass was used to compromise 44,000 web hosting servers and deploy ransomware — cPanel quietly released a second emergency security patch.

This is the second Technical Security Release (TSR) in 10 days from cPanel.

Before diving into the vulnerabilities, a quick note for context: cPanel uses a standardized process called a Technical Security Release (TSR) when a security patch is ready.

The cPanel ransomware attack exposed over 44,000 servers.

I’ve banned query strings 🗓️ 2026-05-08 •I don’t like people adding tracking stuff to URLs.

Still less do I like people adding tracking stuff to my URLs.

So I’ve decided to try a blanket ban for this site: no unauthorised query strings.

At present I don’t use any query strings.

If I ever start using any query strings, I’ll allow only known parameters.

I mentioned earlier that I was not entirely convinced that adding a referral query string was a good thing to do.

So I implemented the referral query string feature anyway.

Later, with a little time to breathe and some hindsight, I could articulate why adding referral query strings to a working URL was such a bad idea.

Appending referral query strings to URLs bypasses those controls.

ConclusionIn the end, I decided to remove the referral query string feature from Wander Console.

Typically, you are the friend in the friend group that pays for everyone else's meals.

We can draw a rectangle and get a rectangle with dimensions x x y with areas xy.

Second, suppose that [a] and [b] are being reused across two different multiplications, (x, y) and (x', y').

Then, we can see that d'-d = x'-x and e'-e = y'-y, revealing relationships between secret values x, x', y, y'.

These relationships contradict the fact that opening d, d', e, and e' shouldn't reveal anything meaningful about x, x', y, and y'.

A principled rethinking of array languages like APLKragen Javier Sitaker, 2015-05-16 (updated 2019-09-30) (31 minutes)What accounts for the power and convenience of array-processing languages like Matlab, R, and APL?

Can we get it without having to pay the high readability and bugginess costs associated with these languages?

Sometimes when a piece of code runs, the variable will have one value; other times, it will have another value.

(In many languages it can change even during the same run, but that is not relevant to what I am considering here.)

And this is why outer products are necessarily explicit in APL, while I think a more principled array-processing language could infer most of th…

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

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

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

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

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

Relational modeling and APLKragen Javier Sitaker, 2019-05-20 (updated 2019-05-21) (5 minutes)I think there’s a kind of logic-programming or constraint-logic approach that preserves most of what’s good about array languages, while adding the kind of multidirectional inference languages like Prolog and especially miniKANREN have.

And it occurred to me that this is precisely the same thinking in A principled rethinking of array languages like APL about array conformability.

So that’s a different way of dealing with “rewrite rule” conflicts — crash the program if two conflicting definitions give different results.

I wrote down almost exactly these ideas two years ago in Relational modeling.

I s…

This is one part of an idea that’s been haunting me for around 18 years now: can we take the Logic Programming model as in Prolog or Kanren, and remove the concept of “logic variable” from it, ending up with a fully point-free logic programming?

Logic programming is particularly adaptable to adventure games: the language “Dialog” by Linus Åkesson (Dialog ) uses it to spectacular effect.

It felt natural to ask if there could be a “Joy for Prolog” that might allow making logic programming simpler.

Eg, functional programming is based on “term rewriting”, while logic programming for some reason is not.

It can only express binary relations, but it can express binary relations among tuples, so th…

So the top-left region of the sudoku board would be connected like this:We then propose the vertex colouring problem: Does there exist a 9-colouring of our sudoku graph?

However, computing a Gröbner basis of this system yields \begin{align*} y^2-3y+2 &= 0,\\ x+y-3&=0, \end{align*} where the first equation involves only $y$.

A well-known theorem in Gröbner basis theory explains that the Gröbner basis puts a given system into triangular form.

A process known as Buchberger’s algorithm computes the Gröbner basis for a given ideal and term order.

This algorithm also guarantees the existence of a Gröbner basis for a given ideal and term order.

I’m too young to have seen Bozo the Clown myself, but I’m old enough to get the references“Flipping the bozo bit” is an expression from the software world.

This is what flipping the bozo bit is.

I also want to call out the technical term for this phenomenon, which is a cousin of flipping the bozo bit.

Ironically, after the chemical fire at the Ameircan plant, other workers at that very same plant also exhibited distancing through differencing.

When this process of learning moved past the obstacle of distancing through differencing in this case, the organizational response changed.

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k >> plus 0 _ P |----> k << P k >> plus (s N) _ (s P) |----> k; _ >> plus N _ P k; _ << P |----> k << P(We actually don't need a stack at all here, but we include it for uniformity.)

; _ ; _ ; _ >> plus 0 _ 1 |----> .

; _ ; _ ; _ << 1 |---->4 .

k >> plus _ _ N |----> k << 0,N k >> plus _ _ (s P) |----> k; s _, _ >> plus _ _ P k; s _, _ << N , M |----> k << s N , MThis machine is nondeterministic.

>> plus _ _ 3 . ; s _ , _ >> plus _ _ 2 . ; s _ , _ ; s _ , _ >> plus _ _ 1 . ; s _ , _ ; s _ , _ << 0 , 1 . ; s _ , _ << 1 , 1 .

Jennah Haque / Bloomberg:

Experian says 40% of the 5,000 data breaches it serviced in 2025 were AI-powered, and predicts agentic AI will be the leading cause of data breaches in 2026 — A few months ago, I received a congratulations letter on my upcoming enrollment at the Ultimate Medical Academy in Tampa, Florida.

Vicky Ge Huang / Wall Street Journal:

Inside Consensus Conference, one of the biggest crypto conferences, which had a decidedly corporate sheen in 2026 amid Wall Street's embrace of digital assets — In Miami Beach, one of the biggest crypto conferences had a decidedly corporate sheen this year

Golnar Motevalli / Bloomberg:

NetBlocks: Iran's 70+ day internet blackout is “the longest recorded national internet shutdown in a connected society”, as businesses warn of layoffs, closures — Iran's record internet blackout is taking a heavy toll on private businesses, with owners and industry officials warning …

Belle Lin / Wall Street Journal:

An analysis of US DOL data: the IT sector's unemployment rate rose from 3.6% in March to 3.8% in April, as the sector shed 13,000 jobs amid AI uncertainty — The job market for information-technology workers remains murky as tech companies shed personnel — The unemployment rate …

Rahul Raj / EU-Startups:

Paris-based Lithosquare, which uses AI to speed the discovery of critical mineral and metal deposits, raised a $25M seed led by World Fund and Kindred Capital — Lithosquare, a Paris-based startup that deploys Geology AI and geologist-led intelligence to amplify and accelerate the discovery …

FinTech Global:

Reserv, which provides software and AI-powered claims processing tech for property and casualty insurers, raised a $125M Series C led by KKR — Reserv, an AI-native third-party administrator (TPA) and claims technology provider for the property and casualty (P&C) insurance sector, has closed a $125m Series C funding round.

Jack Kubinec / Fortune:

MoonPay acquires DFlow, a platform that facilitates trading on the Solana blockchain, sources say for $100M in stock; DFlow had raised $7.5M across two rounds — The crypto payment and infrastructure firm MoonPay has acquired DFlow, a platform that facilitates trading on the Solana blockchain.

Shane Snider / Data Center Knowledge:

Sydney-based AI data center operator IREN agrees to acquire Mirantis, which offers Kubernetes management and cloud infrastructure software, for $625M in stock — The $625 million deal adds Kubernetes and enterprise ops to help turn deployed GPUs into usable, revenue-generating AI infrastructure.

Rick Findlay / Reclaim The Net:

Google seems to require Google Play Services for passing next-gen reCAPTCHA on Android, denying de-Googled Android phones and creating surveillance issues — Google has tied its next-generation reCAPTCHA system to Google Play Services on Android, meaning anyone running a de-Googled phone …

Heather Somerville / Wall Street Journal:

Execs at Palantir, whose stock is up ~16x since its AI platform's 2023 debut, often decry other AI as slop, as competition from frontier AI labs stiffens — Investors and some employees see a real threat of the company ceding business to AI models — Palantir Technologies owes …

Ken Macon / Reclaim The Net:

FCC passed an anti-robocall proposal requiring telecoms, including VoIP providers, to verify user identities before activating service, raising privacy fears — The era of the anonymous phone number could be ending. On April 30, the Federal Communications Commission unanimously approved …

Bloomberg:

How SpaceMob, an online community of ~50,000, has fueled a meme-stock-like rally in satellite networking company AST, which is up ~6,000% over a 22-month period — Championed by a guru known simply as the Kook, the satellite company AST has become one of the world's most expensive stocks.

Zack Abrams / The Block:

LayerZero apologizes for Kelp DAO exploit response, says single-verifier setup was deficient; Dune: in April, ~47% of LayerZero OApps had the same default setup — Quick Take — LayerZero published a blog post Friday apologizing for poor communication in the three weeks since the $292 million Kelp DAO exploit.

Krysta Fauria / Associated Press:

Anthropic, OpenAI, and other AI firms met with Hindu, Sikh, and Greek Orthodox leaders to draft principles on how to infuse models with ethics and morality — As concerns mount over artificial intelligence and its rapid integration into society, tech companies are increasingly turning …

David Shepardson / Reuters:

GM agrees to pay $12.75M to resolve a California investigation into claims that it illegally sold the location and driving data of OnStar subscribers to brokers — GM (GM.N) has agreed to pay $12.75 million to resolve a California investigation into allegations that the Detroit automaker illegally sold …

South China Morning Post:

Sources: ByteDance plans to increase its 2026 capex to more than $30B, up at least 25% from a preliminary plan, amid the AI boom and rising memory chip costs — TikTok owner ByteDance is ramping up its spending on artificial intelligence infrastructure, boosting its planned capital expenditure …

Moneycontrol:

OpenAI, Anthropic, and Google's enterprise push with PE firms poses a new competitive threat to India's IT industry, as services become increasingly automatable — On Wall Street, the announcements sounded like the next phase of the artificial intelligence (AI) boom: frontier model companies …

Jowi Morales / Tom's Hardware:

Sales of PC motherboards are expected to fall 25%+ YoY in 2026, as PC users delay their upgrades amid AI-driven price surges for memory, storage, and processors — Fewer people are buying parts and building new PCs from scratch. … Motherboard sales are now collapsing amid unprecedented shortages fueled …

Kate Clark / Wall Street Journal:

A profile of Anthropic CFO Krishna Rao, who tends to take a conservative approach to revenue projections and has chosen to raise less money than is available — Krishna Rao is navigating unprecedented growth, compute constraints and the idiosyncratic Amodeis

Sam Rubin / Palo Alto Networks Blog:

Palo Alto Networks says in its testing, three weeks of frontier AI-assisted analysis matched a full year of manual penetration testing, with broader coverage — For the last several months, we have had early, unbounded access to the latest frontier AI models.

Anthropic:

Anthropic details how it improved Claude's safety training after finding agentic misalignment in older models, such as Opus 4 blackmailing engineers — Last year, we released a case study on agentic misalignment. In experimental scenarios, we showed that AI models from many different …

Ben Cohen / Wall Street Journal:

OpenAI president Greg Brockman's journal has emerged as a star witness in the Musk v. Altman trial; Brockman says he stopped writing about OpenAI in it in 2023 — The journal of OpenAI president Greg Brockman is now a character in the company's battle with the world's richest man …

The Information:

Source: Mistral AI and TML's founding member Devendra Chaplot, who was considered a marquee hire when he joined xAI in March, exited xAI after roughly a month — Cursor is already starting to make its presence known at SpaceX's AI unit, just weeks after Elon Musk's firm got an option to buy the coding startup for $60 billion.

Kirsten Korosec / TechCrunch:

NHTSA says the 2026 Tesla Model Y is the first car model to pass the agency's new ADAS tests; Tesla conducted the tests and submitted the results to the NHTSA — The National Highway Traffic Safety Administration (NHTSA) said Tuesday that the later release 2026 Tesla Model Y is the first vehicle …

Du Zhihang / Caixin Global:

Beijing-based humanoid robotics company Robotera raised over $200M led by SF Group, after raising ~$146M in March at a ~$1.47B valuation — Chinese humanoid-robot startup Robot Era has raised more than $200 million in a new funding round led by SF Express, as investors pour capital …

Carmen Reinicke / Bloomberg:

Honeywell's Quantinuum files for a US IPO, reporting a $136.6M net loss on revenue of $5.2M for the three months ended March 31; sources: it could raise $1.5B+ — Quantinuum Inc., a quantum computing company backed by Honeywell International Inc., filed for a US initial public offering …

Todd Spangler / Variety:

Trump Media and Technology Group reports Q1 net sales up 6% YoY to $871,200 and a $405.9M net loss; DJT is down 35% so far in 2026 for a market cap of ~$2.47B — Trump Media and Technology Group, operator of the social media platform Truth Social, reported a massive net loss for the first three months …

Michael Kan / PCMag:

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

Bloomberg:

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

Install globally:npm install -g 9router 9router🎉 Dashboard opens at http://localhost:201282.

Connect a FREE provider (no signup needed):Dashboard → Providers → Connect Kiro AI (free Claude unlimited) or OpenCode Free (no auth) → Done!

Think of it as a "savings tracker" showing how much you're saving by using free models or routing through 9Router!

The current FREE providers (Kiro, OpenCode Free, Vertex) are genuinely free with no hidden charges.

OpenCode Free (No auth, auto-fetch models) Dashboard → Connect OpenCode Free → No login required (passthrough proxy) → Models auto-fetched from opencode.ai/zen/v1/models Pro Tip: Fastest setup.

Browserbase SkillsA set of skills for enabling Claude Code to work with Browserbase through browser automation and the official bb CLI.

Add marketplace Enter the marketplace source: browserbase/skills Press enter to select the browse plugin Hit enter again to Install now Restart Claude Code for changes to take effectUsageOnce installed, you can ask Claude to browse or use the Browserbase CLI:"Go to Hacker News, get the top post comments, and summarize them ""QA test http://localhost:3000 and fix any bugs you encounter""Order me a pizza, you're already signed in on Doordash""Use bb to list my Browserbase projects and show the output as JSON"to list my Browserbase projects and show the output…

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

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

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

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

⭐ I…

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

text )) @ coco .

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

items (), table ) coco .

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

Local Deep Research🚀 What is Local Deep Research?

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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Reload to refresh your session.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Think Claude Code, but built specifically for financial research.

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

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

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

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

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

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

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

--pdf : produces a PDF f…

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This is Black Rock City, home to the infamous Burning Man event.

At the end, they're left with a remarkable accounting of what 70,000 people left behind: The MOOP Map.

The Burning Man 2025 MOOP MapIndicates effort and time spent on MOOP cleanup across Black Rock City.

"The MOOP Map is about shared responsibility in our use of the land," said DA.

The "MOOP Map shame thread" on Reddit calls out individual camps that perform poorly.

— A Note On What You Gave —Every observation on this page came from your own browser, in the first milliseconds after you arrived.

Your location ip-api.com · Free tier · CC-BY-SA Your IP address arrives in the header of every request your device makes.

Browser APIs MDN Web Docs · Mozilla · CC-BY-SA 2.5 Every observation about your device — screen, browser, language, GPU, cores, battery, fonts, preferences — was retrieved through standard JavaScript APIs documented openly by Mozilla.

Clipboard API MDN · Clipboard API specification With a single user gesture — a click, a tap — a page can request to read the last thing you copied.

The battery research Olejnik, Englehardt, Narayanan · 2015 · "T…

Two weeks ago we announced that we had identified and fixed an unprecedented number of latent security bugs in Firefox with the help of Claude Mythos Preview and other AI models.

Suddenly, the bugs are very goodJust a few months ago, AI-generated security bug reports to open source projects were mostly known for being unwanted slop.

The introduction of agentic harnesses that can reliably detect security issues has completely changed this.

In Firefox 150, there were three internal rollups: CVE-2026-6784 (154 bugs), CVE-2026-6785 (55 bugs), and CVE-2026-6786 (107 bugs).

We fixed a total of 423 security bugs in releases in April.

Our method, Natural Language Autoencoders (NLAs), converts an activation into natural-language text we can read directly.

We make three copies of this language model:The target model is a frozen copy of the original language model that we extract activations from.

The NLA consists of the AV and AR, which, together, form a round trip: original activation → text explanation → reconstructed activation.

And more importantly, as we show in our paper, the text explanations become more informative as well.

More broadly, we are excited about NLAs as an example of a general class of techniques for producing human-readable text explanations of language model activations.

If there is a fixed amount of useful work that needs doing, then if AI does more, humans must do less.

Here’s the thing, though: precedent (and intuition) shows that when the cost of a powerful input falls, the economy does not politely stand still.

With the caveat that it’s early (for better or for worse), the weight of the data does not support the doomer claim.

“While anxiety over the effects of AI on today’s labor market is widespread, our data suggests it remains largely speculative.

But, the AI job apocalypse story only works if you assume human wants and ideas suddenly freeze at the exact moment intelligence gets cheap.

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

Server ErrorOops!

Looks like the server had a hiccup.

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

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

Try it risk-free with a 14-day money-back guarantee at nordlayer.com/thechangelogFly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

Upgrading your home theater with a big-screen TV can help create a more cinematic experience at home, and we tested the best from Samsung, Sony, and more.

ZDNET's key takeawaysSamsung's Galaxy Watch may predict fainting episodes.

The company has announced its Galaxy Watch may be able to predict a fainting episode or blackout before it happens.

Samsung revealed this week that a joint clinical study with Chung-Ang University Gwangmyeong Hospital in Korea validated the Galaxy Watch 6's ability to predict vasovagal syncope, or VVS.

This is where Samsung is positioning the Galaxy Watch and an early warning system as potentially making a difference.

Also: Samsung's Galaxy Watch 8 got me off my couch and running againSealove noted the study population was also highly specific.

This makes it my top pick overall in 2026 as the best VPN on the market today.

Review: Proton VPN Who it's for: Proton offers a free VPN service that is supported by paid users.

Mullvad VPN Best VPN alternative for user privacy ZDNET Mullvad is open-source, promoting transparency and security, and it is known for stringently upholding user privacy, with a rapidly growing customer base.

Windscribe Best free VPN alternative ZDNET Windscribe is an alternative free VPN with up to 10GB of free data per month.

Read More Show Expert Take Show lessWe hope you've found our guide to the best VPNs of 2026 useful.

From simply asking to using the app to secret buttons, there are several ways to find a lost remote.

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

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

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

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

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

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

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

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

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

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

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

Key takeawaysAmerican Airlines passengers are limited to two portable chargers.

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

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

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

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

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

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

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

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

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

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

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

Is Google Maps or Apple Maps better?

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

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

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

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

Wispr Flow says growth accelerated in India after its Hinglish rollout, even as voice AI products continue to face challenges.

The rise of AI has brought an avalanche of new terms and slang. Here is a glossary with definitions of some of the most important words and phrases you might encounter.

Parker, a well-funded startup offering corporate credit cards and banking services, has filed for bankruptcy and is widely reported to have shut down.

General Motors has reached a privacy-related settlement with a group of law enforcement agencies led by California Attorney General Rob Bonta.

In an AI and digital world, analog instant film and retro-style cameras continue to remain popular, fueled by a mix of both nostalgia and novelty.

Nvidia continues to be a big investor in the AI ecosystem.

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

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

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

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

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

More than 500 people will be affected by the closures.

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

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

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

While Nvidia has dominated the "infrastructure boom" since 2022's launch of ChatGPT and "the generative AI craze," CNBC writes that "This week offered the starkest illustration yet of what MIzuho analyst Jordan Klein said could be a 'changing of the guard in AI.'" Chipmakers Advanced Micro Devices and Intel notched gains of about 25%, while memory maker Micron jumped more than 37% and fiber-optic cable maker Corning climbed about 18%. All four of those companies have more than doubled in value this year, with Intel leading the way, up well over 200%. Nvidia, meanwhile, is only slightly ahead of the Nasdaq in 2026, gaining 15% for the year, aided by an 8% rally this week. In spreading the we…

Under the nonprofit Linux Foundation, "a new Sustaining Package Registries Working Group will seek to identify concrete funding, governance, and security practices," reports ZDNet, "to keep code flowing as download counts grow.... Because software builds, continuous integration pipelines, and AI systems hammer registries at machine speed rather than human speed, the sites can't keep up. "That growth has brought a surge in bot traffic, automated publishing, security reports, and outright abuse, exposing what the working group bluntly calls a 'sustainability gap'." Sonatype CTO Brian Fox, who oversees the Maven Central Java registry, estimates open-source registries saw 10 trillion downloads …

To upgrade its grid for data centers, PJM Interconnection (which serves 13 states) plans to spend $22 billion — and charge nearly $2 billion of that to customers in Maryland, argues Maryland's Office of People's Counsel. The money "will be recovered in rates for decades" and "drive up Maryland customer bills by $1.6 billion over the next ten years alone," they said Friday, announcing an official complaint filed with America's Federal Energy Regulatory Commission. Extra demand is expected from Ohio, Pennsylvania, and Illinois "where demands driven by data centers are projected to grow substantially by 2036," they explain. But that means that Maryland customers "are subsidizing data center-dr…

NASA's $500 million Neil Gehrels Swift space observatory was launched in 2004. But it's now "at risk of falling back through the atmosphere and burning up without intervention," reports Spaceflight Now. Fortunately, a mission to prevent that "just passed a notable prelaunch testing milestone."

On Friday, NASA announced that the Link spacecraft, manufactured by Katalyst Space Technologies to intervene before Swift's fate is sealed, completed its slate of environmental testing at the agency's Goddard Space Flight Center in Greenbelt, Maryland... "Swift will likely re-enter the atmosphere sometime later this year if we don't attempt to lift it to a higher altitude, [said John Van Eepoel, Swift…

September 2025? January 2026? Delivery dates keep slipping for the Trump Organization's "Trump Phone" — a gold-coloured Android smartphone priced at $499 (£370). But in March the Verge spotted signs the phone was moving forward: FCC listings for a smartphone with the trade name "T1" show that it was tested late last year, and granted certification by the FCC in January... [T]he phone was submitted for testing by another company entirely: Smart Gadgets Global, LLC... Smart Gadgets Global's website promises "Top Quality Electronics created for 'YOUR' customer!" But in April the Trump phone revised its "Terms and Conditions" for preorders. The new language?

A preorder deposit provides only a c…

"Plant seeds can sense the vibrations generated by falling raindrops," reports ScienceAlert, "and respond by waking from their state of dormancy to welcome the water, new research shows.... to germinate in 'anticipation' of the coming deluge."

The finding, discovered by MIT mechanical engineers Nicholas Makris and Cadine Navarro, offers the first direct evidence that seeds and seedlings can sense and respond to sounds in nature... "The energy of the rain sound is enough to accelerate a seed's growth," [explains Markis]. Plants don't have the same aural equipment we do to actually hear sounds, of course. But the study suggests that seeds respond to the same vibrations that can produce a soun…

Cisco has released an open-source tool "to trace the origins of AI models," reports SC World, "and compare model similarities for great visibility into the AI supply chain." [Cisco's Model Provenance Kit] is a Python toolkit and command-line interface (CLI) that looks at signals such as metadata and weights to create a "fingerprint" for AI models that can then be compared to other model fingerprints to determine potential shared origins. "Think of Model Provenance Kit as a DNA test for AI models," Cisco researchers wrote. "[...] Much like a DNA test reveals biological origins, the Model Provenance Kit examines both metadata and the actual learned parameters of a model (like a unique genome …

All 20 of America's state-run healthcare marketplace sites "include advertising trackers that share information with Big Tech companies," reports Gizmodo, citing a report from Bloomberg: Per the report, seven million Americans bought their health insurance through state exchanges in 2026, and many of them may have had personal information shared with companies, including Meta, TikTok, Snap, Google, Nextdoor, and LinkedIn, among others. Some of the data collected and shared with those companies included ZIP codes, a person's sex and citizenship status, and race. In addition to potentially sensitive biographical details about a person, the trackers also may reveal additional details about the…

CNN reports on a "sudden surge of claimed sightings" of "unidentified figures averaging 8 feet tall in wooded areas" along Ohio's Mahoning River. "And it stopped just as quickly as it started," says Jeremiah Byron, host of the Bigfoot Society Podcast, which collected and mapped the reports .... Byron doesn't take every report at face value, making sure he talks to people directly before publicizing their claims. Once word got out about the reports in Ohio, so did the obvious fakes. "I started to get a lot of AI-generated reports in my email.

It got up to the point where I was probably getting about 1,000 emails a day," he says. But when Byron spoke by phone with people who made the initial …

A chain of 30 U.S. newspapers including the Sacramento Bee, the Miami Herald and the Idaho Statesman "has started to use a new AI tool that can summarize traditional articles and spit out different versions for different audiences," reports the New York Times. And the chain's reporters "are not happy about it." Journalists in many of the company's newsrooms are now withholding their bylines from articles created by the new tool, meaning that those articles will run with a generic credit rather than a reporter's name, as is customary. They are also labeled AI-assisted. "We don't want to put our bylines on stories we did not actually write even if they're based on our work," said Ariane Lange…

America's school districts "spent billions on technology during the pandemic," reports the Washington Post. "But now some states are limiting in-school screen time because of concerns about its impact on children." Nationwide [U.S.] schools invested at least $15 billion and possibly as much as $35 billion from federal pandemic relief funds on laptops, learning software and other technology between 2020 and 2024, according to an estimate by the Edunomics Lab, an education think tank. By last school year, 88% of public schools reported in a federal survey they had given every child a laptop, tablet or similar device. Now, some states and school districts are walking back their technology use …

A four-foot humanoid robot named Gabi has become a monk at a Buddhist temple in Seoul, participating in a modified initiation ceremony where it pledged to respect life, obey humans, act peacefully toward other robots and objects. "Robots are destined to collaborate with humans in every field in the future," Hong Min-suk, a manager at the Jogye Order, the largest sect of Buddhism in South Korea, tells the New York Times. "It will only be natural for them to be part of our festival." Smithsonian Magazine reports: For the temple, this marks the first time a robot has participated in the sugye initiation ceremony, when followers pledge their devotion to the Buddha and his teachings. Gabi -- a B…

sciencehabit shares a report from Science Magazine: Cold War spies planted bugs in walls, lamps, and telephones. Now, scientists warn, the cables themselves could listen in. A fiber optic technique used to detect earthquakes can also pick up the faint vibrations of nearby speech, researchers reported this week here at the general assembly of the European Geosciences Union. Freely available artificial intelligence (AI) software turned the fiber optic data into intelligible, real-time transcripts. "Not many people realize that [fiber optic cables] can detect acoustic waves," says Jack Lee Smith, a geophysicist at the University of Edinburgh who presented the result. "We show that in almost ev…

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

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

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

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

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

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

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

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

grade.Outside of school, le…

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

Еще новинки самого лучшего в мире менеджера рецептов

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

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

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

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

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

Recipe …

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

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

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

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

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

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

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

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

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

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

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

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

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

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

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

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

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

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

Я шарю скилл несколько раз, самое время кинуть в пост

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

Кидать референсы

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

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

Есть работа с текстом

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

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

Скилл и объяснение от опенаи

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

A storage backend for LightRAG built on SNKV database.

Featured: Hacker News knowledge graphAsk questions across thousands of Ask HN and Show HN posts — including every comment thread — without leaving your terminal.

The server extra adds uvicorn and the LightRAG API server components needed to run the web UI.

register () async def main (): rag = LightRAG ( working_dir = "./my_rag" , llm_model_func = llm_func , embedding_func = embed_func , kv_storage = "SNKVKVStorage" , vector_storage = "SNKVVectorStorage" , graph_storage = "SNKVGraphStorage" , doc_status_storage = "SNKVDocStatusStorage" , ) await rag .

run ( main ())get_llm_and_embed_funcs() reads the same environment variables that the L…

There is no separate runtime registry; (pump ...) registers a timed source, (fn ...) registers a callable C/Zig function, and (on-req ...) registers a NATS request subject.

Function shapes:Declaration Shape Use :input bytes :type bytes request bytes in, reply bytes out (reply!

For scalar input functions, codegen converts the current threaded f64 into the declared input type and formats the scalar return value.

Replies can be inline literals, numeric rule results, the original request payload, or the result of a registered :input bytes :type bytes function.

( hello-c payload)))From a NATS client:nats req tinyblok.req.ping ' ' nats req tinyblok.req.uptime ' ' nats req tinyblok.req.hello-c tin…

Free REST API powered by OpenStreetMap.

Get names, addresses, phone numbers, websites, emails, and coordinates for businesses in any city.

Count businesses by category.

MCP ServerUse BizData directly from Claude, Cursor, or any MCP-compatible AI tool.

Add this to your MCP config:MCP Config Copy { "mcpServers" : { "bizdata" : { "url" : " /api/mcp" } } }Then ask your AI: "Find all dentists within 3km of Berlin Mitte" — it returns structured data directly.

Join the club.

Great Little Software is a community of people who enjoy the art of software development.

New articles delivered straight to your inboxA growing catalogue of indie apps worth knowingConversations with the amazing people building themYour email SubscribePowered by Buttondown, another great little software.

Here is the proof, a 5-hour uncut live session, no edits, no cuts: https://youtu.be/VPrU8WZJOVsFull article: https://medium.com/@bonjourjoel/i-built-a-500-000-line-produ...

I believe I am the first human to have done this in a documented, verifiable way: maintaining a stable production-grade 500,000-line TypeScript codebase as a solo developer, using an AI coding assistant I built myself.

If you know someone who has done the same, one person, 500k lines, documented proof, please write their name in the comments.

Why not just use a VPN?

A VPN only changes your IP - one of five signals TikTok checks.

You'd still need a U.S. iPhone, a U.S. SIM card, U.S. location services, and someone to manually post from that device every day.

That setup costs hundreds of dollars, breaks constantly, and doesn't scale past one account.

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Claude Code and Codex in your Mac notch Discussion | Link

Create hyperrealistic product visuals with AI Discussion | Link

The calendar that thinks like a workspace Discussion | Link

Let Codex navigate and automate tasks in your browser Discussion | Link

Describe a code change in plain language and ship it Discussion | Link

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

Find investors who've backed founders just like you Discussion | Link

Your AI reporting analyst Discussion | Link

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

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

Insight infrastructure. Listen at scale. Discussion | Link

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

OpenRouter for agent tools Discussion | Link

Edit websites through AI with visual prompts Discussion | Link

Open Source Mission Control for Hermes Agent Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

It will also roll …

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

“Meatly has one focus: to make commerci…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Accordin…

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

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

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

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

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

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

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

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

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

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

The Xiaomi 17 Ultra gives you a ton of options to play around with images, including preset filters and hardware add-ons.

CERT-EU blamed the cybercrime group TeamPCP for the recent hack on the European Commission, and said the notorious ShinyHunters gang was responsible for leaking the stolen data online.

London’s Air Street Capital has raised a large Fund III with eyes locked on backing early-stage European and North American AI companies.

EU lawmakers found their government-issued devices were blocked from using the baked-in AI tools, amid fears that sensitive information could turn up on the U.S. servers of AI companies.

An alleged ransomware attack has taken down the systems of the Sapienza University of Rome.

The Irish government announced that it wants to pass a law that would grant police more surveillance powers, such as using spyware to fight serious crime, while aiming to protect the privacy rights of its citizens.

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

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

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

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

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

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

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