Quick Start Guide {{ showHelp ?

Create a Zone: Type your device name, select your preferred base domain, and click Create Zone.

Get the Config: Click the Snippets button next to your new domain.

Deploy: Select your device type and copy the generated configuration block directly into your router's CLI.

Note: IPv4 and IPv6 (Dual-Stack) are detected and updated automatically based on the incoming connection.

I asked this in 2024 and would love to see the change: https://news.ycombinator.com/item?id=41748125

Logseq DoctorLogseq Doctor: heal your flat old Markdown files before importing them to Logseq.

Logseq Doctor is a command-line tool with commands to manipulate your Logseq Markdown files.

Convert flat Markdown to Logseq outline, clean up Markdown, prevent invalid content, and more stuff to come.

Commands: outline Convert flat Markdown to outline.

tasks List tasks in Logseq.

Notes on Pope Leo XIV’s encyclical on AIDropped this morning by the Vatican: Magnifica Humanitas of His Holiness Pope Leo XIV on Safeguarding the Human Person in the Time of Artificial Intelligence.

Pope Leo XIV chose the name Leo in honor of Pope Leo XIII, who is known for his 1891 Rerum novarum encyclical on “Rights and Duties of Capital and Labor”.

This story on Vatican News further clarifies the significance of that decision:Meeting with the College of Cardinals for their first formal encounter after his election, Pope Leo XIV explained part of the reason for the choice of his papal name.

"There are different reasons for this," he said, before going on to explain that he chose the name …

In this article, I try to understand why coding agents can be infuriating to use.

The recipient of these tirades is, you might have guessed, a coding agent.

Coding agents are just probabilistic machines generating patches.

Coding agents pretend to be people.

Dispel the idea that I’m interacting with a person, and make me feel like I’m just approving or rejecting random outcomes.

A truly bizarre situation on Motorola phones has led to the software hijacking the Amazon app to inject an affiliate code – even on the $1,900 Razr Fold.

An app update on Motorola phones has started hijacking the Amazon app for the sake of injecting an affiliate code.

To do that, tapping the app icon opens the user’s browser and immediately redirects to the Amazon app.

This only happens when the user opens the Amazon app from the app drawer – not the homescreen pages.

In the meantime, you should definitely disable the Smart Feed app to prevent this behavior on your device.

Comments

Fast-forward a decade and this dream has mostly evaporated along with many of the players in the space.

These fully integrated solutions generally worked reasonably well, but what all changed when the IoT and ‘smart home’ craze kicked off and brought with it an explosion of new standards.

As raised in the video, a big issue is that of the financial viability of running the remote services for a smart home solution, even if this is the part that should make it as plug-and-play as a 1990s-era smart home solution.

To the average user setting up their own locally hosted smart home solution isn’t really a straightforward option.

Nobody wants to have the OpenClaw agent tell you that it ‘cannot op…

To dismiss this entire problem as a "skill issue" and imply all is good now because an external library solved an issue that React will allow you to do is very curious to me.

[...] You would think you can come back to a technology after three years and still be able to work on it - I mean, how much can it change?

In any other stack, that might be true, but in frontend development, and React especially so - it's too naive to think that.

Mario (@mbrizic) 2nd August 2025

VaultEncrypt and decrypt files in your browser.

Nothing is sent to our servers.

High‑risk files: For extremely sensitive or mission‑critical data (regulated records, high‑value legal evidence, safety‑critical archives), consider using reputable offline encryption software on a dedicated, trusted computer.

Secvant is designed to be safe, but browser security still depends on your device, OS, and extensions.

As Spear reached in, however, he scraped his arm on some metal, drawing blood.

But, in the hours that followed, Spear’s arm began to turn violent shades of purple and red.

When V. vulnificus enters a wound, it damages blood vessels, causing them to leak plasma into surrounding tissues.

Spear was flown to the R Adams Cowley Shock Trauma Center at the University of Maryland Medical Center, in Baltimore.

Antibiotics on their own are of limited use against a V. vulnificus infection.

The most productive of these ideas for me so far has been the Manufactured Normalcy Field.

They travel in a manufactured normalcy field.

What we should do instead is try to normalize the new technology by figuring out the smallest stretch needed to get the Manufactured Normalcy Field to encompass it.

So, I came to FOO with this broad structure in mind for a brainstorming session based on Rao’s Manufactured Normalcy Field.

Despite my trepidation, I reserved a session time: “Designing for and Against the Manufactured Normalcy Field”.

About the security content of macOS Tahoe 26.5This document describes the security content of macOS Tahoe 26.5.

macOS Tahoe 26.5Released May 11, 2026AccelerateAvailable for: macOS TahoeImpact: An app may be able to cause a denial-of-serviceDescription: An out-of-bounds read was addressed with improved bounds checking.

CVE-2026-28976: David Ige - Beryllium SecurityWebKitAvailable for: macOS TahoeImpact: Processing maliciously crafted web content may prevent Content Security Policy from being enforcedDescription: A validation issue was addressed with improved logic.

WebKit Bugzilla: 308906CVE-2026-43660: CantinaWebKitAvailable for: macOS TahoeImpact: Processing maliciously crafted web content…

GoalRust is defined as a safe, low-level, system programming language directly competing with C++.

How much does it pay for safety in terms of performance ?

Can we expect similar performance on idiomatic code ?

In this talk weidentify performance weak spots (and strong points) of Rustcheck how bad (or good) they are in practicepropose countermeasures / performance best practicesContentsExternal linksThe talk was delivered at C++Russia 2026 and also published on

Through the first nine months of 2023, sales in the “computer book” category at Circana BookScan (the industry’s standard tracker, which costs roughly the price of a small used car to subscribe to) were down 16.9% year over year.

The chatbots have eaten the demand for the kinds of answers that programming books used to provide.

The programming book was, when you look at it squarely, always a slightly absurd object.

What the book was good at, despite being the wrong format, was forcing both the writer and the reader to be slow.

But somewhere in a used bookstore in San Francisco or Seattle or wherever used bookstores still exist, there is a 1997 edition of Learning Perl.

A lot of people seem convinced that the point of AI coding is to write low-quality code as fast as possible.

And you can use them just as effectively to write high-quality code more slowly.

This statement seems completely obvious to me at this point, and I almost didn’t want to write this post for that reason.

If you’re the kind of person who is skeptical that AI coding is good for anything, then I doubt this post will persuade you.

So take a deep breath, slow down, try this technique, and see if you don’t enjoy writing better code more slowly.

Then I ran the same hundred-run experiment against five more frontier models: GPT-5.5, Gemini 3.1 Pro, GLM 5.1, Grok 4.3, MiniMax 2.7.

TL;DR Six frontier AIs took the same personality test a hundred times each.

Every frontier model is trained on roughly the same text: books, Wikipedia, code, curated bits of the web.

Nobody has trained a frontier model to be a comedian, a salesman, a poet, an unreliable narrator.

Here’s the lucky part: the personality of a frontier model isn’t actually baked deep into the weights.

Comments

Infinitely many lines pass through one point, and each line crosses the vertical axis somewhere different.

Now hide a secret where a line crosses the vertical axis.

So if the secret is hidden where the parabola crosses the vertical axis, any three shares can recover the secret and any two cannot.

With one share missing, every possible secret is still possible.

", but also "how do we make recovery possible without turning the split secrets into a permanent recovery key?"

If you need agent-to-agent communication across systems, add A2A — but start with MCP.

5 Coordinate through shared state Within a system, agents read from and write to shared state — not messages to each other.

Week 3: MCP tools.

The ArchitectureWho This Is ForRole What you get Agent developers Patterns for instruction files, hooks, MCP tools, and context management.

Operate How do you run it in production — cost, observability, credentials, lifecycle?

I just attended my thirtieth college reunion, and there were some clear trends among my mid-life peers.

Adam and I share a reunion year, and our college reunions were coming up.

More BattleTris was played, drinks were opened, a requisite selfie was taken:We played BattleTris deep into the night.

It was a perfect reunion: fun as hell, with so many fond memories coming back to us.

Yes, we of course could have gotten BattleTris working without Claude’s help (but the preceding two decades tells us pretty clearly that we wouldn’t have!).

Evalute predicate on SIMD register to get a SIMD mask value.

For our predicate ( >(0) ), const auto zero = _mm512_setzero_epi32(); return _mm512_cmpgt_epi32_mask(a, zero); Contiguously store the SIMD lanes for whom the corresponding mask bit is 1.

ex_ret_ops - retiring macro ops de_src_op_disp.all - Ops dispatched from any source We can see that ops dispatched from all sources is almost equal to the number of retiring ops.

ex_ret_ucode_ops (retired microcode ops) - Of the 33.8% or so retiring ops, the vast majority are microcode ops.

(retired microcode ops) - Of the 33.8% or so retiring ops, the vast majority are microcode ops.

I founded the curl project, I am still a lead developer in the project almost thirty years later.

I cannot stress the importance of curl security and I would guess that most of you agree with me.

This is a never-before seen or experienced pressure on the curl project and its security team members.

The curl project is not owned by a company.

PressureRight now we are under a little pressure.

Few processors took this approach further than the Intel iAPX432.

It had over 200 operators, some of which implemented complex object-oriented operations, and a wide variety of data types, but it had no directly-accessible general-purpose registers.

For better performance, [Mark] used direct addressing.

For the benchmark, [Mark] implemented the Spigot algorithm to calculate the value of Pi.

Based on the results of this hand-written code, [Mark] speculates that the 432’s poor performance had more to do with poor compiler optimization than with the fundamental design.

TRIVIAL-CLTL2 ABCL 100%ALLEGRO 100%CCL 100%CLASP 88%CLISP 0%CMUCL 100%CORMAN 0%ECL 12%GCL 0%GENERA 0%JSCL 0%LISPWORKS 0%MCL 0%MEZZANO 0%MKCL 0%MOCL 0%SBCL 100%SCL 0%XCL 0%Some of the extensions described in CLtL2 that were not included in ANSI.

#Lambda on Lambda: Serverless Haskell on AWSThis repository is an end-to-end demonstration of how to build OCI container images for deployment to AWS Lambda, as well as OpenTofu workspaces to provision the AWS resources.

#Infrastructure overviewTo deploy a Lambda Function to AWS using containers, Lambda needs to told to reference a container image existing in an ECR repository.

#Limitations of this demo#The lambda functions are x86_64-linux onlyTo avoid a rabbit hole of Nix remote-building, cross-compiling, or other build-system wrangling (QEMU/ binfmt_misc , etc.

# simple : Simple AWS Lambda FunctionUses the hal (Haskell AWS Lambda) package to Implement a Lambda Function taking requests of…

Human proof for FOSS contributionsWhen receiving patches from first-time contributors it is sometimes hard to determine if the person has used an LLM to write the patch, looking at the code alone.

In Dillo we only want to accept fully human created contributions, but relying on unknown people to tell the truth doesn't seem to be very conforting.

So I would like to find a better mechanism to distinguish LLM patches from human-made.

After a bit of experimentation, the idea came to my mind that it captures the human "essence" when writting a program.

So I'm considering it a candidate to provide a proof that a patch was written by a human.

tunecatSimple and dumb internet radio thingy.

UsageConsider openssl req -x509 -new -newkey ed25519 -sha256 -nodes -out tunacat.pem -keyout tunacat.pem and registering a NickServ account with CertFP.

Use the provided opusify script to pre-transcode all your songs to Opus 128 kbps.

Usage of tunecat: -addr string listen address -dir string directory of .opus files -irc-addr string IRC server address as host:port -irc-cert string combined TLS client certificate and key -irc-channels string comma-separated IRC channels to join -irc-nick string IRC nickAdd a reverse proxy and profit.

Why another onePure Go; no FFI or any native codec packages; easy to deployLightweight; no transcoding; Opus 128 k…

Paneditor will feature powerful features such as semantic code search and replace, all powered by the BABLR code that is shipping today.

Because BABLR is a streaming parser and CSTML is a streamable output format, BABLR is able to emit partial parse results before it has completed a full parse.

BABLR for Parser authorsA huge chunk of BABLR's value in practice will be determined by how many languages the platform has parsers for.

Well, BABLR is written in plain Javascript and it doesn't have legions of test cases either.

What we have more or less complete are the core standards: agAST, CSTML, and the way BABLR grammars are written.

Posted on 2026-05-25 by Akseli Lahtinen I have been tinkering with Helix editor lately since I quite like it.

I have been tinkering with Helix editor lately since I quite like it.

With Helix, I've used this git tool called gitu that is rather quick and easy to work with.

Main pain point for me has been how to use some of these tools like gitu within Helix.

In Konsole terminal, there is a shortcut for splitting views easily and automatically to a fitting size.

GoalRust is defined as a safe, low-level, system programming language directly competing with C++.

How much does it pay for safety in terms of performance ?

Can we expect similar performance on idiomatic code ?

In this talk weidentify performance weak spots (and strong points) of Rustcheck how bad (or good) they are in practicepropose countermeasures / performance best practicesContentsExternal linksThe talk was delivered at C++Russia 2026 and also published on

break ; } int cfl = fcntl ( conn_fd , F_GETFL , 0 ); fcntl ( conn_fd , F_SETFL , cfl | O_NONBLOCK ); struct conn * c = calloc ( 1 , sizeof ( * c )); c -> conn_fd = conn_fd ; c -> file_fd = -1 ; struct epoll_event ev = { .

static struct io_uring_sqe * sqe_with_cb ( struct io_uring * ring , ev_cb cb , void * ud ) { struct io_uring_sqe * sqe = io_uring_get_sqe ( ring ); if ( !

static void on_accept ( struct io_uring * ring , struct io_uring_cqe * cqe , void * ud ) { ( void ) ud ; // Submit additional accept multishot if F_MORE is clear.

static void on_close ( struct io_uring * ring , struct io_uring_cqe * cqe , void * ud ) { ( void ) ring ; ( void ) cqe ; struct conn * c = ud ; if ( c -> file_…

Bloomberg:

Sources: Chinese government agencies begin imposing overseas travel restrictions on individuals involved in advanced AI work, including at Alibaba and DeepSeek — China is restricting overseas travel for top AI professionals in private firms such as Alibaba Group Holding Ltd. and DeepSeek …

Brayden Lindrea / Cointelegraph:

Kelp DAO says its restaked Ether token has been restored after a five-week recovery effort following a $293M exploit by North Korea's Lazarus Group on April 18 — Cointelegraph is committed to independent, transparent journalism. This news article is produced in accordance …

Reuters:

A Samsung union representing its consumer electronics division says it asked a South Korean court to block a pay deal vote that mainly benefits chip workers — A Samsung Electronics' (005930.KS) union representing the conglomerate's consumer electronics workers said on Tuesday it has asked …

New York Times:

A surge in AI-generated “pro se” cases, or lawsuits filed by self-represented litigants, is democratizing the legal system but consuming more court resources — For years, courts have welcomed cases brought by self-represented litigants. Now those plaintiffs have A.I. …

Sonia A. Rao / New York Times:

Visually impaired Waymo users in CA say riding in a Waymo gives them a feeling of independence and spares them the discrimination they face from human drivers — Ruben Brunt hopped off a ferry, tapped his white cane against the sidewalk and held his phone to his ear to listen for directions.

Bryan Hecht / The Boston Globe:

Massachusetts formally recognizes the App Drivers Union, which says it represents ~70,000 workers and is the first state-certified rideshare union in the US — Uber and Lyft drivers in Massachusetts have officially unionized, a first-in-the-nation move that now sets up what could be the final stage in a years-long organizing effort.

Adi Robertson / The Verge:

The FTC settles with Cox, MindSift, and 1010 Digital Works for $930K over claims they falsely said they could use phone mics to spy on users for ad targeting — More specifically, it was fined for allegedly lying by claiming that it could. … An exceptionally weird controversy has come …

Lakshmi Varanasi / Business Insider:

X says it is cracking down on large accounts that have been gaming its revenue-sharing program by “programmatically reuploading content from smaller accounts” — X is introducing new strategies to rein in its copycat economy. — Elon Musk's social media platform is now cracking …

Reuters:

Iranian state media reports that President Masoud Pezeshkian has issued an order to reopen international internet access after a near-90-day blackout — Iran's President Masoud Pezeshkian has issued an order to reopen international internet access, Iranian state media reported on Monday …

Reuters:

Report: the EU plans to fine Google a high triple-digit million euro amount as part of a 2025 probe over concerns it favors its own services in search results — The European Union is planning to fine Alphabet's (GOOGL.O) Google a high triple-digit million euro amount as part of an antitrust investigation …

New York Times:

A look at the UK's AI Safety Institute, whose researchers probe AI models for safety gaps, as its work becomes a blueprint for other governments' AI policies — The government's A.I. Security Institute, staffed by alumni from OpenAI and Google, is becoming a model for countries grappling with A.I.'s emerging risks.

Tristan Bove / Fortune:

Study: rate of fabricated references in biomedical papers has grown 12x+ since 2023; in early 2026, one in 277 papers had at least one non-existent reference — It was a process that had become routine for Maxim Topaz. — The associate professor at Columbia University's School of Nursing …

Check Point Research:

How Iranian threat actor Nimbus Manticore used techniques like AI-assisted malware development and SEO poisoning to target companies during the US-Iran war — Key Findings — The Iranian, IRGC affiliated, threat actor Nimbus Manticore resurfaced during Operation Epic Fury …

Bloomberg:

SoftBank stock jumped 4.6% to a record high on Monday, spurred by hopes of big returns from the company's stakes in OpenAI and SB Energy Corp if they go public — SoftBank Group Corp. shares climbed to a record high, spurred by hopes of big returns from the Japanese investor's stakes in OpenAI …

Jennifer Maas / Variety:

Star Citizen, a video game in development since 2012, has reached $1B in lifetime funding; it remains in alpha and does not have a confirmed release date — Cloud Imperium Games marked a major milestone Sunday (May 24) as the game developer's open world massively multiplayer online space game …

Reuters:

Tether plans to launch GELT, an “official” stablecoin representing the Georgian lari, with the support of Georgia's government in an unusual partnership — Tether, the world's biggest stablecoin issuer, plans to launch a crypto token representing the Georgian lari with the support …

Sophie Shulman / CTech:

Sources: Wix is expected to cut ~1,000 jobs in the coming months, or ~20% of its workforce, after weak Q1 earnings and a ~50% collapse of its stock in 2026 — The company will reduce roughly 20% of its workforce after a steep stock decline and rising AI-related costs.

Washington Post:

A section of the Pope's encyclical describing AI's unpredictability suggests influence from Anthropic, whose co-founder Christopher Olah attended the unveiling — In “Magnifica humanitas,” he fires a broadside against AI companies, warning of the technology's dangers in the same way Pope Francis did about climate change.

Joshua McElwee / Reuters:

In the ~43,000-word text, the Pope urged governments to slow down the development of AI systems and decried “new forms of slavery” of people tending AI systems — Pope Leo urged governments to slow down the development of AI systems in his first major document, released on Monday …

Cursor pluginsOfficial Cursor plugins for popular developer tools, frameworks, and SaaS products.

cursor-team-kit Cursor Team Kit Cursor Developer Tools Internal team workflows used by Cursor developers for CI, code review, shipping, local automation, and verification.

create-plugin Create Plugin Cursor Developer Tools Scaffold and validate new Cursor plugins.

agent-compatibility Agent Compatibility Cursor Developer Tools CLI-backed repo compatibility scans plus Cursor agents that audit startup, validation, and docs against reality.

docs-canvas Docs Canvas Cursor Developer Tools Render documentation — architecture notes, API references, runbooks, and codebase walkthroughs — as a navigable C…

CLI-Anything: Bridging the Gap Between AI Agents and the World's Software🌐 CLI-Hub: pip install cli-anything-hub then cli-hub install — browse, install, and manage all community-built CLIs.

PIP pip install cli-anything-hub Command What it does cli-hub list Browse the registry cli-hub search Search by keyword cli-hub info Inspect one CLI cli-hub install Install from CLI-Hub cli-hub update Update an install cli-hub uninstall Remove an install cli-hub launch [args...] Run an installed CLI # Browse what is available cli-hub list cli-hub search image # Install and try a CLI immediately cli-hub install gimp cli-hub info gimp cli-hub launch gimp Some CLIs wrap real desktop or backend softwa…

Run Claude Code, Codex, Grok, Antigravity, or OpenCode side-by-side across repos — each in its own worktree, tracked in one place.

Claude Code Codex Grok Gemini Antigravity Pi Hermes Agent OpenCode Goose Amp Auggie Autohand Code Charm Cline Codebuff Continue Cursor Droid GitHub Copilot Kilocode Kimi Kiro Mistral Vibe Qwen Code Rovo DevFeaturesNo login required — Bring your own Claude Code, Codex, Grok, or Antigravity subscription.

— Bring your own Claude Code, Codex, Grok, or Antigravity subscription.

Multi-agent terminals — Run multiple AI agents side-by-side in tabs and panes.

SSH support — Connect to remote machines and run agents on them directly from Orca.

Scientific Agent Skills🔔 Claude Scientific Skills is now Scientific Agent Skills.

Same skills, broader compatibility — now works with any AI agent that supports the open Agent Skills standard, not just Claude.

Option 2: GitHub CLI ( gh skill )If you use the GitHub CLI (v2.90.0+), you can install skills with gh skill :# Browse and install interactively gh skill install K-Dense-AI/scientific-agent-skills # Install a specific skill directly gh skill install K-Dense-AI/scientific-agent-skills scanpy # Target a specific agent host gh skill install K-Dense-AI/scientific-agent-skills --agent cursor gh skill install K-Dense-AI/scientific-agent-skills --agent claude-code gh skill install K-Dense-AI/…

Ours runs persistent Python and a Bun worker, and either kernel can call back into the agent's own tools — read, search, task — over a loopback bridge.

Arxiv PDFs, GitHub pages, Stack Overflow threads come back as structured markdown with anchors intact — the same tool surface you use on local files.

github — GitHub CLI ops — repo, PR, issues, code search, Actions run-watch.

Cursor oauth · GitHub Copilot oauth · GitLab Duo · Kimi Code plan · Moonshot · MiniMax Coding Plan plan · MiniMax Coding Plan CN plan · Alibaba Coding Plan plan · Qwen Portal · Z.AI / GLM Coding Plan plan · Xiaomi MiMo · Qianfan · NanoGPT · Venice · Kilo · ZenMux · OpenCode Go · OpenCode ZenRun it yourselfOpenAI-compati…

Understand AnythingTurn any codebase, knowledge base, or docs into an interactive knowledge graph you can explore, search, and ask questions about.

Explore the structural graphNavigate your codebase as an interactive knowledge graph — every file, function, and class is a node you can click, search, and explore.

Analyze knowledge basesPoint /understand-knowledge at a Karpathy-pattern LLM wiki and get a force-directed knowledge graph with community clustering.

Install the plugin/plugin marketplace add Lum1104/Understand-Anything /plugin install understand-anything2.

Analyze your codebase/understandA multi-agent pipeline scans your project, extracts every file, function, class, and dependency,…

Stremio - Freedom to StreamStremio is a modern media center that's a one-stop solution for your video entertainment.

You discover, watch and organize video content from easy to install addons.

BuildPrerequisitesNode.js 12 or higherpnpm 10 or higherInstall dependenciespnpm installStart development serverpnpm startProduction buildpnpm run buildRun with Dockerdocker build -t stremio-web .

docker run -p 8080:8080 stremio-webScreenshotsBoardDiscoverMeta DetailsLicenseStremio is copyright 2017-2023 Smart code and available under GPLv2 license.

See the LICENSE file in the project for more information.

You don't just learn AI.

Given the trace of an agent run, identify the step where the agent went wrong and explain why...░░░▒▒▒░░░▒▒▒░░░▒▒▒░░░▒▒▒░░░▒▒▒░░░▒▒▒░░░▒▒▒░░░▒▒▒░░░▒▒▒░░░▒▒▒░░░▒▒▒░░░▒▒▒░░░▒▒▒░░░▒▒▒░░░▒▒▒ContentsTwenty phases.

# Lesson Type Lang 01 Managed LLM Platforms — Bedrock, Azure OpenAI, Vertex AI Learn Python 02 Inference Platform Economics — Fireworks, Together, Baseten, Modal Learn Python 03 GPU Autoscaling on Kubernetes — Karpenter, KAI Scheduler Learn Python 04 vLLM Serving Internals — PagedAttention, Continuous Batching, Chunked Prefill Learn Python 05 EAGLE-3 Speculative Decoding in Production Learn Python 06 SGLang and RadixAttention for Prefix-Heavy Workloads Learn Py…

ViMax: Agentic Video Generation🚨 Current Video Generation Limitations:❌ Limited to Short Clips - Most AI tools generate only seconds of footage.

💡 ViMax Solution:🎬 Director, Screenwriter, Producer, and Video Generator All-in-One!

🫠 Consistency Check : Sometimes, the image generator may generate unusable images even if it is given the correct characters, position, environment reference image and prompts.

🎬 Shot Design : Creating coherent camera sequences with proper angles, transitions, and pacing while maintaining narrative flow across complex scenes.

🎯 Technical Capabilities:🧬 Intelligent Long Script GenerationRAG-based long script design engine that intelligently analyzes lengthy, novel-l…

I've been hacking on AI agents for a while.

I've tried every agent framework out there, from the plug-and-play crew/langchains to the "minimalist" smolagents of the world to the "production grade" langraph, griptape, etc.

I've been surprised to find that most of the products out there billing themselves as "AI Agents" are not all that agentic.

So, I set out to answer:What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?

determine_next_step ( context ) context .

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Amazon is pushing its employees to “toxenmaxx,” or use as many AI tokens as possible (the basic building blocks of AI compute).

As businesses turn to AI agents to boost productivity, aggregate costs could rise sharply even if the price of each token falls.

But as consumption increases, the cost of individual AI tokens is expected to fall sharply.

That reality may complicate the grand plans some firms have for deploying AI agents.

Nvidia CEO Jensen Huang recently said he thinks 100 AI agents will one day work alongside every employee at his company.

But Luke Kennard’s Black Bag made me laugh aloud dozens and dozens of times.

Complicated and mythic and entirely dangerous, it frequently sits still when other fantasies sprint and it’s all the better for it.

Tony RobinsonActor and authorI’m currently enthralled by a small but exquisite book called The Wordhord: Daily Life in Old English.

The story is about a young man imprisoned for love, brutalised, set free and nursed back to health by strangers.

I’m not usually a fan of short stories but I love the way Borges can so brilliantly conjure up a whole universe in just 10 pages.

Register the marketplace claude plugin marketplace add https://github.com/viticci/shortcuts-playground-plugin # 2.

Install the plugin claude plugin install shortcuts-playground@shortcuts-playgroundClaude Code clones the repository into its plugin cache on first install.

Click the terminal input area and run the same two commands: claude plugin marketplace add https://github.com/viticci/shortcuts-playground-plugin claude plugin install shortcuts-playground@shortcuts-playground Start a new session to load the plugin.

Register the marketplace codex plugin marketplace add https://github.com/viticci/shortcuts-playground-plugin # 2.

Open Codex codexInside Codex, type /plugins , choose the Shortcu…

Learn to draw from Lynda BarryThis hand-drawn book is the best course on art and drawing I’ve seen.

— CDOnline figure drawingI live close to the Art Director's Guild headquarters in Los Angeles, which has weekly evening figure drawing classes.

My daughter and I go there occasionally, but I recently discovered a site called Line of Action that has a useful figure drawing practice system.

It shows you a series of figure models posing for specified periods of time, just like a real figure drawing session.

— CDMaker tips newsletterI continue to be impressed by Gar's Tips & Tools, a newsletter that we co-publish with Gareth Branwyn.

It has two usage modes: Terminal User Interface (TUI) and Command Line Interface (CLI).

The TUI is the most useful, and allows for interactively sending requests and viewing responses.

The CLI is useful for sending quick requests and scripting.

Both usage modes (TUI and CLI) share the same basic configuration, which is called the request collection.

Check out the Getting Started guide to try it out, or move onto Key Concepts to start learning in depth about Slumber.

50 Hours to Draw Some LinesHand drawing data visualizations with artist Doug MacDowellDescription: I used to live on a quiet road on top of a huge hill.

50 Hours to Draw Some Lines is about spending more than a week on something that software can accomplish in 20 minutes - and a catalog of resources and methods acquired along the way.

By learning to hand draw data viz, you can also learn about art.

These are the basic tools and materials needed to hand draw data viz...To start a hand drawn data viz, begin with a grid.

In the end, all the pencil lines will be erased, revealing the most satisfying, clean, crisp inked lines imaginable.

In this post, we discuss what we’ve learned about this critical challenge for cybersecurity in the first weeks of Project Glasswing.

We also cover what to expect next from Project Glasswing, and how we’re thinking about releasing Mythos-class models in the future.

Once patches for the vulnerabilities that Mythos Preview has discovered are widely deployed, we’ll provide much more detail about what we’ve learned.

Adapting to a new phase of cybersecurityModels with similar cybersecurity skills to Mythos Preview will soon be more broadly available.

Next, we will work with critical partners—including US and allied governments—to expand Project Glasswing to additional partners.

Base64 Encoded LinkThe link you clicked leads to a Base64 encoded string.

To decode it, you can use:For more options: Base64 DecodersDon't show again

AudioMass is a free full-featured web-based audio & waveform editing tool

It’s not a question of “is Rust faster?” or “does Rust have types?”, Go already gets you most of the way there.

For context, I’ve written about Go and Rust before: “Go vs Rust?

— Paul Dix, Founder & CTO, InfluxData, on Rust in Productionif err != nil { return err } is fine for a while.

Rust generics monomorphize, each instantiation produces specialized code with zero runtime cost.

In Rust, generics + traits eliminate most of what you’d otherwise need Box or runtime reflection for.

Connect to remote instances of LM Studio, load your models, and use them as if they were local.

AI takes many forms.

But today, one version of AI takes all the oxygen: large-scale, generative systems that power products like Claude, Gemini, and ChatGPT.

We call the companies leading this form of AI development “empires”.

Under the guise of a civilizing mission to "benefit all of humanity”, they use large-scale AI development as cover to consolidate resources, destroy ecosystems, centralize information, hollow out institutions, and gain paramount economic and political power.

Now people around the world are mobilizing to resist the empires of AI and to nourish visions of the future that work for all of us.

Building Pi With PiPi is now part of Earendil, but in the important sense it is still Mario’s project.

Slop IssuesUnsurprisingly, we are using Pi to build Pi.

An interesting effect of building with agents is that it changes the role of the issue tracker a tiny bit.

It is also frustrating because when I give that issue to Pi, Pi sees the wrong diagnosis too.

This matters a lot for persisted data such as Pi session logs.

After I posted 8086 microcode disassembled, Ken Shirriff sent me a high-resolution image of the microcode ROM from the 80386.

From the 8086 microcode work I assumed that two of the fields would be source and destination registers to copy from.

How many different instructions does the 80386 have, according to the microcode?

It's not very meaningful to list the top-level microcode routine size since many of them do a small amount of work and them jump to a routine shared with another entry point.

Unlike the 8086 (and also unlike modern CPUs), the 80386 is always executing a μ-op and there is microcode for every instruction.

uv is fantastic, but its package management UX is a messAstral’s uv has taken the Python world by storm, and for good reason.

How uv handles itWhen you run uv add pydantic , it inserts this into your pyproject.toml :dependencies = [ "pydantic>=2.13.4" , ]Note the lack of an upper bound.

In uv, you use:$ uv lock --upgradeTHOUGHTS Why isn’t this simply uv update or uv upgrade ?

It’s not uv lock --add or uv lock --remove either!

There is hope: the bounds flagLuckily uv has recently introduced a --bounds option for uv add :$ uv add pydantic --bounds majorThis produces the safer pydantic>=2.13.4,<3.0.0 constraint we’ve come to expect.

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

Tailscale – Adam loves Tailscale!

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

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

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

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

Tailscale – Adam loves Tailscale!

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

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

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

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

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

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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.

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

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

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

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

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

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

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

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

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

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

The Momentum 5's high-frequency reproduction isn't as shiny as Sony's, but it's sharper and more precise, helping avoid listening fatigue.

I turned the Bass Boost setting on because the Momentum 5's sound is on the neutral side.

Overall, I think those who appreciate a less "consumer" sound will appreciate the Momentum 5's sound, as few sonic details go unnoticed.

The Momentum 5's noise cancellation is considerably stronger than the previous generation, with improved reduction of mid- and low-frequency noise.

I really appreciate that you can adjust the Momentum 5's noise reduction levels on a sliding scale rather than in preset modes.

The Alienware 16 Area-51 is one of the most powerful gaming laptops on the market right now, and multiple configurations are on sale for Memorial Day.

The Ecovacs X8 Pro Omni won the ZDNET Lab Award for best pickup performance in a robot vacuum, and it's currently $67 off for Memorial Day.

Summer is the perfect time to grow and tend to your garden, and you can get discounts on gardening gadgets this Memorial Day.

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

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

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

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

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

Samsung Galaxy S26 Ultra, Pixel 10 Pro, and Motorola Razr Fold.

The Razr Fold has a Super Res Zoom feature that will take a 100x photo and clean it up pretty convincingly.

Also: Google Pixel vs. Samsung Galaxy: I've tested both brands extensively, and there's a clear winnerThen, I remembered I had the Samsung Galaxy S26 Ultra in my pocket.

Side-by-side shots taken with the Samsung Galaxy S26 Ultra (left) and the Motorola Razr Fold (right).

My tool went a little wonky, but the Galaxy S26 Ultra didn't clean up the image at all.

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

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

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

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

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

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

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

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

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

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

Samsung's BOGO monitor deal is back, back, back again. Here's what you need to know to snag yours.

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

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

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

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

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

Smart home devices are on sale this Memorial Day weekend, and I've gathered the best deals available right now.

The nine-year-old startup is replacing hundreds of employees with thousands of AI agents.

Pope Leo XIV's first encyclical uses AI as a lens to diagnose older problems: concentrated power, eroding democracy, and a tech elite that shapes the world to its own advantage.

Earlier this year, Lucra Sports founder and CEO Dylan Robbins did something that no one else has ever done. And he shared several secrets on how he did it.

The deadline to apply or nominate for Startup Battlefield 200 is May 27. This is your shot at VC access, global visibility, TechCrunch coverage, and $100,000. Apply now.

Early Bird savings for TechCrunch Disrupt 2026 in San Francisco end May 29 at 11:59 p.m. PT. Register now to save up to $410 before prices increase.

We're in the transition period -- all of us.

Chi Xu, the founder and CEO of XREAL, thinks the smart glasses business has finally reached a turning point.

From a robot stirring your soup to a bread machine that kneads your dough, here are 6 gadgets that may make you feel like you’ve won adulthood.

Welcome back to TechCrunch Mobility — your central hub for news and insights on the future of transportation.

Like other AI wearables, Amazon's Bee offers an odd combination of convenience and privacy anxiety.

What sets Dreamie apart from all of the other fancy alarm clocks is laughably simple: It can play podcasts.

SolarSquare could be valued at up to $500 million in the financing expected to close next month.

Apple, Meta, and Google offer special security modes that provide your devices more secure against targeted spyware attacks. Here are how those modes work, what they do, and how to switch them on.

IBM and Scuderia Ferrari HP take TechCrunch inside how they are redefining the fan experience.

"The expansion of SpaceX's Starlink network of internet relay satellites continued Monday with a Memorial Day launch from Cape Canaveral Space Force Station," reports Spaceflight Now. The mission added another 29 Starlink satellites to more than 10,000 already in low Earth orbit: This was SpaceX's 60th orbital flight of the year, consisting of 59 Falcon 9 rockets and one Falcon Heavy rocket... Nearly 8.5 minutes after liftoff, [Falcon 9 first stage] B1078 landed on the drone ship, 'A Shortfall of Gravitas,' positioned in the Atlantic Ocean off the coast of South Carolina. This was the 151st landing for this vessel and the 614th booster landing to date for SpaceX. Meanwhile, the second stage…

Tech industry layoffs may be worse at large tech companies than the rest of the IT industry. The New York Times argues those layoffs have now shifted the culture at Big Tech companies, after interviewing more than two dozen of their workers. "Cooperation and collegiality are on the wane; chumminess between employees and managers has cooled as mutual suspicion pervades their relationships; and a throbbing economic anxiety infects almost every conversation. "Perhaps no site on the internet reflects this transformation more vividly than Blind, where users can post in private channels restricted to employees of a single company, or public channels visible to anyone..." Since 2022, large tech co…

"Think Olympics on steroids. Literally," quips the BBC, describing Sunday's controversial Enhanced Games event in Las Vegas featuring dozens of athletes "using performance-enhancing drugs to try and break world records in track, weightlifting and swimming. Some $25m (£18.6m) in prize money is up for grabs — with cash prizes for winners... The drugs they use must be legal, and approved by the Federal Drug Administration. But substances like testosterone and human growth hormone — banned by the World Anti-Doping Agency — are not only celebrated here, they're encouraged and for sale... Health experts warn that anabolic steroids and growth hormones can cause strokes and cardiovascular damage, a…

Thursday California's governor issued an executive order "directing state agencies to prepare workers and businesses for AI-driven workforce disruption," reports San Francisco's KQED. In a statement the governor said "This moment demands that we reimagine the entire system — how we work, how we govern, how we prepare people for the future."

The order mandates agencies to explore a range of policy options, including severance standards, expanded unemployment insurance, job retraining programs aimed specifically at white-collar workers, worker ownership models and a concept the governor called "universal basic capital," giving all residents a stake in assets such as corporate stocks, bonds or…

AI "crashed the party" at this year's Cannes Film Festival, writes The Hollywood Reporter. The festival exposed "the fault lines reshaping cinema," their article argues, including how "AI is here — and the industry has stopped pretending otherwise." A humanoid robot spotted marching up and down the Croisette seemed to sum up the worst AI fears of the film industry — the machines have arrived and they are taking your place. But inside the Palais and the market tents, the conversation over artificial intelligence had moved beyond fear into something more like uneasy acceptance. Fighting AI "is a battle we will lose," said Demi Moore, a Cannes jury member this year, at the festival's opening p…

Phoronix reports on a presentation about trying FreeBSD on modern Framework laptop from last week's Open Source Summit hosted by the Linux Foundation: With FreeBSD having worked on improving its laptop support over the past two years with some big changes and ongoing efforts for making a nice KDE desktop experience on FreeBSD, FreeBSD Foundation's Executive Director has been trying to daily drive FreeBSD on laptops... With the Framework Laptop, the touchscreen "just worked" as did other basic functionality from the KDE desktop on FreeBSD, including peripherals like a wireless mouse. Among the challenges were Zoom failing for video calls but eventually working, the web camera took steps to e…

"Canonical says Ubuntu Pastebin will be decommissioned at the end of May 2026," writes Slashdot reader BrianFagioli, "as part of an infrastructure modernization effort." The announcement only appeared this week, giving the Linux community barely any warning before a service that has been tied to Ubuntu support culture for years suddenly disappears. Ubuntu Pastebin has long been used for sharing logs, crash reports, config files, and terminal output across IRC, Ask Ubuntu, forums, bug reports, Reddit, and countless troubleshooting guides scattered around the internet. The bigger concern is link rot. Once the shutdown happens, years of old support discussions could lose critical debugging inf…

The Web Serial API lets websites write to (and read from) serial devices using JavaScript, including USB and Bluetooth devices with virtual serial ports. And this week's Firefox 151 release introduced support for the Web Serial API on desktop. "Most folks won't use this API," acknowledges Mozilla's blog, "but for our community of builders and tinkerers, it unlocks the ability to use Firefox to communicate directly with compatible hardware devices like microcontrollers, development boards, and other serial-connected devices..." With Firefox's browser engine, Gecko, now supporting Web Serial, users can now connect, code, configure, and control compatible hardware directly from the browser in …

It's "the first time in seven years that a new Star Wars film has launched on the big screen," writes CNBC. And Variety notes it's expected to earn $102 million through Monday: [B]ox office analysts are mixed on the results. On one hand, it's significant for any film to debut above $100 million in post-pandemic times. On the other, "Star Wars" is one of Hollywood's preeminent film properties, so there's an expectation of a certain level of box office. And this start is the worst for "Star Wars" since Disney bought the franchise in 2012. CNBC cites reports 41% of tickets were sold for more expensive large-format screenings like IMAX and DolbyCinema. So how's the movie? Rotten Tomatoes shows …

Apple just registered a new subdomain record: genai.apple.com. The domain was spotted by a MacRumors contributing researcher, and though it doesn't yet lead to a live web page, they believe it's tied to Apple's annual developers conference WWDC which starts June 8, "where the company has promised to announce 'AI advancements' across its software platforms." The blog 9to5Mac speculates that "All signs point to WWDC 2026 being Apple's major AI renaissance, where the company will live up to the promises it made back at WWDC 2024, as well as a few additional new announcements." [I]it goes without saying that this is probably related to Apple's upcoming generative AI announcements at WWDC... Sir…

Last month saw a world first, reports Electrek. Wind and solar generated more power globally than gas: According to new analysis from independent energy think tank Ember, wind and solar produced 22% of the world's electricity in April 2026, compared to 20% from gas. Together, the two renewable sources generated a record 531 terawatt-hours (TWh) of electricity during the month, 54 TWh more than gas plants generated globally, at 477 TWh... Five years ago, in April 2021, gas generation was almost identical to today's level at 476 TWh. But back then, wind and solar combined generated just 245 TWh — less than half of what they produced this April... Wind and solar generation increased across nea…

"For months, scammers have been taking advantage of a loophole that allows them to send spammy emails from an internal Microsoft email address typically used for sending legitimate account alerts," TechCrunch reports: [The scammers] have been able to set up new Microsoft accounts as if they are new customers and use that access to send out emails purportedly from the tech giant, potentially tricking people into thinking these emails are genuine... Last week, I received several, similarly structured emails containing subject lines and web links to scammy sites from Microsoft across different email accounts. These crudely made emails were sent from [email protected], an…

The It's FOSS blog has news about the Linux Vendor Firmware Service, which gives hardware vendors a secure portal to upload firmware updates "which can then be downloaded and installed by users through clients such as GNOME Software or fwupdmgr." (Originally developed in 2015 by GNOME maintainer Richard Hughes...)

The issue, however, obviously, had been funding with the largest contributors being the usual suspects, Framework and Open Source Framework Foundation, at $10K a year. Recently, however, Lenovo and Dell joined suite as Premier sponsors, which is the highest tier at $100K a year each, making the project more sustainable and manageable. These companies contributing makes a lot of se…

Developers for several top videogames have joined unions under the Communication Workers of America — including Call of Duty, Fallout, Overwatch, Diablo and World of Warcraft. Last month workers on the online game Magic: The Gathering Arena team announced their own CWA union. The gaming news site Aftermath shares some interesting details: Owner Hasbro and Wizards of the Coast could have voluntarily agreed to the union, but instead the issue is going to an official vote with the National Labor Relations Board in June... [O]ne Arena developer shared on Bluesky that one of the reasons they were inspired to organize was because Wizards changed its remote work policy, requiring them to move acro…

Slashdot reader wiredmikey writes: Threat actors are exploiting a vulnerability in shared content delivery network (CDN) infrastructure to hide connections to malicious domains. Researchers say the vulnerability could impact roughly 88 million domains and can bypass DNS filtering and protective DNS controls, potentially enabling stealthy command-and-control communications and other evasive attacks. Dubbed "Underminr," the exploit "presents the SNI and HTTP Host of a domain," writes SecurityWeek, "while forcing a request to the IP address of another tenant on the same shared edge." The mismatch, ADAMnetworks reports, has been exploited in attacks targeting large-scale hosting providers, incl…

Я сгенерировал одну и ту же задачу 33 разными агентами/моделями, и показываю вам 130 итоговых картинок. Разница в стоимости между самым дорогим и дешевым вариантами — 410 раз.

У этого поста есть еще версия на английском: mikeozornin.ru/blog/all/llm-and-ui-design-en

Иногда коллеги, часто не дизайнеры, после анонсов всяких Клод-дизайнов, спрашивают каково оно. Как оно дизайнит, что это вообще. Насколько хороший дизайн можно ожидать, можно ли взять дизайн-систему и как потом довести до продакшена. Возможно, они хотят услышать, что нейросети заменят не только их, разработчиков, но и дизайнеров тоже, — тогда мы вместе выпиливать столы, жарить кофе или работать курьерами.

Я решил проверить, как д…

Agentic inference is going to be different than the inference we use today, and it will change compute infrastructure because speed won't matter when humans aren't involved.

Как привезти 40+ человек в Кейптаун, построить вместе лагерь в пустыне без связи, кайфануть на локальном Burning Man и не заебаться

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

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

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

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

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

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

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

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

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

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

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

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

grade.Outside of school, le…

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

Еще новинки самого лучшего в мире менеджера рецептов

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

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

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

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

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

Recipe …

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

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

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

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

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

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

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

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

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

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

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

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

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

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

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

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

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

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

Я шарю скилл несколько раз, самое время кинуть в пост

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

Кидать референсы

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

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

Есть работа с текстом

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

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

Скилл и объяснение от опенаи

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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Hey r/SideProject 👋 I built BiteSpend because my own household kept spending way more on food than we thought. We "budgeted" $600/month for April. The receipts said $940. (I made that number up but we were definitely off every single month and that's kind of the point) The thesis: rent is fixed, utilities barely move, but food (groceries plus restaurants) is the biggest variable line in most household budgets, and almost nobody sees it clearly. By the time the BLS publishes the national price averages each month, you've already paid your bill. And your bill is not the average. Coffee is up 27% in the last 11 months according to BLS. Ground beef is up 16%. Eggs fell 54%. Your specific cart p…

I built an app called SnakeOil (its on the AppStore) that identifies a product by taking a picture of it, figures out what it’s being marketed to do, breaks down how it’s supposed to work, then checks whether the ingredients/formulation are actually likely to support that claim. It gives the product a score, explains the reasoning with research-backed context, and suggests better alternatives when the product seems overhyped. It technically works across different product categories, but it works best right now for beauty/skincare products, where the marketing claims are usually pretty bold and the ingredient lists are actually useful. The idea came from seeing products say things like “clin…

wc2026fantasy.app Been trying to replace the old excel spreadsheet for this World Cup's prediction game with our group chat. Built it and thought of sharing. Simple concept, predict the score for every World Cup match, compete with your mates, see who knows their football. Every match, all 104 of them. Pick your scores before kickoff, points update automatically when results come in. Private leagues mean you're only competing against the people you invite, your group chat, your office, or your family. A few things that make it worth using over a spreadsheet: - Every kickoff in your local timezone automatically - AI pre-match brief for every game - Points double in knockouts, triple for the …

The first electric Ferrari designed by LoveFrom Discussion | Link

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Three AI models on the same question. See where they split. Discussion | Link

Meeting reminders that actually make you smile. Discussion | Link

Lid Angle Sync & Keep Awake for AI Agents on Mac Discussion | Link

No-frills offline meeting transcripts with context Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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Quanscient, a Tampere-based startup specialising in cloud-based multiphysics simulation technology and quantum algorithms, today announced a €10 million Series A funding round to accelerate its international expansion. The round was led by Danish quantum fund 55 North and Austrian industrial investor B&C Group, with full re-participation from existing investors Maki.vc, Crowberry Capital, QAI Ventures, and […]

The post Finland’s Quanscient raises €10 million to scale its multiphysics simulation platform for the AI era appeared first on EU-Startups.

Perplant, a Danish AgTech startup on a mission to democratise AI in agriculture by supporting sustainable farming with a cost-effective, plug & play and AI-based camera sensor, has raised €1 million in investment. The funding round was supported by private angel investors and industry leaders with deep expertise in agriculture and retail. This capital injection […]

The post Perplant raises €1 million to equip tractors with AI “eyes” to cut herbicide use and boost profits for farmers appeared first on EU-Startups.

Backoffice, a Vilnius-based startup building an operations management solution for restaurants, cafes, and hotels, has secured €150k in investment to expand its product across Europe. The investment was secured from venture capital funds FIRSTPICK and Lost Astronaut. “I grew up watching my mum run her restaurant and bakery business: long hours, constant schedule changes, staff […]

The post Lithuania’s Backoffice secures €150k to build the operating system for European hospitality appeared first on EU-Startups.

Tequipy, a Polish-British startup that ships, services, and retrieves employee IT devices, has raised over €3 million in funding to expand its platform beyond hardware into software and security operations. The round was led by Smedvig Ventures, with participation from Manta Ray and Unfold.vc. “I’ve seen ambitious, talented IT specialists, who should have been building […]

The post Tequipy, founded by Revolut’s former IT chief, raises over €3 million to automate global device logistics appeared first on EU-Startups.

Grundium, a Tampere-based startup specialising in digital pathology imaging technology, backed by US-based healthcare private equity firm EW Healthcare Partners, has acquired Visiopharm, a Denmark-based provider of AI-driven precision pathology software. The combined business merges complementary capabilities from Grundium’s imaging platform and Visiopharm’s AI-driven precision pathology software, creating an accessible end-to-end solution for diagnostic laboratories, […]

The post Finland’s Grundium acquires Denmark’s Visiopharm to build an end-to-end AI precision pathology platform appeared first on EU-Startups.

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This €10 million initiative aims to support marketing, advertising, and in-house creative teams in transitioning from AI experimentation to fully integrated, production-ready workflows for their campaigns.

While the fund primarily targets SMEs and creative teams across the European Union and the United Kingdom, organisations outside Europe can also apply and will be evaluated on a case-by-case basis.

“Creative teams are under immense pressure to deliver more content, in more formats, for more markets, all without losing quality or brand control.

The Magnific Fund’s training programme is built around six real-world production workflows that address the volume, speed, and localisation demands…

Fresha, a London-based AI-powered marketplace and business management platform for the beauty and wellness industry, has announced a €68.9 million ($80 million) primary growth investment from funds managed by KKR, a global investment firm.

This deal values Fresha at over €861.9 million ($1 billion) and brings Fresha’s total capital raised to €245.5 million ($285 million).

For consumers, Fresha claims to offer a platform to discover, book, and pay for beauty and wellness services with top local professionals.

It also states that the platform facilitates more than 35 million appointments per month and generates over $15 billion in annual GMV.

KKR is making the investment in Fresha through its…

Roboxi, a Stavanger-based startup specialising in airport airside automation and autonomy, has announced the completion of a share issue raising approximately €13 million in new equity.

The company provides solutions for detecting and collecting Foreign Object Debris (FOD) in airport airside areas.

Its robotic systems and API-based platforms facilitate FOD detection, debris removal, and integration with current airport systems, fully digitising workflows.

Roboxi employs AI to automatically identify and eliminate Foreign Object Debris (FOD) from runway and airport airside areas.

Its robotic systems and API platforms support FOD detection, debris clearance, and integration with existing airpo…

Scope, a London-based AI workflow platform transforming inspections for the TIC (testing, inspection, certification) industry, has raised €17.2 million ($20 million) in funding to grow its London-based team and accelerate adoption among leading inspection companies globally.

Jonathan Low, Scope CEO, said, “The TIC industry doesn’t need AI that replaces people; it needs to empower experts to work faster and smarter.

With Scope, inspections are recorded using live audio, video, or notes, regardless of conditions, and relevant historical context can be quickly retrieved.

According to Scope, the TIC industry is facing major staffing challenges.

Stephane Kurgan, Partner at Index Ventures, said, …

With this capital, Harmoney plans to deepen its commitment to existing clients, scale its international go-to-market organisation, and invest further in its AI-driven product innovation for Counterparty Risk Management.

“As Counterparty Risk Management continues to evolve beyond traditional KYC and AML processes, we are realising the unique opportunity to further scale our platform internationally.

Harmoney claims to respond to this structural market evolution by expanding its orchestration capabilities across the broader Counterparty Risk Management landscape.

Ronald Kemmeren, Partner at Smile Sail, said, “Harmoney is the emerging European market leader in Counterparty Risk Management soft…

ClearOps, a Munich-based enterprise SaaS startup building an AI-powered after-sales platform for industrial OEMs, has today announced the closing of an €8.6 million Series A funding round.

William Barkawi, founder and CEO of ClearOps, said, “Industrial service networks are under increasing pressure.

“Our vision is bold: keep the world’s machines moving by building the AI operating system for after-sales – ensuring the right parts and services are available before downtime happens.”Founded in 2020, ClearOps is building the AI operating system for industrial after-sales.

ClearOps serves as the AI operating system for industrial after-sales, connecting manufacturers, dealers, service partners,…

While AI has reshaped many industries, hardware engineering continues to rely heavily on complex and time-consuming simulation processes.

Quanscient co-founder and CEO Juha Riippi said AI’s impact on hardware engineering will remain limited unless simulation technology is redesigned to support it.

This brings to hardware engineering the same shift AI has delivered for software.

The architecture we’ve built for cloud and quantum simulation is also the foundation for an entirely new category of AI and will enable the physics-aware AI models that hardware engineering has been waiting for,Riippi said.

The new funding will be used to accelerate international growth and continue developing a unif…

Avrea, a modern Continuous Integration (CI) platform built for the agentic AI era of software development, has emerged from stealth after securing $4.7 million in total pre-seed funding led by Earlybird.

As AI tools generate an increasing share of software code, development teams are entering a new phase of accelerated output.

Founded by Hannu Valtonen and Juha Valvanne, Avrea is addressing this challenge by rebuilding the software delivery layer for the AI era.

If teams generate five times more code, they also need to run five times more tests, and the strain on CI/CD systems becomes impossible to ignore.

Avrea is designed for this new reality, with the goal of simplifying software deliver…

Last week, we tracked more than 65 tech funding deals worth over €1.1 billion, and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

📊 The top three industries that raised the most were space (€420.5 million), software (€283.6 million), and fintech (€134.4 million).

Regionally, 🇫🇮 Finland took first place (€301.8 million), followed by 🇬🇧 the UK (€242.6 million) and 🇩🇪 Germany (€202.9 million).

❗ Now, let's get you up to speed on everything that happened last week, including your handy.csv file, allowing for an even more in-depth analysis.

The company will use the funding to expand its platform beyond hardware into software and security operations.

It is the start of a cross-border operation that can run across 10, 30, 60 or 180 countries at once.

Tequipy started with hardware because it is the hardest part of IT operations to automate.

The next layer is software: employee accounts, licences, access, passwords, the processes around the full employee lifecycle, and security.

"Tequipy has unlocked exceptional operational efficiency in global IT hardware management driven by their back-end automation.

This week, we tracked more than 65 tech funding deals worth over €1.1 billion and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

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

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💸 Notable and big funding rounds🇪🇸 EOS-X Space raises $140M🇩🇪 Verdane is reportedly investing more than $100M in Eterno🇬🇧 Primer raises £75M to accelerate US expansion🫱🏽‍🫲🏻 Noteworthy acquisitions and mergers🤖 Mistral acquires Austria’s Emmi AI🇮🇹 Cosmico completed the acquisition of Flatmates🇩🇪 The Dutch bike rental company Swapfiets is acquiring …

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.