This is an app which will either load succesfully, and you'll wonder whether you saw this text at all, or fail ignominiously, showing you only this text.

On balance of probabilities: I'm sorry I couldn't be bothered to make this work for you.

Louis Rossmann has officially pledged $10,000 to cover the initial legal fees for an independent software developer threatened with a cease and desist letter from Bambu Lab .

Pick on somebody your own size.”The developer in question, Pawel Jarczak, voluntarily shuttered his “OrcaSlicer-BambuLab” project, which would have restored direct control between Bambu Lab 3D printers and OrcaSlicer.

I'll put up $10,000 to teach bambu labs a lesson - YouTube Watch OnRossmann is asking Jarczak to put his fork of OrcaSlice back on GitHub in defiance of Bambu Lab’s threats.

And if you own a thing, like a Bambu Lab 3D printer, you should have the freedom to fix, modify, or maintain the product as you see …

As noted, tens of millions of taxpayers have been assessed penalties or interest for late filings or payments during these years.

If millions of taxpayers file claims, the IRS could face significant administrative strain, leading to delays and the potential for inconsistent treatment.

But consistent treatment of taxpayers is unlikely because the law generally requires taxpayers to file claims to receive refunds or abatements.

Provide taxpayers with an additional six-month extension to file refund claims.

Consider providing relief systemically to all eligible taxpayers so that taxpayers do not have to file refund claims, protective refund claims, or requests for abatements.

Weird and Useless Japanese Inventions That Many Secretly NeedChindogu, the Japanese art of crafting quirky and impractical gadgets, literally translates to ‘valuable’ or ‘priceless tool.’ It’s a unique cultural phenomenon where creativity meets eccentric problem-solving.

Even though some inventions might seem weird, they bring a fun twist to solving problems and challenge the idea of what’s considered a ‘valuable tool.’Check out this collection of weird Japanese inventions from the 1990s and 2000s.

If you can get past looking a little goofy while enjoying your soup, this could be your new go-to tool.

However, the downside is that if it does rain, you’re faced with a choice – either ditch th…

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

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

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

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

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

Random DiscoverySend you somewhere unexpected.

Good for when you want to find something new without knowing what you're looking for.

Comments

It's deeper than that: how might you contribute to humanity, and even deeper, to the well-being of the world, by pursuing mathematics?

Mathematical ideas, even simple ideas, are often hard to transplant from mind to mind.

There are many ideas in mathematics that may be hard to get, but are easy once you get them.

Because of this, mathematical understanding does not expand in a monotone direction.

Translation in the direction conceptual -> concrete and symbolic is much easier than translation in the reverse direction, and symbolic forms often replaces the conceptual forms of understanding.

Space Cadet Pinball on LinuxStephen Brennan • 09 May 2026To my fellow Linux users who grew up using Windows XP: did you know, you can have Space Cadet Pinball on your Linux machine?

Space Cadet Pinball was bundled with Windows XP, and growing up I played it a lot.

The easiest way to play on Linux is actually to use the Flatpak, which comes bundled with the original game resources from the Windows version.

Its game data is capable of displaying at the massive screen resolution 1024x768!

Unlike this pinball game, the Marble Blast series grew, and there are newer versions available to play today.

Fundamentally this problem reduces down to prefix search, and the canonical solution for prefix search with autocomplete is to implement a trie.

We could just about squeeze a trie with some basic optimizations like that into ~60 MB of space.

The opening spoils it:It turns out that finite state machines are useful for things other than expressing computation.

Let’s write a minimal Rust program to strip the data out of that 3 GB database and compact it down into one of these FST thingies.

The SQLite database worked!

Think Linear Algebra#Think Linear Algebra is a code-first, case-based introduction to the most widely used concepts in linear algebra, designed for readers who want to understand and apply these ideas — not just learn them in the abstract.

Rather than beginning with mathematical formalism, Think Linear Algebra starts with meaningful applications and builds up the theory when it’s needed.

The result is a uniquely practical and empowering introduction to linear algebra as a language for solving real problems.

Linear algebra is foundational for machine learning, scientific computing, and computer graphics — fields with enormous demand and growth.

From search engines and GPS tracking to signal …

I brought this up to a member of the ports security team and he simply shrugged it off.

To no one's surprise, OpenSSL eventually announced that the legacy branch would no longer be receiving security fixes.

Sometimes security fixes are committed to their tree but not actually connected to the build, leaving everyone vulnerable for months or more.

On a similar note, it's increasingly common for security fixes to go in without any mention of security at all.

There's often very little review (or none at all) of the crypto code and security fixes in general.

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

The action you just performed triggered the security solution.

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

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

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

Comments

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

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

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

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

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

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

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

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

It helps me overcome my task paralysis.

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

Comments

The obstacle is BSA’s national culture.

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

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

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

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

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

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

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

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

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

The Namespace Problem!

If you still can't see the problem with this, take a look at this program:printX = () => print(x); x = 1; printX();With the algorithm described above, this code will execute fine.

: Scope Tag local = 3; }An environment that had a scope tag was allowed to lookup names outside of itself.

#include namespace x { int a = 1; }; void func() { int x = 2; std::println("{}", x); std::println("{}", x::a); }And since this new syntax doesn't allow the user to change the content of a namespace, it is impossible to fall into the problem of reassigning a namespace.

Eego, no namespace problem no more!

wayland.fyiHome of minimalist wayland special interest group.

Many have claimed that wayland 'sucks', the goal of this site is to not only promote and make alternative wayland software which fits the label of 'minimalist', but also to disprove many of the claims people make against wayland.

our compositor library neuswc works natively on all BSDs, without shitty hacks.

See also: The case of X11# "Wayland and X11 are similar in any way"very false, the whole model is fundamentally different.

wayland.fyi approvedok, so most wayland software sucks, X sucks more, what can you do about it?

To that end one can define a set to be the set of all such that there exists a set with and .

ChatGPT 5.5 Pro thought for 17 minutes and 5 seconds before providing a construction that yielded a quadratic upper bound, which is clearly best possible.

ChatGPT obtained its improvement by simply using a more efficient Sidon set — it is well known that one can find Sidon sets of quadratic diameter.

ChatGPT was able to find sets and of elements which satisfy (a)-(d), but whose elements all have polynomial size in .

I am still stunned by the coincidence that the problem he chose to put into ChatGPT 5.5 Pro led him to my paper on the arXiv.

Comments

kamid is a FREE, easy-to-use and portable implementation of a 9p file server daemon for UNIX-like systems with a strong focus on security and correctness.

Signify pubkeys for this and the next release:kamid-0.2.pub: RWRwqQVDYtY1jTc1lXqyu2e+ZGWgN/h3n/LE/at7pNTuJ1qWsogFvDh8 kamid-0.3.pub: RWRfLLIt5kKXfLgtcP6xF/3SlaPOGsBRYl2Tl8husw3pObmkdh/hxqiL

plassmanage passwordsplass is a password manager inspired by password-store in the essence but completely reimplemented with a smaller and ( IMO ) cleaner interface.

It aims to stay closer to the "UNIX phylosophy" by trying to do one thing only and to it (hopefully) well.

With plass every password lives inside a gpg(1) encrypted file somewhere inside ~/.password-store which is managed with the got(1) VCS to keep track changes, recovery accidental overwrites and synchronize it across devices.

Documentation and example usage can be found in the manual pages:plass(1) - manage passwordpwg(1) - password generatortotp(1) - time-based one time password generatorAt the moment plass is completely co…

Comments

The kind of quantum computers that IBM, Google and Amazon are building suffer catastrophic errors roughly once every 10 seconds due to cosmic rays from outer space.

The quantum effects that quantum computers depend on are extraordinarily vulnerable to disruption from their surroundings.

“Quantum computers, with sufficient protection, can be robust against very catastrophic events, such as cosmic ray events,” Xu says.

After the cosmic ray strike, the ancilla chip can then work with the data chips not disrupted by the cosmic ray to correct the impacted data chips and restore all the quantum computer’s data.

It can even tolerate a pair of cosmic rays striking any of the quantum computer’s qubi…

Comments

Fundamentally this problem reduces down to prefix search, and the canonical solution for prefix search with autocomplete is to implement a trie.

We could just about squeeze a trie with some basic optimizations like that into ~60 MB of space.

The opening spoils it:It turns out that finite state machines are useful for things other than expressing computation.

Let’s write a minimal Rust program to strip the data out of that 3 GB database and compact it down into one of these FST thingies.

The SQLite database worked!

Space Cadet Pinball on LinuxStephen Brennan • 09 May 2026To my fellow Linux users who grew up using Windows XP: did you know, you can have Space Cadet Pinball on your Linux machine?

Space Cadet Pinball was bundled with Windows XP, and growing up I played it a lot.

The easiest way to play on Linux is actually to use the Flatpak, which comes bundled with the original game resources from the Windows version.

Its game data is capable of displaying at the massive screen resolution 1024x768!

Unlike this pinball game, the Marble Blast series grew, and there are newer versions available to play today.

The CVE Binary Tool helps you determine if your system includes known vulnerabilities.

You can scan binaries for over 350 common, vulnerable components (openssl, libpng, libxml2, expat and others), or if you know the components used, you can get a list of known vulnerabilities associated with an SBOM or a list of components and versions.

lang: Python stars: 1.68K last activity: 4 days ago

Mark Gurman / Bloomberg:

Sources: Apple is working on a “slight redesign” for macOS 27 to address Liquid Glass issues, plans a feature to automatically group Safari tabs in “27” OSes — Also: The latest on iOS 27 and the truth about the Vision Pro. — Apple is planning design changes …

Elizabeth Findell / Wall Street Journal:

Most of the tech on display at this year's Border Security Expo was autonomous and AI-equipped, driven by the Trump administration's focus on US border security — Rapid gains in artificial-intelligence technology bring new competitors into the business of securing the border

Jennah Haque / Bloomberg:

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

Vicky Ge Huang / Wall Street Journal:

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

Golnar Motevalli / Bloomberg:

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

Belle Lin / Wall Street Journal:

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

Rahul Raj / EU-Startups:

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

FinTech Global:

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

Jack Kubinec / Fortune:

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

Shane Snider / Data Center Knowledge:

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

Rick Findlay / Reclaim The Net:

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

Heather Somerville / Wall Street Journal:

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

Ken Macon / Reclaim The Net:

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

Bloomberg:

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

Zack Abrams / The Block:

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

Krysta Fauria / Associated Press:

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

David Shepardson / Reuters:

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

South China Morning Post:

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

Moneycontrol:

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

Jowi Morales / Tom's Hardware:

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

Kate Clark / Wall Street Journal:

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

Sam Rubin / Palo Alto Networks Blog:

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

Anthropic:

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

Ben Cohen / Wall Street Journal:

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

The Information:

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

Kirsten Korosec / TechCrunch:

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

Du Zhihang / Caixin Global:

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

Carmen Reinicke / Bloomberg:

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

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

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

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

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

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

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

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

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

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

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

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

⭐ I…

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

text )) @ coco .

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

items (), table ) coco .

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

Local Deep Research🚀 What is Local Deep Research?

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Think Claude Code, but built specifically for financial research.

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

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

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

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

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

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

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

--pdf : produces a PDF f…

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It’s impossible to even retransmit a WebRTC audio packet within a browser; we tried at Discord.

But if there’s network congestion, oops we lost that audio packet and it’ll never be retransmitted.

At Twitch I literally hosted my WebRTC server on UDP:443 .

You can leverage existing TCP/HTTP infrastructure instead of inventing a custom WebRTC load balancer.

Server : Listen for QUIC packets on 1.2.3.4 and 5.6.7.8 .: Listen for QUIC packets on and .

Just Fucking Use GoHey, dipshit.

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

No node_modules the size of a fucking Volkswagen.

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

Just fucking use GoStop pretending you need a framework.

ds4.c is a small native inference engine for DeepSeek V4 Flash.

The KV cache is incredibly compressed, allowing long context inference on local computers and on disk KV cache persistence.

Their implementation, kernels, tests, and design choices were an essential reference while building this DeepSeek V4 Flash-specific inference path.

Authentication is optional for public downloads, but --token TOKEN , HF_TOKEN , or the local Hugging Face token cache are used when present.

Test Vectorstests/test-vectors contains short and long-context continuation vectors captured from the official DeepSeek V4 Flash API.

06 Decks 1 demo A handful of tags and twenty lines of JS is a slide deck.

Point the agent at a Slack thread or a design doc and get something you can arrow-key through in a meeting — no Keynote, no export step.

Arrow-key slide deck A short presentation as one HTML file.

09-slide-deck.html →Everything on this page is itself a single .html file.

View the repo · thariqs.github.io/html-effectiveness

After it was done he penned his thoughts in the book The Mythical Man-Month which became one of the most influential books on software development after its publication in 1975.

Perhaps my most enduring lesson from this book is the importance of conceptual integrityI will contend that conceptual integrity is the most important consideration in system design.

He argues that conceptual integrity comes from both simplicity and straightforwardness - the latter being how easily we can compose elements.

This point of view has been a strong influence upon my career, the pursuit of conceptual integrity underpins much of my work.

The anniversary edition of this book is the one to get, because it als…

To that end one can define a set to be the set of all such that there exists a set with and .

ChatGPT 5.5 Pro thought for 17 minutes and 5 seconds before providing a construction that yielded a quadratic upper bound, which is clearly best possible.

ChatGPT obtained its improvement by simply using a more efficient Sidon set — it is well known that one can find Sidon sets of quadratic diameter.

ChatGPT was able to find sets and of elements which satisfy (a)-(d), but whose elements all have polynomial size in .

I am still stunned by the coincidence that the problem he chose to put into ChatGPT 5.5 Pro led him to my paper on the arXiv.

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

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

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

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

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

If you don't want your floating chat button to end up sitting behind the home indicator, where it's unreachable, you need to account for the safe area inset.

Environment variables for safe area insetsWith the safe-area-inset environment variables, you can make your layout adapt to the current device's safe area and avoid those bugs.

Polypane's device emulation supports safe area insetsPolypane is the first and only desktop browser to emulate safe area insets.

Every device in Polypane has correct safe area inset values for both portrait and landscape orientations.

Overlay Show safe inset areas inset vs max-inset inset max-insetWhen to use which really depends on your situation.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Sandwich Vision · macOSRecorded in Zoom.

The slide window is the camera output, not a screen share.

Pick Hovercraft as your camerain Zoom or wherever.

Reach up, pinch the air,pull the window where you want it.

The slide sits next to it.

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

Server ErrorOops!

Looks like the server had a hiccup.

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

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

If you've left your Sonos system's audio settings untouched, you're missing out. Here's what you need to know about them.

Sony is one of the top names in high-end TVs, and we've tested LED and OLED options to help you find the best fit for your space.

Luckily, there are a few ways to access Microsoft 365 apps totally free.

Here are three ways to use Microsoft 365 for free.

(It used to be called the Office app, and it's now the Microsoft 365 Copilot app.)

Search for Microsoft 365 Copilot.

Sign in (you'll need a free Microsoft account, which you can create there by pushing Create).

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Key takeawaysAmerican Airlines passengers are limited to two portable chargers.

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

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

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

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

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

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

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

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

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

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

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

Is Google Maps or Apple Maps better?

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

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

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

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

F1 Grands Prix have emerged as a new place to see and be seen if you are a founder or investor.

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

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

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

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

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

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

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

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

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

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

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

"Meta's embrace of AI is making its employees miserable," reports the New York Times. And "After Meta said late last month that it would start tracking employees' computer use, hundreds of workers spoke up." (One employee even told Meta's CTO in an internal post, "Your callousness to the concerns of your own employees is concerning." In an internal post last month, Meta told its U.S. employees that it was making a change that would affect tens of thousands of them. What employees typed into their computer, how they moved their mouse, where they clicked and what they saw on their screen would be tracked, Meta said. The goal, the company said, was to capture employee data so Meta's artificial…

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

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

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

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

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

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

A preorder deposit provides only a c…

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

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

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

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

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

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

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

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

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

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

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

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

grade.Outside of school, le…

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

Еще новинки самого лучшего в мире менеджера рецептов

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

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

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

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

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

Recipe …

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

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

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

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

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

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

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

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

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

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

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

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

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

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

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

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

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

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

Я шарю скилл несколько раз, самое время кинуть в пост

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

Кидать референсы

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

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

Есть работа с текстом

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

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

Скилл и объяснение от опенаи

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

Article URL: https://i.postimg.cc/WpBcB4HK/IMG-20260510-103853.jpg

Comments URL: https://news.ycombinator.com/item?id=48084385

Points: 4

# Comments: 1

Built for developers tooptimizethe other 80% of their workflowHeadstart streamlines the boring parts of your day — meetings, tickets, PRs, deployments, and more.

It brings all your favourite sites and tools into one place with shortcuts, so you can focus on building.

Add to chrome TRY FOR FREE • NO SIGN UP • FREE FOREVER

Select a file or report folderThe right pane will show metadata, canonical source links, and the embedded viewer once an item is selected.

Download videos and images from any Twitter/X post in one click — no signup, no ads.

Twitter X Video Downloader & Post Archiver - xsavr xsavr is a Twitter video downloader and x post archiver built into your browser.

Download videos from any Twitter or X post, or archive tweets publicly to xsavr.com so they survive deletion.

Click the download button on the post 3.

Want to archive a post before it disappears?

O11yLiteFree, open-source OpenTelemetry backend powered by DuckDB and SQLiteLogs, metrics, and traces all in a single process.

Ingests traces, logs, and metrics via OTLP/gRPC and OTLP/HTTP.

Query and visualize traces, logs, and metrics with a built-in query builder and trace waterfall view.

Query and visualize traces, logs, and metrics with a built-in query builder and trace waterfall view.

O11yLite offers first-class agent support through lean, solid primitives and a builtin agent skill.

Random DiscoverySend you somewhere unexpected.

Good for when you want to find something new without knowing what you're looking for.

+How is Uncluttr different from other tab managers?

+How does Uncluttr's AI tab grouping work?

+Which browsers does Uncluttr support?

+Does Uncluttr work with Chrome tab groups?

+Does Uncluttr slow down my browser?

Super ISO UpdaterSuper ISO Updater (SISOU) is a powerful tool that provides a convenient way to check for updates and install the latest versions of various ISO files.

It is primarily meant to be used with a Ventoy drive and supports a wide range of ISOs.

FeaturesAutomatic ISO Updates: Automatically check for and downloads the latest ISO versions from official sources, always using the fastest available mirror.

Automatically check for and downloads the latest ISO versions from official sources, always using the fastest available mirror.

(Optional)InstallationPick whichever method works best for you:pip (recommended for most users)python -m pip install sisoupipxpipx install sisouFrom sourceg…

Pace CoachA macOS CLI daemon that watches your typing rhythm and nudges you when you are rushing/stressed.

), classifies your typing state every two seconds, fires a macOS notification when you've been in a stressed state for too long, and shows a live emoji in your menu bar with the status of the application.

States:⚪ Idle — no recent typing🔵 Passive — low activity or irregular rhythm🟡 Normal — active, correction rate within range🔴 Stressed — high correction rate sustainedThe primary driver for the Stressed state is the correction rate.

stress_duration_secs 10 Seconds of sustained Stressed state before a nudge fires.

Build release binaries only:make build # binaries at target/release/pace-…

Select a file or report folderThe right pane will show metadata, canonical source links, and the embedded viewer once an item is selected.

Credits are the primary unit used to generate media.

Each image or video consumes a specific number of credits per generated media.

If no credit cost is explicitly shown, the default usage is one credit.

Unused credits expire at the end of each billing cycle and do not carry over to the next month.

Your credit balance is automatically refreshed when your subscription renews.

AgentizeA framework for evaluating and improving AI agent readiness and adoption in software projects.

Two complementary maturity models assess structural project properties (Agent Readiness) and how deeply agents are embedded in development workflows (Agent Adoption), with Claude Code skills to assess and raise both dimensions automatically.

Agent Readiness Maturity ModelMeasures structural, environmental, and documentary properties that determine how effectively an AI agent can understand, navigate, modify, and verify the project.

Level Name What it means 0 Uninstrumented No meaningful context or feedback for an agent.

Agent Adoption Maturity ModelMeasures how deeply AI agents are embedde…

Website: radotsvetkov.github.io/akmon · Docs: radotsvetkov.github.io/akmon/docsWhy this existsMost AI coding agents make decisions you cannot audit.

Prompt context, model responses, tool calls, and file edits live in process memory and disappear when a session ends.

Akmon records every prompt, model response, tool call, and file change as a content-addressed event journal with a cryptographic chain.

If "the AI did it" is not an acceptable explanation, Akmon is for you.

Trust pipelineAkmon's verification pipeline lets you prove a session ran as recorded, with cryptographic chain integrity and SLO compliance, without trusting the agent itself.

GreadA skill that gives your agent access to the source code of all public github repos.

Plug and Play : Compatible with all popular coding agents and MCP clients, ready to use out of the box: Compatible with all popular coding agents and MCP clients, ready to use out of the box Skill and MCP : Both Skill and MCP are provided, connect with either option: Both Skill and MCP are provided, connect with either option Docs Integration: Automatically recognizes docs repo and provides them along with the main repo when accessedQuick StartWe offer two integration methods, choose either one:Skill: Suitable for coding agents like OpenCode, Codex, Cursor, Copilot, etc.

MCP: Suitable for AI chat apps a…

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AI Poster Maker Love how this turned out! I used Google Gemini-3 model. It's fast, cheap and most of the times good enough. I think I can repurpose it for other generators too like infographic, quote generator, invoice generator etc. Would love to hear your advise on its marketing! Building is easier, marketing is the tough part. submitted by /u/pubgupdates [link] [comments]

Claude Code and Codex in your Mac notch Discussion | Link

Create hyperrealistic product visuals with AI Discussion | Link

The calendar that thinks like a workspace Discussion | Link

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

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

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

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

Your AI reporting analyst Discussion | Link

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

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

Insight infrastructure. Listen at scale. Discussion | Link

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

OpenRouter for agent tools Discussion | Link

Edit websites through AI with visual prompts Discussion | Link

Open Source Mission Control for Hermes Agent Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

It will also roll …

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

“Meatly has one focus: to make commerci…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Accordin…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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