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They do not necessarily reflect the views and opinions of Apollo and are subject to change at any time without notice.

Apollo does not have any responsibility to update this presentation to account for such changes.

Investors should make an independent investigation of the information discussed during this presentation, including consulting their tax, legal, accounting or other advisors about such information.

Apollo does not act for you and is not responsible for providing you with the protections afforded to its clients.

Due to various risks and uncertainties, actual events or results may differ materially from those reflected or contemplated in such forward-looking information.

getArg 4 ] for cell in cells do squares := squares .

mapM fun sq => match sq with | .empty => `( Square.empty ) | .occupied .X => `( Square.occupied Player.X ) | .occupied .O => `( Square.occupied Player.O ) let arrSyntax ← `( #[ $ squareTerms ,* ] ) let boardTerm ← `( Board.mk $ arrSyntax ) Lean.Elab.Term.elabTerm boardTerm none X | O | _ _ | X | _ O | _ | X #eval board!

X | O | _ _ | X | _ O | _ | X Win X #eval getGameStatus ( board!

X | X | X O | O | _ _ | _ | _ ) X | O | _ _ | X | _ O | _ | X Win X this lets you design APIs in layers and hide them behind syntax.

theorem five_plus_one_eq_six : ∀ a : Int , returnFive a + 1 = 6 := by ⊢ ∀ ( a : Int ), returnFive a + 1 = 6 intro a a : Int ⊢ …

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JavaScript RequiredThis is a heavily interactive web application, and JavaScript is required.

Simple HTML interfaces are possible, but that is not what this is.

Learn more about Bluesky at bsky.social and atproto.com.

The cost is high: a diminished voice on the global stage, reduced control over the European future, and vulnerability to digital threats.

The AI revolution has started and is a chance to not only catch up but to lead and define our own paths.

AI can be the tool that secures our autonomy, strengthens our strategic sectors, increases our economic wealth and amplifies our global influence.

We need to drive demand for homegrown AI, secure strategic sectors, and empower European players.

Controlling our AI and infrastructure is not optional, it’s the only way to win the AI race.

Laziness drives us to make the system as simple as possible (but no simpler!

That is, our laziness serves to make software easier to write, and systems easier to compose — to allow more people to write more of it.

Pejoratively, this was the rise of the brogrammer, with the virtue of ironic laziness and hammock-driven development displaced by hustle porn about crushing code.

If laziness is a virtue of a programmer, thinking about software this way is clearly a vice.

The problem is that LLMs inherently lack the virtue of laziness.

– Frederick Jackson Turner, The Significance of the Frontier in American History, 1893We are witnessing the closing of yet another frontier in history.

I feel this most acutely in the cordoning off of frontier models from public access, though the logic also applies to the general replacement of labor and intelligence with capital.

Here again, frontier model access will allow more people to build security systems that will help the world upskill its security.

And when you cut someone off, you should be required to say why, because getting your frontier model access revoked is akin to being unbanked.

Compared to that gap, open source models already pack quite a punch, running 3-12 months beh…

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boringBara taskbar-style dock replacement for macOSDownload 14-day free trial supports macOS 14+ (Sonoma or later) Purchase $9.99 / year Personal use Business use − 2 devices users + Purchase a business license for more than 5 devices Checkout $9.99 / year ?

Business License Management Resend Activation KeyThe macOS Dock is built around apps, not windows.

boringBar keeps windows organized by desktop, with instant previews, one-click desktop switching, and pinned apps within reach.

boringBar also gives you a searchable app launcher, scroll-to-switch desktops, full window titles on chips, and a cleaner workspace when you hide the Dock.

As a bonus, it makes macOS feel more familiar if you've j…

If you need any more inducement Numb at the Lodge readers can get four print issues for $10 by clicking this link.

In the dry hills, illiterate pastoralists kept cattle; in the isolated green valleys jeweling the hillsides, illiterate peasants grew cotton.

What Luria found was that just a few years of basic literacy education in an agricultural school had massive cognitive effects.

If we’ll be left without firewood, we won’t be able to do anything.’ Luria tried presenting them with syllogisms.

But what we think of as politics seems to depend on this stuff, and revolutionary politics in particular.

We want to ensure your safety and protect you from potential scams.

These scams aim to deceive unsuspecting applicants by offering nonexistent positions and requesting personal information or upfront fees.

Remember that our company does not endorse any job postings outside our official channels.

If you encounter a suspicious offer, report it through the job platform on which you found it or report email as spam.

If you need to check on the validity of an email from EasyPost, feel free to reach out directly to [email protected] more information on this scam, please see this FTC Consumer Alert.

Claudraband Claude Code for the power user Experimental: this project is still evolving as Claude Code and ACP clients change.

We do not touch OAuth and we do not bypass the Claude Code TUI.

You must authenticate through Claude Code, and every interaction runs through a real Claude Code session.

The package bundles Claude Code @anthropic-ai/[email protected] ; set CLAUDRABAND_CLAUDE_PATH if you need to override the binary.

Toad via ACPToad can use claudraband acp as an alternative frontend for Claude Code.

DIY soft drinksCola, orange soda, and almond soda!

In 2020, I started making my own soft drinks, including a sugar-free, caffeine-free cola!

Orange soda, first batch (0.1.0)Made a simple orange soda today, really happy with how it turned out!

400 g of sugar seem to be a good replacement for 0.6 g sucralose.

Orange soda (0.1.1)blinry orange 0.1.1, now with 14% more orange!

This is the foundation of your stack, and the layer where EU options are strongest.

You handle more infrastructure yourself, but if your team has ops experience, the savings are significant.

Data centers in Germany and Finland.

If you want managed services closer to the AWS experience, Scaleway is the pick.

Data centers in Paris, Amsterdam, and Warsaw.

BouncerHeal your feed.

Bouncer is a browser extension that uses AI to filter unwanted posts from your Twitter/X feed.

Define filter topics in plain language — "crypto", "engagement bait", "rage politics" — and Bouncer classifies and hides matching posts in real time.

Quick StartChrome / Edge (Web Store)Install Bouncer from the Chrome Web Store.

Chrome / Edge (from source)cd Bouncer npm install npm run buildOpen chrome://extensions Enable Developer mode Click Load unpacked and select the Bouncer/ folder Navigate to twitter.com / x.com Click "Settings" in the Bouncer element and add your preferred provider API key (or enable local models) and select your preferred model from the dropdown.

What are you working on?

Any new ideas that you're thinking about?

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Access deniedYou do not have access to www.researchgate.net.

The site owner may have set restrictions that prevent you from accessing the site.

Read our Privacy noticeSeven countries now generate nearly all of their electricity from renewable energy sources, according to newly compiled figures.

Data from the International Energy Agency (IEA) and International Renewable Energy Agency (IRENA) also revealed that a further 40 countries generated at least 50 per cent of the electricity they consumed from renewable energy technologies in 2021 and 2022 – including 11 European countries.

In Scotland, renewable energy technologies generated the equivalent of 113 per cent of the country’s overall electricity consumption in 2022.

Nearly 50 countries now generate more than 50 per cent of their electricity from renewable energy sources ( The In…

Here's hoping that it will return soon, as I really liked it.

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

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

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Reload to refresh your session.

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Finally it works on the Raspberry Pi 3b!

I attached a ready image (oberon-rpi3.img) which you can flash onto an SD card if you want to run the system on your Raspi 3b yourself.

I attached the required Raspberry Pi bootfiles and a pre-compiled toolchain for Linux x64 for convenience.

The Raspberry Pi 3b will remain in production until at least 2028 according the the manufacturer.

The Pi Zero 2 will even be in production until at least 2030.

Just like Uber and Facebook, weekends thrive because of something known as network effects.

Like the internet, weekends’ usefulness comes from network effects: They’re valuable because of all the other people using them, and their value grows as more and more people participate.

Executives used longer weekends to reduce hours during the Great Depression in order to cut costs and limit layoffs.

“The first could not have happened without the second.”Without weekends, you don’t get many giant music festivals and 80k-person stadiums.

Olivia Heller/The HustleThe innovation of weekends increased the value of our leisure hours; smartphones, always-­on work culture, and addictive entertainment thre…

We love making tools to help designers and developers live a little bit easier.

And since 90% (literally) of our email list goes to Gmail addresses… the results aren’t pretty.

Like, genuinely, if we could, we would only very occasionally send a big email blast to our customers.

So if you haven’t heard from us recently… or if you’ve heard TOO MUCH from us recently, that’s why.

And we’ve got a lot of good stuff to catch you up on.

I just spent 1h+ debugging why my locally-hosted gitlab runner would fail to create pipelines.

The gitlab job output would just display weird TLS errors when trying to pull a docker images.

249.1.4)-1005/2024-H instado por la Liga Nacional de Fútbol Profesional y por Telefónica Audiovisual Digital, S.L.U.

https://www.laliga.com/noticias/nota-informativa-en-relacion-con-el-bloqueo-de-ips-durante-las-ultimas-jornadas-de-laliga-ea-sports-vinculadas-a-las-practicas-ilegales-de-cloudflareFor those non-spanish speakers: It means there is football match on, and during that time that specific host is blocked.

I guess that means my gitlab pipelines will not run when football is on.

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Finally it works on the Raspberry Pi 3b!

Here is an image of the running system; I'm using the original Raspberry Pi monitor and a Lenovo ThinkPad TrackPoint keyboard which has three mouse buttons (as suggested for the Oberon system).

I attached the required Raspberry Pi bootfiles and a pre-compiled toolchain for Linux x64 for convenience.

The Raspberry Pi 3b will remain in production until at least 2028 according the the manufacturer.

The Pi Zero 2 will even be in production until at least 2030.

The scrutiny has been deep, but it has been a particular kind of scrutiny: reading the code, emulating the code, verifying the transcription.

Losing the referenceThe AGC manages the IMU through a shared resource lock called LGYRO .

When the torque completes normally, the routine exits via STRTGYR2 and the LGYRO lock is cleared.

Behind the Moon, alone, with a computer that was accepting commands and doing nothing, Collins would have had to make that call by himself.

Thanks to Farzad “Fuzz” Pezeshkpour for independently reproducing the bug, and to Danny Smith and Prashant Gandhi for reviewing early drafts of this article.

Calculate the exact significand product with a 32†×†32 → 64 -bit multiply ( mul; mulh ).

h a4 , a4 zexth a4a4 .

ssra a5 , a5 , a4 h3ssra a5a5a4 , a1 , a4 add a1a1a4 // Apply sign before packing.

, a4 , 17 srli a4a4 , 1 f bltz a2 , a4 , 1 addi a4a4 1 : , a4 , 1 srli a4a4 // Now: exact[45:32] in a4, exact[31:0] in a2.

ssrlsticky a4 , a4 , a5 h3ssrlsticky a4a4a5 , a1 , a5 add a1a1a5 // Apply sign before packing. . xorsign a4 , a0 , a4 h3xorsign a4a0a4 .

mathstufwhat does "action graph" mean?

who uses an action graph?

Ninja is explicitly intended to work on a serialized action graph; it's the only tool I'm aware of that is.

$ ninja [1/1] python build.py > build.ninja [1/2] python build.py > build.ninja [1/3] python build.py > build.ninja [1/4] python build.py > build.ninja [1/5] python build.py > build.ninja [1/6] python build.py > build.ninja ... [1/100] python build.py > build.ninja ninja: error: manifest 'build.ninja' still dirty after 100 tries, perhaps system time is not setOh.

I would like to see a action graph format that has an event-based system, where it says "this file was created, make any changes to the action graph necessary",…

The Business Case for Vanilla JSI am no longer a proper front end web dev.

If I need to write a web app in 2025, I am using Vanilla JS and browser APIs directly.

Vanilla JS itself is excellently documented; great not only for your own sanity, but for any LLMs you ask to generate code.

I thought back to my old vanilla JS project, and once again I just started using the platform.

The myth of ReactBut surely I'm being unprofessional.

The 20,000th user was siru by invitation from bbbhltz.

You may see all 20,000+ users and the invite tree by opening https://lobste.rs/users, but it takes about ~5 minutes to load, so I don't recommend it.

Laziness drives us to make the system as simple as possible (but no simpler!

That is, our laziness serves to make software easier to write, and systems easier to compose — to allow more people to write more of it.

Pejoratively, this was the rise of the brogrammer, with the virtue of ironic laziness and hammock-driven development displaced by hustle porn about crushing code.

If laziness is a virtue of a programmer, thinking about software this way is clearly a vice.

The problem is that LLMs inherently lack the virtue of laziness.

The monthly report is meant to provide a good overview of what has changed in Forgejo in the past month.

Security releases: Forgejo v11 and v14Both supported versions of Forgejo received a security releases during March.

Forgejo runnerThe Forgejo Runner received two point releases during the month: v12.7.2 and v12.7.3.

In addition, v12.7.3 introduced a new feature: the use of a Forgejo runner specific user agent for connections to the Forgejo instance.

After a grace period, repositories not related to Forgejo development may be removed to reduce the resource usage.

Well, I have some relevant news: cargo-crev now supports LLM-assisted code reviews.

Because it became apparent that no matter how well cargo-crev actually works, the biggest obstacle to fully realize the idea was lack of time by developers.

How to use it#Note: In the initial release cargo-crev supports only Claude Code agent.

How it works#The core change is that Crev's reviews now have fields to indicate that an LLM was used for the review.

The rest is just relatively minor functionality to make producing LLM reviews convenient end to end.

Note that vector zoom levels are one less than raster zoom levels, so vector 8 is raster 9.

Once an OSM item has been transformed the raster code adds it to a database and the vector code creates vector tiles.

Vector tilesThe individual vector tiles can be seen in debug here.

Those are the highest zoom vector tiles created and things displayed at zoom levels > 14 are actually stored in zoom 14 tiles but only displayed later.

In order to reduce vector tile size I removed places where I’d done this on vector.

The messy reality of emotional, social humans should – by this framing – be minimized.

I don’t believe that Technical workers are incapable of empathy or unwilling to contemplate their emotions.

Spiritual ThinkingRestricting spiritual thinking in Technical work can help protect a project.

And I believe most engineers have access to the tools to do so: the irrational, emotional, and magical cognition that Technical culture suppresses.

For software work to be fulfilling, socially useful, and efficient, Technical workers must claim collective responsibility to hear, enable, and support each other in leaving the comfort of the Rational.

This blog post covers several different techniques that you can use to create beautiful icon animations.

The radio button icon animation is one of my favorites due to its clever simplicity.

The i th drawing command in A must have the same type as the i th drawing command in B , for all i .

The i th drawing command in A must have the same number of parameters as the i th drawing command in B , for all i .

A downloading progress icon animation that demonstrates a combination of several techniques discussed in this blog post.

Crucially, these design idioms were used not just in Microsoft Word, but throughout the entire Windows ecosystem.

It may be surprising that modern web design is so unidiomatic, because the HTML/CSS standards are very prescriptive.

In short, there are few web design idioms because front-end development is moving too quickly.

The Success of Idiomatic DesignAnd yet, some of the most successful product organizations of today aggressively pursue their own design idioms and achieve some homogeneity in their interfaces.

Most interface design problems of today are not new, but repeats of history, with solved analogies in the past.

Jonah Owen Lamb / The San Francisco Standard:

Police report: Sam Altman's home appears to have been targeted in a second attack after a gun appeared to have been fired at his home from a car early Sunday — OpenAI CEO Sam Altman's home appears to have been the target of a second attack Sunday morning, a mere two days …

New York Times:

A look at the escalating global AI arms race, as the US, China, Russia, and others rush to build AI-backed autonomous weapons and defense systems — China, the U.S., Russia and others have ramped up their contest over artificial-intelligence-backed weapons and military systems.

Zvi Mowshowitz / Don't Worry About the Vase:

A deep dive into the debate about Claude Mythos Preview, the model's capabilities, attempts to refute Anthropic's claims, and what it means for the future of AI — Anthropic is not going to release its new most capable model, Claude Mythos, to the public any time soon.

Bloomberg:

As weather betting grows on prediction markets, climate experts are debating whether it improves forecasts by aggregating knowledge or is simply a zero-sum game — From Kalshi and Polymarket to niche scientific platforms, traders are predicting the weather — and climate experts are debating the results.

Martin Arnold / Financial Times:

Sources: UK regulators plan to warn banks, insurers, and exchanges about security risks exposed by Claude Mythos Preview at a meeting within the next two weeks — Leading banks, insurers and exchanges to be warned over cyber security vulnerabilities exposed by Claude Mythos

Mark Gurman / Bloomberg:

Sources: Apple is testing four AI glasses designs with rectangular and oval frames, multiple colors, and a camera system with vertically oriented oval lenses — Also: The latest on the foldable iPhone. — Apple is working on several frame styles and a unique camera design for its first smart glasses.

Jagmeet Singh / TechCrunch:

Flipkart and Amazon's quick commerce push in India is intensifying competition in an already crowded space where profitability remains under pressure — India's quick commerce market is booming, with demand more than doubling for some players. But the fast-delivery push by Flipkart …

Derek Wallbank / Bloomberg:

A journalist recounts how he used ChatGPT to develop a fitness plan to prepare for the Paris Marathon, resulting in a 20-pound weight loss and faster race times — Six months of pain and progress, 20 pounds lost and a trial-and-error test of what AI can — and cannot — do.

Simon Batt / XDA Developers:

The Linux Kernel Organization now lets developers submit AI-generated code, as long as it complies with the guidelines, licensing, and attribution requirements — - Linux allows AI-generated kernel code, but the community will treat it as your own contribution.

Daniel Tudor / Financial Times:

Analysts and researchers say Google's TurboQuant compression algorithm to make LLMs more efficient is more likely to expand memory chip demand than reduce it — More efficient artificial intelligence could mean even greater need for semiconductors, say experts

Ashley Capoot / CNBC:

Takeaways from HumanX, one of the AI industry's main events: Claude Code dominated the conversation, while some execs noted China's lead in open-weight models — If one thing became clear at the HumanX conference in San Francisco this week, where 6,500 executives, founders and investors gathered …

Charlie Warzel / The Atlantic:

Q&A with NYT reporter Tiffany Hsu about AI-generated online influencers, how the volume of synthetic content produces exhaustion for users, and more — AI avatars are redefining influence and trust online. — On this week's Galaxy Brain episode, Charlie Warzel is joined …

Ellen O'Regan / Politico:

Survey of 6,698 people across six EU countries: around 84% said they don't trust US tech companies with their personal data; 93% don't trust Chinese companies — Europe is rolling out measures to keep data local and reduce reliance on foreign tech. — More than 8 in 10 Europeans …

Washington Post:

Sources: Anthropic met with Christian leaders in March to seek input on Claude's moral and spiritual development and if it could be considered a “child of God” — The artificial intelligence company asked religious leaders for guidance on building a moral chatbot. — Summary

Zijing Wu / Financial Times:

A wave of top AI researchers returned from the US to China in the past year, driven by better pay, quality of life, and a more restrictive US immigration system — Engineers and scientists return for better pay and quality of life as US grows more hostile — In the hushed corridors …

Terrence O'Brien / The Verge:

Google says that Polymarket bets showing up in Google News was an error, and the prediction market's bets on real world events were not supposed to appear there — Links to bets on world events were appearing alongside legitimate news organizations.

Mari Kiyohara / Bloomberg:

Japan approves an additional $4B in subsidies to Rapidus to bankroll the chipmaker's work for Fujitsu, taking the total state investment and fees to $16.3B — Japan approved ¥631.5 billion ($4 billion) in additional subsidies to quicken Rapidus Corp.'s entry into the high-stakes AI chipmaking arena …

The Citizen Lab:

An investigation details Webloc, an ad-based geo surveillance system providing access to a constantly updated stream of records from up to 500M mobile devices — Location data collected from mobile apps and digital advertising can reveal habits, interests and almost any other aspect of someone's life.

Bradley S. Klein / Wall Street Journal:

How AI is transforming golf: optimizing course operations, virtual assistants handling tee time bookings, and AI instructor apps improving player performance — From reserving a tee time to fending off turf disease, artificial intelligence is putting the game under an algorithmic microscope

Robert Burnson / Bloomberg:

Court filing: OpenAI says Elon Musk's recent amendments to his OpenAI lawsuit are a “legal ambush”, calling them “legally improper and factually unsupported” — OpenAI says Elon Musk has suddenly changed direction on what he's seeking in his lawsuit against the startup in a …

Clara Murray / Financial Times:

Ramp data: 30.6% of US businesses paid for Anthropic's tools in March, up from 24.4% in February; OpenAI's US business adoption remained nearly flat MoM at ~35% — Divergence reflects company's recent rapid growth owing to strong interest in its Claude Code products

Reuters:

Indian IT giant TCS reports Q4 sales up 9.7% YoY to $7.63B, net profit up 12.2% to $1.48B, both above est., and says new AI models did not hurt services demand — Tata Consultancy Services (TCS.NS) reported better-than-expected quarterly results on Thursday and said that new artificial intelligence models …

Yang Jie / Wall Street Journal:

UK activist investor Palliser has built a stake in Ajinomoto, urging it to raise prices for its ABF, a key material used to form advanced chipmaking substrates — Its shares surged in February and is up over 40% year to date — An activist investor has built a stake in a Japanese company …

Matthew Martin / Semafor:

Alat, a $100B Saudi Arabia PIF-backed electronics manufacturing fund, has removed CEO Amit Midha; sources say it has dropped plans to invest in chip production — The Scoop — Know More — Notable — THE SCOOP — Saudi Arabia's sovereign wealth fund has dismissed Alat CEO Amit Midha …

Sam Sabin / Axios:

OpenAI says a GitHub workflow used to sign its macOS apps downloaded a malicious Axios library on March 31, but no user data or internal system was compromised — OpenAI said Friday that it found evidence that one of its internal tools downloaded a compromised update from a recently infected, legitimate open-source software library.

Bloomberg:

Sources: three senior executives who helped launch OpenAI's Stargate initiative are leaving the company and joining Meta — Three key players in OpenAI's massive effort to set up hundreds of billions of dollars' worth of artificial intelligence data center capacity are joining Meta Platforms Inc. …

Jack Queen / Reuters:

The US CFTC says a district court judge granted its request for a temporary restraining order barring Arizona from continuing its criminal case against Kalshi — A federal judge on Friday blocked Arizona from continuing its criminal case against prediction market Kalshi …

Wall Street Journal:

Sources: US National Cyber Director Sean Cairncross is leading an effort to identify security vulnerabilities in critical infrastructure that AI could exploit — Group led by National Cyber Director Sean Cairncross aims to identify security vulnerabilities before models from Anthropic, OpenAI are released

This project has moved from block/goose to the Agentic AI Foundation (AAIF) at the Linux Foundation.

goose your native open source AI agent — desktop app, CLI, and API — for code, workflows, and everything in betweengoose is a general-purpose AI agent that runs on your machine.

A native desktop app for macOS, Linux, and Windows.

goose is part of the Agentic AI Foundation (AAIF) at the Linux Foundation.

a little goose humor 🪿Why did the developer choose goose as their AI agent?

Turn coding agents into real teammates — assign tasks, track progress, compound skills.

Agents as Teammates — assign to an agent like you'd assign to a colleague.

CLIThe multica CLI connects your local machine to Multica — authenticate, manage workspaces, and run the agent daemon.

Log in and start the daemonmultica login # Authenticate with your Multica account multica daemon start # Start the local agent runtimeThe daemon runs in the background and keeps your machine connected to Multica.

Assign your first taskCreate an issue from the board (or via multica issue create ), then assign it to your new agent.

Karpathy-Inspired Claude Code GuidelinesA single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.

They don't manage their confusion, don't seek clarifications, don't surface inconsistencies, don't present tradeoffs, don't push back when they should."

"They really like to overcomplicate code and APIs, bloat abstractions, don't clean up dead code... implement a bloated construction over 1000 lines when 100 would do."

"They still sometimes change/remove comments and code they don't sufficiently understand as side effects, even if orthogonal to the task."

InstallOption A: Claude Code Plugin (recommended)From within Claude Code, …

PersonaPlex ArchitectureUsagePrerequisitesInstall the Opus audio codec development library:# Ubuntu/Debian sudo apt install libopus-dev # Fedora/RHEL sudo dnf install opus-develInstallationDownload this repository and install with:pip install moshi/.

You enjoy having a good conversation.

You enjoy having a good conversation.

You enjoy having a good conversation.

As an inspiration we feature the following astronaut prompt in the WebUI:You enjoy having a good conversation.

Agent-Native CLI — Every capability, knowledge base, session, and TutorBot is one command away.

Install dependenciesgit clone https://github.com/HKUDS/DeepTutor.git cd DeepTutor conda create -n deeptutor python=3.11 && conda activate deeptutor pip install -e " .

[cli] " deeptutor chat # Interactive REPL deeptutor run chat " Explain Fourier transform " # One-shot capability deeptutor run deep_solve " Solve x^2 = 4 " # Multi-agent problem solving deeptutor kb create my-kb --doc textbook.pdf # Build a knowledge baseSee DeepTutor CLI for the full feature guide and command reference.

📖 Explore DeepTutor💬 Chat — Unified Intelligent WorkspaceFive distinct modes coexist in a single workspace, bound…

This is the complete source code and the build instructions for the official Telegram messenger desktop client, based on the Telegram API and the MTProto secure protocol.

The source code is published under GPLv3 with OpenSSL exception, the license is available here.

Supported systemsThe latest version is available forOld system versionsVersion 4.9.9 was the last that supports older systemsVersion 2.4.4 was the last that supports older systemsVersion 1.8.15 was the last that supports older systems

Alternatively, you can configure providers beforehand:# Configure your provider credentials interactively forge provider login # Then start Forge forgeThat's it!

Forge will analyze the error, suggest potential causes based on your code, and propose different solutions to fix the issue.

Forge is designed for developers who want to enhance their workflow with AI assistance while maintaining full control over their development environment.

Please use forge provider login instead.

Max Requests Per Turn Limit the maximum number of requests an agent can make in a single conversation turn.

🔗 Product Website🔥 What's New: Gemma 4 support with LiteRT-LMDeploy Gemma 4 across a broad range of hardware with stellar performance (blog).

📚 Broad Model Support: Gemma, Llama, Phi-4, Qwen, and more.

⚡ Quick Try (No Code)Try LiteRT-LM immediately from your terminal without writing a single line of code using uv :uv tool install litert-lm litert-lm run \ --from-huggingface-repo=google/gemma-3n-E2B-it-litert-lm \ gemma-3n-E2B-it-int4 \ --prompt= " What is the capital of France? "

v0.8.0 : Desktop GPU support and Multi-Modality.

: Desktop GPU support and Multi-Modality.

The nvim-treesitter plugin providesfunctions for installing, updating, and removing tree-sitter parsers; a collection of queries for enabling tree-sitter features built into Neovim for these languages; a staging ground for treesitter-based features considered for upstreaming to Neovim.

InstallationYou can install nvim-treesitter with your favorite package manager (or using the native package feature of vim, see :h packages ).

This plugin is only guaranteed to work with specific versions of language parsers** (as specified in the parser.lua table).

When upgrading the plugin, you must make sure that all installed parsers are updated to the latest version via :TSUpdate .

setup { -- Directory t…

Google AI Edge Gallery ✨Explore, Experience, and Evaluate the Future of On-Device Generative AI with Google AI Edge.

AI Edge Gallery is the premier destination for running the world's most powerful open-source Large Language Models (LLMs) on your mobile device.

As the centerpiece of this release, Gemma 4 allows you to test the cutting edge of on-device AI.

Install the app today from Google Play Install the app today from App StoreFor users without Google Play access, install the apk from the latest releaseApp Preview✨ Core FeaturesAgent Skills : Transform your LLM from a conversationalist into a proactive assistant.

Download the App: Install the app from Google Play or App Store.

import supervision as sv from PIL import Image from rfdetr import RFDETRSmall image = Image .

open (...) model = RFDETRSmall () detections = model .

import supervision as sv from PIL import Image from inference import get_model image = Image .

import cv2 import supervision as sv image = cv2 .

copy (), detections = detections )supervision-0.16.0-annotators.mp4datasetsSupervision provides a set of utils that allow you to load, split, merge, and save datasets in one of the supported formats.

Hunt down social media accounts by username across 400+ social networksInstallation • Usage • ContributingInstallationWarning Packages for ParrotOS and Ubuntu 24.04, maintained by a third party, appear to be broken.

$ sherlock --help usage: sherlock [-h] [--version] [--verbose] [--folderoutput FOLDEROUTPUT] [--output OUTPUT] [--tor] [--unique-tor] [--csv] [--xlsx] [--site SITE_NAME] [--proxy PROXY_URL] [--json JSON_FILE] [--timeout TIMEOUT] [--print-all] [--print-found] [--no-color] [--browse] [--local] [--nsfw] USERNAMES [USERNAMES ...] Sherlock: Find Usernames Across Social Networks (Version 0.14.3) positional arguments: USERNAMES One or more usernames to check with social networks.

--fol…

You can even create custom fields with your own AI prompts to extract any specific information you need.

With built-in filtering, multi-project support, import/export capabilities, and custom categories, TaxHacker simplifies reporting and makes tax filing a bit easier.

TaxHacker works with a wide variety of documents, including store receipts, restaurant bills, invoices, bank statements, letters, even handwritten receipts.

TaxHacker automatically detects currencies in your documents and converts them to your base currency using historical exchange rates.

Write custom AI prompts for fields, categories, and projects, or modify the built-in ones to match your specific needs.

Onyx enables LLMs through advanced capabilities like RAG, web search, code execution, file creation, deep research and more.

🤖 Custom Agents: Build AI Agents with unique instructions, knowledge, and actions.

Build AI Agents with unique instructions, knowledge, and actions.

🌍 Web Search: Browse the web to get up to date information.

💻 Custom code: Run custom code to remove PII, reject sensitive queries, or to run custom analysis.

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Feel free to reach out to [email protected] with any questions or comments.

Actually, people love to work hard 07 Apr 2026 2026-04-07 2026-04-07 /images/IMG_1063.jpeg work, culture, management work culture management 2026 One of the most infuriating tropes that I see repeated in media is executives (usually from boring old companies) insisting that their employees don’t want to... 10One of the most infuriating tropes that I see repeated in media is executives (usually from boring old companies) insisting that their employees don’t want to work hard.

There is an apparently infinite attention appetite for commentators who troll for attention by saying how “kids these days” don’t want to work hard.

It is exhausting for a good person to have to do bad work or harmful w…

The Garage collection is the origin story you can feel.

Before Apple was a company, it was a small team with a bold idea: make computing personal, friendly, and accessible.

In this space, you see the mindset that shaped everything that followed, obsessive simplicity, fast iteration, and a belief that “good enough” is never good enough.

The garage is not a myth here.

It is a blueprint for how Apple turned curiosity into products that changed how people work, learn, and create.

1D-Chess1d-chess is a new variant where you can play the beautiful game without all those unneccessary and complicated extra dimensions.

You might initally find it more difficult than expected, but assming optimal play, is there a forced win for white?

(jumping over any pieces in the way)Rook:Can move in a straight line in any direction.

This occurs when the enemy king is in check (under attack by one of your pieces) and there are no legal moves for the opponent to get their king out of check.

A draw can occur if:A player is not in check and there are no legal moves for them to play (Stalemate)in check and there are no legal moves for them to play The same board position is repeated 3 times…

Tales of love and adventure from 1,000 years ago reveal a dazzling range of now-extinct English pronouns.

They capture something unique about how people once thought about "two-ness".

In modern English, there is no word for that.

You would probably just use "we" or "the two of us".

But more than 1,000 years ago, you would have said: "wit".

In the summer of 2017, we went on another field trip to the National Park’s Manhattan Project Site in Oak Ridge, TN.

A Note: The Manhattan Project created the nuclear bomb that caused extreme devastation in Japan and ended the war.

Caution Blue: Non-safety information, notices, or out-of-order signageLight Green: Used on walls to reduce visual fatigueMy industrial “seafoam” light green mystery has finally been solved thanks to this article from UChicago Magazine.

The Hanford Site, B Reactor Control Room and OfficeKeeping in theme with “control rooms”, I researched the second Manhattan Project plant, the Hanford Site, home to the B Reactor, the first full-scale plutonium production reactor i…

Flight Viz - Real-Time 3D Flight TrackerFlight Viz is a free real-time flight tracking application that renders 10,000+ live aircraft on an interactive 3D globe directly in your web browser.

The application is built with Rust compiled to WebAssembly with raw WebGL2 shaders, enabling smooth 60fps rendering of thousands of aircraft simultaneously.

Supported AirportsFlight Viz covers 192 major airports worldwide including ATL, ORD, DFW, DEN, LAX, JFK, LHR, CDG, DXB, HND, SIN, SYD, and many more.

Click any airport dot on the map to see its live departure and arrival board.

Visit Flight Viz

It turns out there’s only 84 thousand Firefox extensions.

log ( `PAGE ${ page ++ }: ${ data .

log ( `PAGE ${ page ++ }: ${ data .

Biggest extensionsThe biggest Firefox extension is dmitlichess at 196.3 MB, which contains 2000+ audio files.

Because I scraped every Firefox extension twice, I can see what got removed in between the runs.

Total cost: ~$29 ($20 in CPU VMs, $9 in API calls) over ~3 hours with 4 VMs.

In our previous post, we scaled that to 16 GPUs and watched the agent run ~910 experiments in 8 hours, driving val_bpb down 2.87%.

in the domain knowledge a senior engineer would bring), an agent working from code alone will generate shallow hypotheses.

The original autoresearch loop is: edit code -> run experiment -> check metric -> keep or discard.

What this means for coding agents#The standard autoresearch loop (brainstorm from code, run experiments, check metrics) works when the optimization surface is visible in the source.

And when I talk about “ LLM coding”, I mean use of an LLM to generate code in some programming language.

Many people are currently promoting LLMs as a revolutionary step forward for software development, but are doing so based almost exclusively on claims about LLMs’ ability to generate code at high speed.

And initially it certainly seems like it’s declaring the effects of LLMs are settled, in favor of the LLMs.

So even if I were an advocate of LLM coding, I’d be very wary of pushing it to non-programmers.

Correspondingly, I think there is not a huge downside, right now, to slow or delayed adoption of LLM coding.

On July 8, 1989, a young music fan named Aadam Jacobs, with a compact Sony cassette recorder in his pocket, went to see an up-and-coming rock band from Washington for their debut show in Chicago. After a blast of guitar feedback, 22-year-old Kurt Cobain politely announced to the crowd at the small club called Dreamerz: “Hello, we’re Nirvana. We’re from Seattle.” With that, the band, then a quartet, launched into the riff-heavy first song, “School.” Jacobs surreptitiously recorded the performance, documenting the fledgling band in raw, fiery form more than two years before Nirvana’s global breakthrough with the album “Nevermind.” Jacobs went on to record more than 10,000 concerts, with incre…

Google’s AI Overviews are peddling misinformation on a scale that may be virtually unprecedented in human history.

Add the convenience that Google’s AI Overviews offer, and it’s easy to imagine untold numbers of users taking its summaries at their word.

The first round of tests, conducted in October, used a version of the AI Overviews powered by Google’s Gemini 2 model.

Google claims, however, that AI Overviews are more accurate because they draw on Google search results before answering.

More on Google: Google News Now Prominently Featuring Polymarket Bets

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.

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Unfolder for Mac A 3D model unfolding tool for creating papercraft Try for Free Buy Now Also avaliable on Mac App StoreUnfolding Unfolder can generate 2D parts for your 3D models in a few seconds.

Split & Join Parts Even though the auto-unfolded result is decent most of the time, Unfolder also allows you to split and join parts easily by clicking the edges in 2D view or 3D view.

Learn moreEdit Flaps Unfolder allows you to switch, add, remove, merge, and reshape the flaps.

Learn moreStyling Unfolder allows you to customize the color, width, and dashing of lines.

You can individually control the appearance of the cutting line, ridge-fold line, and valley-fold line.

By using GenAI:I accept the models were trained on stolen data.

I accept that the data was labeled by exploited workers.

I accept the environmental costs of the data centers running these models.

I accept that I am granting more power to big tech and their vision for the world.

I accept that I am granting more power to the United States.

Changelog News!

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

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

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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.

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Push-button deployments that scale to thousands of instances.

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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.

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.

At an unbeatable price.

Squarespace – A website makes it real!

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

Is your inbox overflowing with ads, newsletters, and social media updates? This one feature that's built into most email solutions will fix that for you.

Walmart's next streaming device might be exactly what Chromecast fans have been longing for. Here's what's expected.

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

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

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

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

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

Tackle small home repairs, DIY projects, and crafts with the Fanttik S1 Pro electric screwdriver.

Prep your lawn and garden with this Ryobi string trimmer and leaf blower bundle, plus choose an extra tool for absolutely free.

But Jabra wants to challenge that stereotype with the Evolve3 75.

The Evolve3 75 headset is also very portable.

Business featuresKyle Kucharski/ZDNETDespite their hybrid appeal, these cans ultimately are business headphones designed for the office first.

If you want a more affordable business headset, check out the Logitech Zone Wireless 2 ES.

Why the Jabra Evolve3 75 gets an Editor's Choice awardWe awarded the Evolve3 75 headset an Editors' Choice award for its successful execution of a hybrid business headset that works well outside the office.

Many backup systems keep essentials online, but the EcoFlow Delta Pro Ulta X can run your house like normal without interruption.

Those changes will streamline the Insider program, which has lost sight of its original goals in the past few years.

(For a brief history of the program and what had gone wrong, see my post from last November: "The Windows Insider Program is a confusing mess.")

Also: If Microsoft really wants to fix Windows 11, it should do these four things ASAPIf you're currently participating in the Windows Insider Program, these are meaningful changes.

Simplifying the Insider channel lineupThroughout the Windows 11 era, signing up for the Insider program has required choosing one of four channels using a dialog in Windows Settings.

These changes will apply to the Windows Insider Program for Business as …

ZDNET's key takeawaysApple's iOS 26.4 spruces up Apple Music, Podcasts, and more.

iPhone users can now officially download and install iOS 26.4, a new update that adds a variety of features.

Apple MusicFirst up are some clever additions to the Apple Music app.

With iOS 26.4, Apple has reportedly fixed this glitch, so hopefully you'll bump into fewer typos when you're typing or tapping away.

With iOS 26.4, each member of the family can use their own payment method to fund their online purchases.

Depending on your plan, you'll have to shell out an extra $2 to $4 each month.

The FBI and NSA warn that Russian hackers are exploiting vulnerable routers, but there are ways you can take to protect yourself.

This included the Apple Watch, Google Pixel Watch, and Oura Ring.

I used the Oura Ring, the Apple Watch Series 11, and the Google Pixel Watch 4 for the job.

On the first walking trial, Oura recorded 909 steps, the Apple Watch recorded 977 steps, and the Google Pixel Watch recorded 964 steps.

On the second trial (where I ran), Oura recorded 949 steps, Google Pixel recorded 1,018 steps, and Apple Watch recorded 1,091 steps.

On the final walking trial, Oura recorded 1,013 steps, Apple Watch recorded 1,092, and Google Pixel recorded 992 steps.

I've been a fan of Olight flashlights for many years. Now I'm a fan of its new pro-grade battery charger. Here's why.

Supported modelsThe Galaxy S24 series from 2024.

How to enroll in OneUI 8.5 betaIn order to gain early access to features like the enhanced Quick Share, you'll have to enroll in Samsung's OneUI 8.5 beta.

So, bringing AirDrop compatibility via Quick Share is a massive way to increase adoption and awareness of the utility.

The current file transfer method from Android to a MacBook uses an app called "Android File Transfer," which is not a good app.

Great first stepsOnce this spreads to all Android phones, it will enable easier file sharing between devices regardless of platform.

Manual removals only go so far and are usually time-consuming processes, but the best data removal services shoulder this task for you.

Below, you will find my other top choices for the best data removal services in 2026.

: Some data removal services work best in specific regions, whereas others can operate across regions divided by different data protection laws.

Other data removal services worth consideringShow less Privacy Hawk View now at Privacy Hawk If you're most interested in a mobile-first data removal service, check out Privacy Hawk.

Read More Show Expert Take Show lessWe hope that you've found our guide on the best data removal services helpful.

The report is particularly surprising since the Department of Defense recently declared Anthropic a supply-chain risk.

These glasses are a step back from an ambitious plan that once called for Apple to launch a variety of mixed and augmented reality devices.

X is cutting back on payments to accounts that are “flooding the timeline” with clickbait and rapid-fire news aggregation, according to its head of product Nikita Bier

Welcome back to TechCrunch Mobility, your hub for the future of transportation and now, more than ever, how AI is playing a part.

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.

Anthropic was the star of the show at San Francisco's AI-centric conference.

Slate auto burst onto the scene in April 2025. Here is a timeline that covers its origins, backers, product, and other new details.

Flipkart's ongoing expansion beyond major cities and heavy discounting is raising risks for India's quick commerce startups, analysts say.

The Commodity Futures Trading Commission announced Friday that it has won a temporary restraining order preventing Arizona from pursuing its criminal case against Kalshi.

Is this a smart way to build buzz, or just an odd attempt to recreate Quibi?

The OpenAI CEO's new blog post responds to both an apparent attack on his home and an in-depth New Yorker profile raising questions about his trustworthiness.

The deal is interesting for a number of reasons, including that SiFive's chip designs are based on RISC-V, not x86 or ARM.

The Integrity craft splashed down in the Pacific Ocean off the coast of San Diego just after 5:07 p.m. Pacific Time.

NASA's Artemis II mission has traveled farther from Earth than any mission before. Here's how to watch the crew's return landing in the Pacific Ocean.

This ban took place after Claude's pricing changed for OpenClaw users last week.

"RGB LED TVs have been the talk of the TV world this year," argues The Verge, with models coming from all the manufacturers."

And the first one of 2026 is here — the UR9 from China's Hisense — "the first look at the viability of the new backlight technology outside of demo rooms." They call it "a step above the traditional mini-LED TVs of years past." and "a great first shot against OLED's bow."

HDR is colorful and accurate, it has great brightness, and it is capable of showing colors beyond the P3 color space for movies and TV shows that have wider color. But at $3,500, the 65-inch model I reviewed is priced comparably to high-end OLEDs from LG and Samsung, which is tough competition... On…

Mississippi has one warehouse — run by a contractor — that sells all the liquor for the entire state of 2.9 million people. "If a restaurant or store anywhere in Mississippi wanted a bottle of Jim Beam, they had to order it from the wholesale warehouse," reports the Washington Post. But then Mississippi's warehouse-managing contractor implemented a new computer system that wasn't compatible with the state's delivery system (like they'd promised it would be back in 2023). And then things got even worse... "The problem, business owners allege, is that the company tore out the conveyor belts but didn't hire humans to replace them." In February a state Revenue Department commissioner told lawma…

Bloomberg describes him as a "former Harvard Medical School professor whose research has focused on the intersection of AI and neuroscience." "For the past 20 years, I studied how the human brain stores and retrieves memories," Kreiman writes on LinkedIn. And now "My co-founder Spandan Madan and I built a new algorithm to endow humans with perfect and infinite memory." Engramme connects to your **memorome**, i.e., entire digital life. Large Memory Models work in the same way that your brain encodes and retrieves information. Then memories are recalled automatically — no searching, no prompting, no hallucinations. [The startup's web site promises "omniscient AI to augment human cognition."] …

Bloomberg describes him as a "former Harvard Medical School professor whose research has focused on the intersection of AI and neuroscience." "For the past 20 years, I studied how the human brain stores and retrieves memories," Kreiman writes on LinkedIn. And now "My co-founder Spandan Madan and I built a new algorithm to endow humans with perfect and infinite memory." Engramme connects to your **memorome**, i.e., entire digital life. Large Memory Models work in the same way that your brain encodes and retrieves information. Then memories are recalled automatically — no searching, no prompting, no hallucinations. [The startup's web site promises "omniscient AI to augment human cognition."] …

The biotech industry's engineered cells could become an $8 trillion market by 2035, notes Phys.org. But how do you keep them from being stolen? Their article notes "an uptick in the theft and smuggling of high-value biological materials, including specially engineered cells." In Science Advances, a team of U.S. researchers present a new approach to genetically securing precious biological material. They created a genetic combination lock in which the locking or encryption process scrambled the DNA of a cell so that its important instructions were non-functional and couldn't be easily read or used. The unlocking, or decryption, process involves adding a series of chemicals in a precise order…

The word clanker — a disparaging term for AI and robots — "has made its way into the Linux kernel," reports the blog It's FOSS "thanks to Greg Kroah-Hartman, the Linux stable kernel maintainer and the closest thing the project has to a second-in-command." He's been quietly running what looks like an AI-assisted fuzzing tool on the kernel that lives in a branch called "clanker" on his working kernel tree. It began with the ksmbd and SMB code. Kroah-Hartman filed a three-patch series after running his new tooling against it, describing the motivation quite simply. ["They pass my very limited testing here," he wrote, "but please don't trust them at all and verify that I'm not just making this …

Forbes estimates he's worth roughly $110 billion, "placing him ahead of Bill Gates." And now Changpeng Zhao, the 49-year-old billionaire founder of Binance, "has written a memoir..." It arrives with the unmistakable timing of a man determined to tell the world his version of his meteoric crypto rise and fall, and foreshadow his comeback. The book, Freedom of Money: A Memoir of Protecting Users, Resilience, and the Founding of Binance, runs 364 pages, self-published in English and Chinese.... Zhao also recounts Binance's long battle with U.S. regulators, the company's record $4.3 billion settlement for fostering unscrupulous money launderers, his four-month prison sentence in California, whe…

Remember that AI-powered vending machine that went bankrupt after Wall Street Journal reporters "systematically manipulated the bot into giving away its entire inventory for free"? It was Anthropic's experiment, with setup handled by a startup named Andon Labs (which also built the hardware and software integration). But for their latest experiment, Andon Labs co-founders Lukas Petersson and Axel Backlund "signed a three-year lease on a retail space in SF," reports Business Insider, "and gave an AI agent named Luna a corporate credit card, internet access, and a mission to open a physical store." "For the build-out, she found painters on Yelp," explains Andon Labs in a blog post, "sent an i…

175 million people in Brazil now use its instant-payment system "Pix", developed by the country's central bank for real-time payments using QR codes or keys, and American Banker notes that the central banks of Argentina and Costa Rica also have developed their own widely used digital systems for instant payments. Latin America has been able to build up sleek and effective payment systems in record time because it is not held back by legacy payment technology that isn't built for instant money movement. In the likes of the U.K., U.S. and Europe, payment systems are built on infrastructure that is often decades old. The process of building new systems is therefore incredibly operationally com…

Arizona state prosecutors allege Kalshi is running an illegal gambling operation, charging the prediction market with 20 "wagering" misdemeanors. But Friday a federal judge "temporarily barred Arizona from enforcing its gambling laws against predictive market operators," reports the Associated Press, "and put the brakes on a criminal wagering case that the state has filed against Kalshi. "U.S. District Judge Michael Liburdi's ruling means a Monday arraignment hearing for Kalshi has been called off." The order was issued in a lawsuit filed by the Trump administration. The judge's order said the federal Commodity Futures Trading Commission had sufficiently shown that "event contracts" fall wi…

"Breathable oxygen has been created from Moon dust," reports the Telegraph, "in a world first that paves the way for a lunar base." Jeff Bezos's Blue Origin ""announced this week that it had developed a reactor that could successfully release oxygen from lunar soil by using an electric current." Almost half of Moon dust — the thin layer of rock that blankets the lunar surface — is oxygen, but it is bound to metals such as iron and titanium... Previous work to isolate oxygen has been lab-based, and the unwieldy equipment needed has been too difficult to send to the Moon. In contrast, Blue Origin said its small-scale reactor, named Air Pioneer, could be made flight-ready to "provide the first…

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…

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…

The most popular and most important posts on Stratechery in 2025.

Update: I found a solution which I describe in

Generating data shapes with Hypothesis.In coverage.py, I have a class for computing the fingerprint of a data

structure. It’s used to avoid doing duplicate work when re-processing the same

data won’t add to the outcome. It’s designed to work for nested data, and to

canonicalize things like set ordering. The slightly simplified code looks like

this:class Hasher: """Hashes Python data for fingerprinting.""" def __init__(self) -> None: self.hash = hashlib.new("sha3_256") def update(self, v: Any) -> None: """Add `v` to the hash, recursively if needed.""" self.hash.update(str(type(v)).encode("utf-8")) match v: case None: pass case str(): self.hash.u…

In coverage.py, I have a class for computing the fingerprint of a data

structure. It’s used to avoid doing duplicate work when re-processing the same

data won’t add to the outcome. It’s designed to work for nested data, and to

canonicalize things like set ordering. The slightly simplified code looks like

this:class Hasher: """Hashes Python data for fingerprinting.""" def __init__(self) -> None: self.hash = hashlib.new("sha3_256") def update(self, v: Any) -> None: """Add `v` to the hash, recursively if needed.""" self.hash.update(str(type(v)).encode("utf-8")) match v: case None: pass case str(): self.hash.update(v.encode("utf-8")) case bytes(): self.hash.update(v) case int() | float(): self.…

2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014, 2013, 2012, 2011, 2010, 2009, 2008 Нет, Дядя Вострек, не умеешь ты хайпить. Надо было больше пиздеть и меньше делать, а ты наоборот начал — много делаешь и мало пиздишь. А это прямой путь к выгоранию и забвению одновременно...

Необычный год вышел, мда. Я потерял работу и так и не смог найти новую ? или не смог найти сил опять танцевать бинарные деревья на интервью? . Навайбкодил несколько проектов, на некоторые из которых потр…

Netflix is driving the Hollywood end game, likely confident it can increase the value of IP, and fend off YouTube.

Pi-LLM: Local AI Server on Raspberry Pi 4Turn your Raspberry Pi 4 (4GB) into a secure local LLM server running PrismML Bonsai 1-bit models.

Two models included: Bonsai 4B (0.57GB, quality) and Bonsai 1.7B (0.25GB, fast) — switch between them from the UI dropdown.

Flash Raspberry Pi OS Lite (64-bit) onto your SD card # See: guides/01-hardware-prep.md # 2.

Run setup scripts in order cd ~ /pi-llm sudo bash scripts/01-os-setup.sh # System hardening + performance tuning # >>> REBOOT and reconnect <<< sudo bash scripts/02-install-bonsai.sh # Build PrismML llama.cpp + Bonsai models sudo bash scripts/03-security-setup.sh # HTTPS + firewall sudo bash scripts/04-monitoring.sh # Temperature monitoring…

Internet Indicator 🌐A blazing-fast, ultra-lightweight system tray app written in pure C (GTK3 / AppIndicator) that constantly monitors your internet connection.

It sits quietly in your tray, tracks your real-time latency, and logs every dropout directly into a searchable UI.

The Settings dialog contains a Logs Tab with a fully searchable UI ( GtkTreeView ) so you can pinpoint exactly when your connection failed to complain to your ISP.

The Settings dialog contains a with a fully searchable UI ( ) so you can pinpoint exactly when your connection failed to complain to your ISP.

Robust Error Diagnostics: Any socket, HTTP, or DNS failures aren't just thrown to stderr , they're piped directly in…

Remember when your feed was just your friends?

This one is.

No strangers, no ads, no algorithm deciding what you see.

Just a private space for family and close friends to share what they're grateful for.

The Wefume Vape 30K offers an immersive, tech-forward vaping experience with a puff count of up to 30,000.

This rechargeable device comes with a built-in 750 mAh battery and pre-filled 19ml of e-juice at a 5% (50mg) nicotine strength.

Featuring a touch screen with integrated games, music playback, and even voice functions, it adds entertainment to your vaping routine.

You can answer calls, set alarms, and enjoy Bluetooth connectivity, all from your vape.

Designed for MTL vaping, it’s draw-activated and supports USB Type-C charging (cable not included), offering both convenience and longevity.

VoiceVaultVoice intelligence platform — transcribe, analyse, and chat with your voice conversations.

Started as a hackathon project, now developed as an open platform.

Demoscreencast.mp4How It WorksUpload an audio or video file (or submit a URL), and VoiceVault queues it for transcription via your configured ASR provider.

Once the transcript is ready, an LLM provider analyses the content and makes it available for interactive chat and summarisation — all from a clean dashboard.

Open issues and pull requests via GitHub.

An MCP server backed by a single SQLite file.

You tell it you prefer Ruff, that you deploy with tags, that the auth service lives in services/auth .

It stores memories in SQLite with hybrid search (keywords + vectors + recency) so your LLM can recall things you've told it before.

):{ "mcpServers" : { "rekal" : { "command" : " rekal " } } }On first run, rekal creates ~/.rekal/memory.db .

CLIrekal serve # Run as MCP server (default) rekal health # Database health report rekal export # Export all memories as JSONLicenseMIT

Built for modern engineering teams who value speed, transparency, and collaboration.

Taskbar App SnatchHub lives in your system tray, always one click away without switching tabs or windows.

Real-time Updates Instant synchronization across your entire team.

See reservations as they happen with zero latency.

Smart Organization Group resources into folders by project, environment, or team.

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.

Hi HN,

I built Redactify, a native macOS app that automatically scrubs sensitive personal and financial data, faces, and metadata from documents and images.The motivation: I frequently use Claude and ChatGPT to analyze invoices and contracts, but I hated the friction of sanitizing them first. I also didn't want to blindly trust the "we don't train on API data" promises of model providers when dealing with actual client data.How it works under the hood:

Redactify flattens the document and permanently destroys the underlying text and EXIF metadata. It runs entirely on-device using Apple's native Vision framework for OCR and CoreML for face detection.App Store: https://apps.apple.com/app/id676…

posseA web UI for Anthropic Managed Agents.

Anthropic ships the best agent infrastructure — sandboxed environments, persistent memory, tool use, multi-agent orchestration — but no UI.

Posse gives you the missing interface: create agents, run sessions, manage memory stores, and watch your agents work — all from a browser.

StackNext.js 16 + React 19TypeScript + Tailwind CSSZustand for client stateMarked + highlight.js for markdown/code renderingWhyAnthropic's managed agents are powerful but invisible.

Core features work — agents, sessions, chat, memory, environments.

The AI tools directory for developers9,000+ AI tools and 1,000+ MCP servers, curated for builders.

Stork.AI is the developer-focused directory of AI tools, agents, and Model Context Protocol (MCP) servers.

Unlike PulseMCP or Smithery — which are MCP-only — and unlike generic AI tool listings, Stork ranks tools with community trust scores, publishes in 8 languages, and ships a meta-MCP server you install once so you can discover new integrations from inside Cursor, Claude Desktop, VS Code, Windsurf, and Zed without leaving your IDE.

DX-focused control plane for PostgreSQL NeonD is an open-source Neon-based control plane daemon for PostgreSQL.

Runs as a single Docker container, handles multi-tenant PostgreSQL instances seamlessly.

Multiple Postgres instances a under single domain.

🚀 MotivationThis project has been founded by Mateusz Woźniak, because he found particurly hard to quickly spinup PostgreSQL instances on small VPS Servers.

Project heavily depends on neondatabase/neon project - neond is the control plane layer for it.

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

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Turn your selfies into a personal AI stylist Discussion | Link

Your personal CFO in the terminal Discussion | Link

Gemini now lets you play with the concepts you ask about Discussion | Link

Open web agents from data to deployment Discussion | Link

Bring Claude natively into your Microsoft Word workflow Discussion | Link

Claude Code command that plans your codebase in the cloud Discussion | Link

hiring is broken. we're building the fix. Discussion | Link

Measure how much of your code is AI-generated. Open source. Discussion | Link

Operate AI agents with confidence Discussion | Link

Spend less time reading emails, more time making moves Discussion | Link

Design context for AI agents Discussion | Link

A desktop terminal built for day-to-day remote access Discussion | Link

Control your AI terminal sessions from your phone. Discussion | Link

Free open-source screenshot & screen recorder for Mac Discussion | Link

Real-time generative worlds on everyday GPUs Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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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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Barcelona-based Sateliot, a 5G satellite connectivity operator, has announced the launch of a new Series C financing round for €100 million to deploy its 5G constellation of 16 satellites.

This follows its €70 million Series B in March 2025 – as covered by EU-Startups.

We trust in the support of industrial, financial, and institutional investors to consolidate a European 5G satellite connectivity infrastructure.”In the context of recent European SpaceTech and adjacent infrastructure funding, Sateliot’s new €100 million Series C would rank among the larger rounds reported in 2025–2026, particularly in satellite connectivity and orbital infrastructure.

Taken together, those comparable rounds …

As conversations around wellbeing become more central to sustainable company building, mental health is no longer something startups can afford to ignore.

In our panel “Mental Health Tips for Entrepreneurs and Startup Teams Under Pressure”, we will explore how founders and teams can better recognise stress, build healthier habits, and create more supportive working environments.

Karen Tierney: Former Co-founder and CPO of SilverCloud Health, Karen has played a key role in building one of the best-known digital mental health platforms in Europe.

Based in Ireland, she has helped shape the company’s product, content, and design strategy since its early days, contributing to the development of …

For CEO Nicolai Walter, the funding marks a turning point: “This financing is a major milestone for Pixel Photonics.

Together, those rounds amount to over €176 million, or roughly €190 million including Pixel Photonics.

The closest same-country comparison is Q.ANT, which shows that Germany is also producing larger later-stage photonics rounds alongside earlier-stage component and infrastructure companies such as Pixel Photonics.

EU-Startups has also covered Pixel Photonics before, reporting in February 2025 on its €1 million SPRIND grant for multi-mode single-photon detection in a separate article on Pixel Photonics.

CTO Dr Wladick Hartmann adds: “Pixel Photonics is transforming superconduc…

Staynex, a Singapore-based AI-powered Web3 travel platform chaired by Priceline and Booking Holdings founder Jeff Hoffman, today announced the full acquisition of Sleap.io, a Zug-based hotel booking technology company, in a transaction valued at €12.8 million ($15 million).

The deal integrates Sleap’s booking platform, operational capabilities, and core team into Staynex.

We’re not just combining two businesses, we’re helping define a new category of travel platform,” said Michael Ros, founder, Sleap.io.

Staynex has been building an AI-powered Web3 travel ecosystem around the STAY token, social membership, and community-led travel experiences.

It aims for European expansion and increased ma…

We still have to make decisions, but how do you do that when the data is messy, and the numbers don’t add up?

You’ve set targets based on last year’s performance, carefully allocated every cent of your annual budget, and defined a clear roadmap.

Then the unexpected happens, you’re forced to spend elsewhere, and growth doesn’t look so certain.

It’s far more productive to anchor your decision-making in principles, rather than predicting which trends will actually pay off.

Keep a steady hand in a shaky marketWhen market signals start flashing red, panic sets in.

As an energy group, Ad Terra is divided into three entities: the first (Ad Terra Energy) regroups operating companies, the second (Ad Terra Synergy) is an investment and R&D platform, and the third is Ad Terra Consultancy.

This strategic alliance is designed to strengthen regional sovereignty and secure access to critical subsurface resources, including helium, natural hydrogen, lithium and geothermal energy.

Nicolas PELISSIER, Chairman, 45-8 ENERGY, said, “We welcome Ad Terra’s majority entry into our capital.

Ad Terra and 45-8 ENERGY are collaboratively developing a diversified portfolio that includes helium, natural hydrogen, lithium, geothermal energy, CO2, and other key subsurface reso…

EIGHT, a Lisbon-based startup, is raising a €3 million Seed round to scale its video-first dating app across four European markets over the next 24 months.

The startup informed EU-Startups that it has already raised over €256.6k ($300k), with half coming from a VC and the rest from angel investors.

Founded in 2025 by Miguel Moreira da Cruz and Afonso Simão, EIGHT is a video-focused dating app that replaces endless swiping and messaging with real face-to-face interaction.

Every evening from 20h to 21h, verified users are matched for live 8-minute video dates.

Additionally, the app includes an AI Dating Coach to assist users in improving their skills in finding and developing romantic relatio…

MAECONOMY, a Dutch startup transforming building materials into auditable, monetisable circular assets, has raised €1.5 million to accelerate its market infrastructure development for the circular built environment.

“MAECONOMY is creating a new model for circular building materials.

We are building the missing financial infrastructure that makes a market for these materials possible.

Founded in 2023, MAECONOMY is an emerging tech startup developing the financial infrastructure to support the circular economy.

By creating visibility, verification, and liquidity for these materials, MAECONOMY enables asset owners, municipalities, and investors to capture both economic and environmental value …

The funding was sourced from Pembroke VCT and the Midlands Engine Investment Fund II, through fund manager Mercia Ventures.

Both firms first invested in June 2025 as part of a €5.1 million (£4.5 million) funding round.

“It’s an exciting time to be operating in this space, and there remains considerable untapped potential for Serve First’s offering.

Its software then translates these insights into actions for frontline teams, helping businesses to act on customer insight.

It has also expanded into Europe by securing a contract with a chain of over 2,500 pharmacies in 7 countries.

Sybol, a Spanish startup specialised in corporate digital identity and verifiable credentials, has closed a funding round of over € 1 million to accelerate the deployment of its enterprise verification platform and its corporate wallet based on digital identity.

“The progress of eIDAS2 and the European Business Wallet opens a new chapter for corporate digital identity.

Sybol enables companies to start preparing with a corporate wallet designed for this new framework,” says Raúl López, CEO of Sybol.

In this context, Sybol is developing a corporate wallet aligned with this regulatory evolution and with the Business Wallet model being proposed in Europe.

The platform enables companies to issue…

This week on the EU-Startups Podcast, we sit down with Jordi Romero, Founder and CEO of Factorial, one of the standout success stories in Europe’s HR Tech space.

Founded in Barcelona in 2016, Factorial has grown into a major business software platform helping companies manage everything from HR and payroll to finance and IT, as businesses increasingly look for more efficient and integrated ways to run their operations.

Factorial has raised over $490 million to date, underlining both the scale of its ambition and the confidence placed in its vision for simplifying business management.

In this episode, Jordi Romero shares more about his journey from engineer to entrepreneur, including his ear…

Plume, a Franco-American startup specialising in geospatial AI for renewable energies, has announced a €3.3M funding round to expand the team, as well as for European and American expansion.

“Plume tackles the most critical bottleneck in the energy transition: the years of friction accumulated from manual site selection and permit processing.

By transforming fragmented geospatial layers and unstructured data into an agentic intelligence platform, they allow developers to go 20 times faster.

Plume was founded in 2024 by Edouard Labarthe (ex-Palantir) and Marc Watine (ex-Harvard researcher in geospatial and AI) and incubated by Y Combinator.

It is an AI-powered geospatial platform for site se…

Edmund, an Ostrava-based startup developing an AI-powered debugging platform for industrial maintenance, has raised €2.5 million in funding to support international expansion and continued development of its platform.

“Edmund is solving one of the most overlooked challenges in industrial maintenance: how knowledge is transferred and applied under pressure.

Founded in 2023 by Jakub Szlaur, Benjamin Przeczek, and Miroslav Marek, Edmund develops an AI-powered platform for troubleshooting industrial production lines.

According to the company, manufacturing is experiencing a period of structural pressure.

Edmund claims to address this gap by deploying AI agents that connect technical documentati…

On May 7-8, the EU-Startups Summit returns to sunny Malta, bringing together around 2,400 founders, investors, and startup ecosystem leaders for two days of networking, inspiration, and knowledge-sharing.

Andrei Dudoiu: Co-founder and CEO of SeedBlink, he brings over 20 years of experience in banking, financial markets, and corporate finance.

Since launching SeedBlink in 2020, he has been steering the platform’s growth from equity crowdfunding into a full venture deal execution platform: offering syndicates, secondaries, equity management, and legal services to founders, investors, and angel networks across Europe.

Since 2017, she has led TokePortal and helped position it as a crowdfunding …

This week, we tracked more than 40 tech funding deals worth over €720 million and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

We also took a deep dive into the critical news and funding for March in our monthly report and shorter free roundup.

UK government launches £50m safety tech scheme🇵🇹.

Verne launches Europe’s first commercial robotaxi service in Zagreb🤖 European Tech.eu Pulse: key trends and investment in March (free report)March 2026's top 10 European tech deals you need to know about⚛️.

“All of us live in the dark, we don’t have anything better to do than build,” says Baltic hacker house organiser🇱🇹.

Across Europe, education systems are under pressure to keep pace with rapid technological change.

At the centre of this shift is MVP (Moksleivių vienaragių paieška, or “Student Unicorn Hunt”), a prime-time national TV show where students aged 14–19 build and pitch real startups.

Unlike traditional classroom exercises, participants work under real startup conditions, testing ideas, refining products, and presenting them to experienced founders in front of a live audience.

Melita Tornau, Head of Marketing at Turing College, argues that existing education systems are not equipped to keep up with the pace of change.

When education systems create that kind of environment, initiatives like these …

It will bring together innovators working at the intersection of artificial intelligence and women’s health.

Early-stage startups in women’s health that do not yet have a product or MVP are also invited to apply.

According to Elena Lipilina, co-founder and CMO of Embryonet AI, women's health has long been underfunded and under-researched.

The program will culminate in a Live Pitch Day in May 2026, where finalists will present their solutions to a panel of investors and experts in women’s health, AI, and biotech.

The winner will also gain direct access to investors active in women’s health and AI-driven biotech, as well as enhanced public credibility through investor-ready materials, includi…

Edmund, a Czech startup developing an AI-powered debugging platform for industrial maintenance, has raised €2.5 million in funding led by FORWARD.one, with participation from University2Ventures and Tensor Ventures.

Edmund addresses this gap by deploying AI agents that connect technical documentation, PLC projects, maintenance logs, and real-time machine data into a single system.

In practice, this approach significantly reduces the time required to diagnose issues, cutting troubleshooting from hours or days to minutes.

Edmund cuts this analysis phase by up to 90 per cent, dramatically reducing overall downtime and accelerating recovery.

“Our corporate network spans exactly the industrial p…

London-based Qoro Quantum has secured $750,000 in a pre-seed funding round to develop software infrastructure for hybrid quantum-classical computing.

Founded in 2024, Qoro Quantum is a deeptech company building software infrastructure for distributed quantum computing.

As the industry continues to develop fully functional quantum computers, enterprises are already combining classical processors with early-stage quantum hardware to address complex challenges.

While the broader industry is racing to build physical quantum hardware, we are focused on the immediate software bottleneck required to actually use those machines,said Dan Holme, CEO of Qoro Quantum.

By abstracting hardware complexity…

Italian-based TeiaCare has raised €7 million in a funding round led by P101 SGR.

The round also included participation from existing shareholders and new healthcare-focused investors, including Spanish family offices Namarel and Inderhabs.

Founded in 2018 by Guido Magrin and Luca Iozzia, TeiaCare develops care-monitoring solutions for residential healthcare facilities such as nursing homes, rehabilitation centres, and dementia care units.

TeiaCare will use the new funding to scale its business model, expand into new geographic markets, and further develop its Data, Spatial, and Care Intelligence capabilities.

The company also plans to extend its solutions beyond residential care into broade…

OpenAI announced plans to bring its giant Stargate AI project to the UK in September last year, marking what it said was ”a major step forward in the US-UK technology partnership” helping the UK government build its sovereign AI capabilities.

The UK government said the project would “help boost AI infrastructure and adoption in the UK – transforming public services and growing the economy”.

Commenting on pausing Stargate UK, OpenAI said: “We see huge potential for the UK's AI future.

The news that OpenAI’s Stargate plans in the UK had stalled was first reported by the Daily Telegraph.

OpenAI announced plans for its $500bn Stargate project in January 2025.

Spanish startup Sybol, which focuses on corporate digital identity and verifiable credentials, has raised over €1 million in a funding round that combines public and private investment.

In response to this, Sybol is developing a corporate wallet aligned with the emerging European Business Wallet model, designed to integrate with existing enterprise systems.

The progress of eIDAS2 and the European Business Wallet opens a new chapter for corporate digital identity.

Sybol enables companies to start preparing with a corporate wallet designed for this new framework.

The funding will be used to accelerate the rollout of Sybol’s enterprise verification platform and its corporate wallet based on di…

Vinted, the second-hand marketplace unicorn, today said its revenues topped €1bn last year, but profits dipped nearly 20 per cent, as it took a financial hit from its investments.

Financial figures for Vinted Group, which includes its core second-hand marketplace Vinted, shipping service Vinted Go, and Vinted Pay, its payment platform, show revenues came in at €1.1bn in 2025, up 38 per cent on the year, while profits fell 19 per cent on the year to €62m.

Profits fell at Lithuania’s first unicorn due to its investment in a number of areas, the 2008-founded company said.

These included investment in the German market, expansion of Vinted Marketplace categories, expansion of Vinted Go’s carrie…

Plume, a Franco-American startup specialising in geospatial AI for renewable energies, has raised a €3.3M funding round led by AENU, with participation from Y Combinator, Kima Ventures, Raise Phiture, Better Angle and Collab Fund.

Developing a renewable energy project (solar, wind, or battery storage) requires cross-referencing zoning data, grid capacity, protected areas, and land parcels, while analysing municipal deliberations, permit histories, environmental studies, and grid development plans.

According to Edouard Labarthe, co-founder and CEO of Plume, renewable energy development is a reasoning problem hidden in maps and documents:“Uncertainty regarding risks and timelines remains one …

Revolut is today rolling out its first AI-powered financial assistant to its 13 million-plus UK customers, claiming it is more sophisticated than a traditional chatbot, saying it represents a fundamental shift in how customers can interact with their finances.

Revolut, valued at $75bn, is the latest challenger bank to leverage AI, hoping to simplify the financial lives of its customers.

Crucially, Revolut customers also remain firmly in the driver’s seat, ensuring that money intelligence never comes at the cost of privacy."

Across Europe, Klarna uses it for customer service purposes, while Bunq launched its AI assistant in 2024.

Last month, rival UK challenger bank Starling launched what it…

Ukraine’s tech ecosystem in 2025 appears top-heavy and driven by a single outlier, rather than broad-based capital inflows.

Total funding reached €945 million, largely driven by a single deal, Grammarly’s $1 billion financing, which pushed the country into the top 10 by total capital raised.

Beyond this outlier, the ecosystem is characterised by numerous small, early-stage rounds, typically below €10 million.

Funding activity is concentrated in pre-seed, seed, and Series A stages, with occasional alternative structures such as debt financing, indicating a developing ecosystem with limited late-stage depth.

Here are the 10 companies that raised the most in 2025.

European tech activity in March 2026 eased slightly compared to February, while overall market conditions remained stable.

The ecosystem recorded 292 funding deals and €7.5 billion raised, down marginally from 296 deals and €7.8 billion in February, reflecting declines of 1.4 per cent and 3.8 per cent respectively.

UK funding fell to €2.6 billion from €3.8 billion in February, a 31.6 per cent decrease, indicating lower capital concentration month-on-month.

For her more detailed review and more in-depth analyses of the European tech ecosystem, including industry and country performance, exit activities, and more, check out our March report.

Here are the 10 largest tech deals in Europe from M…

Handhold automates the inbound customer journey, from first interaction to renewal, using AI account managers that qualify leads, run demos, and activate users around the clock.

Turning every prospect into a managed accountAccording to Vooglaid:“With AI agents, we can now replicate that one-to-one experience at scale because the economics work.

Vooglaid sees the real competitive battleground in building a persistent AI account manager that supports customers across the entire journey.

Where AI agents work today and gain the most tractionHandhold soft-launched in September 2025 and grew to a strong six-figure ARR run rate by year-end.

According to Pieterjan Bouten, Partner at Entourage Capit…

Verne today announced the launch of Europe’s first commercial robotaxi service, starting in Zagreb, Croatia.

The commercial service is the result of several years of development and close collaboration with regulators, positioning Verne among the leaders of autonomous mobility in Europe.

“For the first time in Europe, there is a real commercial robotaxi service.

Verne​​ ​​ will also eventually deploy the company’s purpose-built autonomous vehicle, a two-seat robotaxi designed specifically for driverless ride-hailing.

In September last year, Einride completed the first successful European cross-border operation of a cableless electric autonomous vehicle without a human driver onboard.

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.

Europe’s fintech darling Revolut is looking to raise a new funding round that would give it a $65 billion valuation, the Financial Times reports. The UK-based company is reportedly in talks to raise around $1 billion by issuing new shares and selling existing ones. The US-based firm Greenoaks is said to be leading the round, […]