WDMHDAHD Audio driver for Windows 98SE / METhis project is a High Definition Audio aka Azalia codec and controller driver.

It is designed for all versions of Windows with Windows Driver Model (WDM) support, but only Windows 98 SE and ME are officially supported currently.

Current status of this driver is an Alpha that functions in VMware and VirtualBox, and on many Intel & VIA chipset HD Audio controllers with Realtek codecs; further development and testing is needed to support more real hardware.

Install HDA.inf with Device Manager on the HD Audio Controller device which will be listed as a "PCI Card" with class code 0403 (you can run hwinfo /gui to see the vendor /device info on unknown d…

In this post, I would like to talk about VHDL’s crown jewel: how it preserves determinism in a concurrent language.

Here is a figure of how it works:What you see is a simplified example of VHDL’s delta cycle algorithm in action.

In these processes, signals assignments may occur that schedule value updates in the next delta cycle.

The point of the delta cycle algorithm is that signal value updates and process evaluations are kept in separate sets.

VHDL’s delta cycle algorithm is its crown jewel.

After a team member summoned Copilot to correct a typo in a PR of mine, Copilot edited my PR description to include and ad for itself and Raycast.

This is horrific.

I knew this kind of bullshit would happen eventually, but I didn't expect it so soon.

Here is how platforms die: first, they are good to their users; then they abuse their users to make things better for their business customers; finally, they abuse those business customers to claw back all the value for themselves.

Then, they die.

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Starting with the M4 and including the new M5 generations of Apple Silicon, macOS no longer offers or allows full-resolution HiDPI 4k modes for external displays.

This does not appear to be a hardware limitationThe DCP-reported capabilities are byte-for-byte identical between M2 Max and M5 Max.

On M4/M5, this driver caps the HiDPI backing store at approximately 1.75x the native resolution, rather than the 2.0x needed for full 3840x2160 HiDPI.

The M5 Max hardware supports 8K (7680x4320) at 60Hz natively - the GPU driver simply won’t allocate the framebuffer.

Full reboot with the override plist in place still did not produce the 3840x2160 HiDPI mode.

Comments

As a service to our readers, Harvard Health Publishing provides access to our library of archived content.

Please note the date of last review or update on all articles.

No content on this site, regardless of date, should ever be used as a substitute for direct medical advice from your doctor or other qualified clinician.

This page is a running list of Open Source Operating Systems (Linux & *BSD distributions, etc.)

Passed OS-Level Age Verification Laws: Brazil, & California.

Proposed OS-Level Age Verification Laws: Colorado, Illinois, New York, & MichiganOperating Systems Not Implementing Age VerificationThe developers or publishers of these open source Operating Systems have decided to not implement Age Verification, or are currently restricting access in regions with Age Verification laws.

Operating Systems Planning to Implement Age VerificationThe developers or publishers of these Open Source Operating Systems have made plans and/or statements that they intend to comply with new Age Verification laws.

Op…

RPGs borrowed the concept and made it mechanical: mana is the finite resource that fuels your most powerful abilities.

Today, making and building with AI tools feels a lot like magic.

Now that the mana is loose and AI is here to stay, the focus is on the itnention of casting.

Mana isn’t freeIn Diablo, mana feels infinite as you start.

There are times where I know I won’t cast spells because I love using the broadsword that requires no mana.

There Is No SpoonA machine learning primer built from first principles.

Written for engineers who want to reason about ML systems the way they reason about software systems.

You have a gut for software design.

It's a mental model — the abstractions you need to reason about ML systems the way you already reason about software systems.

I want to understand it well enough to reason about design decisions, not just recite definitions.

that AI coding agents may be about to make free software matter more than it ever has.

Eric Raymond and Bruce Perens co-founded the Open Source Initiative that same month, and Raymond published a manifesto called “Goodbye, ‘free software’; hello, ‘open source.

As Stallman put it: “Open source is a development methodology; free software is a social movement.”[6] Raymond was explicit that “free software” was confusing and made corporate types nervous.

The GPL — the main free software license — required you to share source code with anyone you distributed the software to.

This bridges the gap between software freedom as an abstract right and software freedom as a practical capability.

SummaryClaude Code performs git fetch origin + git reset --hard origin/main on the user's project repo every 10 minutes via programmatic git operations (no external git binary spawned).

Git reflog: 95+ entries at exact 10-minute intervalse8ea2c9 HEAD@{2026-03-29 22:19:09 +0200}: reset: moving to origin/main e8ea2c9 HEAD@{2026-03-29 22:09:09 +0200}: reset: moving to origin/main e8ea2c9 HEAD@{2026-03-29 21:59:09 +0200}: reset: moving to origin/main e8ea2c9 HEAD@{2026-03-29 21:49:09 +0200}: reset: moving to origin/main ... 8792b6c HEAD@{2026-03-29 16:55:41 +0200}: reset: moving to origin/main 8792b6c HEAD@{2026-03-29 16:45:41 +0200}: reset: moving to origin/main ... 32aa7c7 HEAD@{2026-03-28 15…

"no one in their right mind would run the unencrypted and unauthenticated Erlang distribution unsecured over the internet."

-- jhogberg, Erlang Core Team in threadErlang distribution unsecured over the internet."

This operating system has not been modified to comply with California's Digital Age Assurance Act (2025 AB 1043), and may not be suitable for use in your jurisdiction.

after you're dist connected!

This demo shows crazierl running on an emulated x86 PC in your browser (courtesy of v86).

For more than 50 years, France's brown motorway signs have done far more than point the way: they've sold the country's history, culture and identity in seconds.

Most visitors to France notice the food, the villages and the landscapes.

Across the country, thousands of illustrated signs in muted shades of brown point motorway drivers towards monuments, vineyards, famous local dishes and national sites.

"I visited a monastery thanks to one of the brown road signs just the other month," a colleague told me.

A crash course in France from the driver's seatThe unique motorway signs first appeared in 1972, multiplying to more than 500 in the seven years that followed.

This inner blob uses a different XOR key that is not the p token.

Then I looked at the bytecode more carefully and found the key sitting in the instructions:[41.02, 0.3, 22.58, 12.96, 97.35]The last argument, 97.35 , is the XOR key.

XOR(base64decode(blob), str(key)) → inner program (417-580 VM instructions)The key is in the payload.

What the Decrypted Program ChecksEach inner program uses a custom VM with 28 opcodes (ADD, XOR, CALL, BTOA, RESOLVE, BIND_METHOD, JSON_STRINGIFY, etc.)

Who Can Decrypt the TokenThe XOR key for the inner program is a server-generated float embedded in the bytecode.

To obtain the identities of these IPTV resellers and subscribers, Sky initially approached Revolut directly.

However, the bank said it could only disclose information following a court order, and on Wednesday Judge Brian Cregan granted one.

Deterrent EffectBy unmasking the IPTV subscribers, Sky hopes to create a deterrent effect on the country’s estimated 400,000 pirate IPTV users, or “dodgy boxes,” as they are known in Ireland.

Broadening IPTV Subscriber CrackdownFor Ireland’s pirate IPTV users, this is the first time that they have come in the crosshairs of rightsholders.

While only a few will face legal action, Sky hopes that the looming threat will have a deterrent effect.

Midnight train from Georgia: A view of America from the tracks as airports struggle in the shutdownABOARD THE CRESCENT (AP) — There’s something melodic about watching the sun rise over a rural stillness broken only by the rhythms of steel wheels on tracks.

In this case, being aboard a train at all owed more to politics than poetry.

Unpaid federal employees called out from work, leaving a diminished security staff to screen travelers frustrated by hourslong waits in line.

So I eliminated the risk of a missed flight and booked the train overnight and into game day across a 650-mile route.

My decision had taken me further back, to the 19th century and another defining innovation: the long-dist…

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These failures share a common root cause: code was shipped by people who did not understand it.

AI generated something that looked correct, passed a cursory check, and went to production.

The result was exposed databases, lost orders, and vulnerabilities that required zero user interaction to exploit.

A Tenzai study found 69 vulnerabilities across 15 apps built by 5 major AI coding tools.

AI is a powerful tool when wielded by someone who understands the output.

The original Dark Forest assumes civilizations hide from hunters - other civilizations that might destroy them.

But in the cognitive dark forest, the most dangerous actor is not your peer.

The forest needs your innovation, because your innovation becomes the innovation of the forest.

This is the true horror of the cognitive dark forest: it doesn’t kill you.

You can’t step outside the forest to warn people about the forest.

Our priority has been to resolve the situation responsibly and avoid escalating a conflict that affects the broader Ruby ecosystem.

With several new board members joining Ruby Central in recent months, it has also taken time to come up to speed on a complicated situation and begin charting a path forward.

Ruby Central did not initiate litigation and has consistently sought a path that would allow the community to move forward without prolonged conflict.

We, as a Board, are committed to ensuring RubyGems remains stable, secure, and a strong foundation for the Ruby community.

Freedom Dumlao, PresidentBrandon Weaver, SecretaryRan Craycraft, Treasureron behalf of the board and in support of the…

Surprisingly and happily my last post on version control got picked up by Hacker News and got a lot of views.

If you make the safe versions of blame/history always follow the primary path then if you perform all the same commands in the same order with both implementations then the outputs can be made to look nearly identical, with some caveats about subtle edge cases where the safe versions are behaving more reasonably.

It implicitly makes humans do a lot of the version control system’s job.

It’s held on because the more sophisticated version control systems haven’t had enough new functionality to compensate for their implicit reductions in versatility and reliability.

One interesting ques…

The setup described here encourages live coding: you modify the interface while you're using it.

There are a few reasons:You'll have more fun this wayMy code is hyper-tailored to my own needsand it's vibecoded mess that happens to mostly workYou don't want my vibecoded mess.

You want your vibecoded mess, whose intricacies and quirks and powers only you know.

What's really fun is that once the app is semi-functional, you can live-code it while you're using it.

SMSTwilio webhook that creates agent conversations from incoming text messages.

Comments

that AI coding agents may be about to make free software matter more than it ever has.

Eric Raymond and Bruce Perens co-founded the Open Source Initiative that same month, and Raymond published a manifesto called “Goodbye, ‘free software’; hello, ‘open source.

As Stallman put it: “Open source is a development methodology; free software is a social movement.”[6] Raymond was explicit that “free software” was confusing and made corporate types nervous.

The GPL — the main free software license — required you to share source code with anyone you distributed the software to.

This bridges the gap between software freedom as an abstract right and software freedom as a practical capability.

As part of the RISE Project’s mission to accelerate the RISC-V software ecosystem, we are providing this service free of charge to any open source project on GitHub.

If you maintain an open source project and have ever wondered “does this work on RISC-V?”, this service is for you.

If you contribute to an open source project, consider opening a PR that adds a RISC-V job to their GitHub Actions workflow.

If you contribute to an open source project, consider opening a PR that adds a RISC-V job to their GitHub Actions workflow.

Star the repository, share this post, and let other maintainers know that free RISC-V CI is available today.

By the time TeleCheck matured, they settled on a system of three possible results: a "code 1" indicated a low-risk check that TeleCheck would guarantee.

If a merchant accepted a check on TeleCheck's advice, and the check bounced, TeleCheck would reimburse the merchant.

TeleCheck had barely started commercial operations, perhaps not started them at all, when they renamed from TeleCheck to TeleCheck International, signaling ambitions far beyond Hawaii.

Existing operations were moved to TeleCheck Hawaii, a subsidiary, which would soon be joined by TeleCheck New York.

Baer became president of TeleCheck Hawaii while his son, Jeffery Baer, moved to Denver and established the headquarters of TeleC…

The HNSW index finds the 10 globally nearest movies, then the WHERE clause filters out non-Korean ones.

This is why naive filtered search (even with the predicate pushed into the traversal) doesn't work well.

Scan optimiser: matches WHERE ... ORDER BY distance LIMIT k and replaces the sequential scan with an HNSW index scan.

Join optimiser: matches lateral join patterns (the SQL engine's internal representation of correlated subqueries) and replaces them with a physical HNSW index join operator.

Users write normal queries and the optimiser figures out whether to use filtered HNSW search, metadata-derived bitsets, or per-group filtered search.

🎉On Saturday, the ISO C++ committee completed technical work on C++26 in (partly) sunny London Croydon, UK.

This meeting was hosted by Phil Nash of Shaved Yaks, and the Standard C++ Foundation.

We had three technical evening sessions on C++ compiler/library implementations, memory safety, and quantities/units.

Throughout the development of C++26, at any given point both GCC and Clang had already implemented two-thirds of C++26 features.

To no one’s surprise, a major focus of the discussion about C++29-timeframe material was about further increasing memory safety.

We started with OxCaml base images and an opam-repository for OxCaml, and documented the experience of trying OxCaml and discovering its internals.

We had great fun helping to run an OxCaml tutorial at ICFP 2025 covering modes, locals, and performance engineering, and published a fun OCaml vs OxCaml Pi Day comparison.

We ported compression libraries (Brotli, Zstd, Snappy) to OxCaml in a monorepo to experiment with SIMD, built an ONNX inference engine using OxCaml SIMD intrinsics, and benchmarked GPU vs CPU inference.

This means that virtually all OxCaml code (in particular the Base and Core libraries) flows through ppxlib.

3 AI-Assisted OCaml DevelopmentClaude Code appeared just as we start…

From top to bottom:PCI to PCI bridge board The acquisition board has its own PCI interface.

Remove the DRAM stick to access the bottom screw of the hard drive platformUnscrew the hard drive platform You now have access to all 4 screws of the platform.

The hard drive platform is freed!

I can live without floppy drive, I need a hard drive and a CDROM drive is nice to have.

The adapter board requires an external 5V or 3V supply through 4-pin Molex floppy connector.

Wency Chen / South China Morning Post:

Chinese photonic chipmaker Yuanjie reported 2025 revenue up 138.5% YoY to ~$86.99M, data center revenue up 719% to ~$56.89M, ahead of its April 1 Hong Kong IPO — Yuanjie Semiconductor Technology, a Chinese maker of laser chips for optical communications, has emerged as one of the mainland …

Sylvia Chang / BBC:

PwC: 76 mainland Chinese companies listed on Hong Kong Stock Exchange in 2025, up from 30 in 2024, despite the city's waning appeal to international investors — In a hotel lobby on Hong Kong Island, a delivery robot pauses outside one of the lifts as the doors open, and a guest steps out.

Financial Times:

Some defense tech startups are considering relocating to the US due to the UK's military spending delays, as some execs say the UK sector is at a “standstill” — Slow progress on government contracts prompts some groups to consider moving abroad

Wall Street Journal:

An analysis of four large private-credit funds finds an average of ~25% software share exposure vs. ~19% disclosed, amid investor concerns about software stocks — Analysis by the Journal finds four of the largest private-credit funds have more exposure to the software industry than their filings suggest

Wall Street Journal:

Inside the rise and fall of Sora, whose team worked separately from OpenAI's core research team, as OpenAI shuts down Sora and redirects compute to other tasks — When Sam Altman arrived in Los Angeles to attend Vanity Fair's Oscar afterparty earlier this month, his company was just weeks away …

Business Insider:

Some developers say the App Store review process is taking significantly longer, up to multiple weeks, with an influx of vibe-coded apps as the likely cause — - Apple's App Store is seeing an influx of new apps each month. — Developers say the flood of apps is increasing wait times.

Jemima McEvoy / The Information:

Midjourney CEO David Holz says the company's revenue “significantly surpassed” $200M in 2023, and has “gone up” since then, despite its declining web traffic — Over much of the past year, David Holz, the 37-year-old founder of Midjourney, has devoted himself to a single task …

Alex Isenstadt / Axios:

Pro-AI group Innovation Council Action, praised by David Sacks, plans to spend $100M+ in the US midterms to drive deregulation and support Trump's AI agenda — A new pro-AI political operation is jumping into this year's midterms with a plan to spend more than $100 million …

Bloomberg:

A look at Coinbase One and other insurance-like plans for crypto users that typically exclude coverage for many kinds of account hacks, including phishing scams — When Matthew Allan realized nearly $100,000 in Bitcoin was missing from his Coinbase account, he wasn't too worried.

Sarah Perez / TechCrunch:

Bluesky's CEO talks about their new app, Attie, an agentic social app built on Bluesky's AT Protocol, which uses Claude and enables users to build custom feeds — The team from Bluesky has built another app — and this time, it's not a social network, but an AI assistant that allows …

Evelyn Cheng / CNBC:

Hong Kong-listed AI drug discovery company Insilico Medicine and Eli Lilly sign a drug co-development deal worth up to $2.75B, with $115M in upfront payments — BEIJING — U.S. pharmaceutical giant Eli Lilly has reached a $2.75 billion deal to bring drugs developed using artificial intelligence …

Isabelle Bousquette / Wall Street Journal:

An AI-generated TikTok parody of reality series Love Island, called Fruit Love Island, averaged 10M+ views across its first 21 episodes after debuting last week — ‘Fruit Love Island’ averages over 10 million views for each of its episodes — A new viral dating show featuring sexy …

Lulu Garcia-Navarro / New York Times:

Q&A with YouTube CEO Neal Mohan on the platform's dominance, its impact on kids, the suspension and reinstatement of Trump's YouTube account, AI slop, and more — YouTube is now the leading way Americans watch video. Its audience is young; an astonishing 90 percent of American teenagers are on the platform.

John Burn-Murdoch / Financial Times:

Analysis: while social media rewards sensationalism and inflammatory content, LLMs guide people away from extreme positions and towards expert-aligned stances — Large language models elevate expert consensus and moderate views, in sharp contrast to social platforms © FT montage/Getty Images …

Stanford University:

A study of 11 leading LLMs finds the models more agreeable than humans when giving interpersonal advice, affirming users' behavior even when harmful or illegal — What does it mean to be reasonable? — PreferencesShow me... Faculty/Staff Student — Along with Stanford news and stories, show me:

Financial Times:

Vinod Khosla says AI is accelerating a shift of wealth and power away from workers, and an income tax overhaul in the US could offset voter fears about job loss — Vinod Khosla says voter fears over technology causing job losses will shape upcoming US elections

Heather Landi / Fierce Healthcare:

Qualified Health, which helps health systems evaluate and adopt AI tools, raised a $125M Series B led by NEA at a valuation of between $500M and $1B — Qualified Health Artificial Intelligence New Enterprise Associates SignalFire — Qualified Health, a startup that works with health systems …

Logan Bartlett / @loganbartlett:

A look at why Dotcom Bubble comparisons to the AI boom are off, vertical SaaS is up +3% last 12 months vs. horizontal SaaS down 35%, and other reflections on AI — This week I co-wrote Redpoint's 2026 Market Update for our Limited Partners with my colleagues @AdilBhatia and @lydianday.

Wall Street Journal:

A profile of Mark Lanier, a TX lawyer and part-time pastor who beat Meta and Google in the LA social media case and said Zuckerberg was “rattled” on the stand — Plaintiff's attorney Mark Lanier uses props and parables to challenge social-media giants, drugmakers and manufacturers …

Julie Bort / TechCrunch:

Report analyzing payments of 28M US consumers shows Claude adding paid subs at a steadily increasing pace; Anthropic: paid subs have more than doubled this year — Whatever the final outcome for Anthropic from its feud with the Department of Defense, the attention it has generated …

Pierluigi Paganini / Security Affairs:

ShinyHunters says it stole 350GB+ of data in a cyberattack on the European Commission, detected on March 24; the EC says its internal systems were not affected — The European Commission has allegedly been breached by ShinyHunters, with reported data dumps including content from mail servers.

John Sakellariadis / Politico:

Sources: DHS clears seven CISA staffers of wrongdoing; the staffers arranged a polygraph for CISA's former acting director Madhu Gottumukkala that he failed — Former DHS spokesperson Tricia McLaughlin previously told POLITICO the staffers were under investigation for “misleading” …

Grace Kay / Business Insider:

Sources: Ross Nordeen, the last remaining cofounder at xAI, left the company on Friday; Nordeen reported directly to Elon Musk as his right-hand operator — Follow Grace Kay … - Elon Musk started xAI with 11 cofounders in 2023. — The last remaining one, Ross Nordeen, has now exited the company.

Keach Hagey / Wall Street Journal:

A look at the decadelong feud between Sam Altman and Dario Amodei; sources say Amodei likened Altman's legal fight with Musk to Hitler's fight with Stalin — Personal wounds and power struggles between the leaders of OpenAI and Anthropic are defining how the world encounters the technology

大语言模型（Large Language Model, LLM）的出现，引发了全球范围内对 AI 的空前关注。无论是 ChatGPT、DeepSeek 还是 Qwen，都以惊艳的效果让人真切感受到这场技术浪潮的冲击力。然而，动辄数百亿参数的模型规模，使得它们对个人设备而言不仅难以训练，甚至连部署都显得遥不可及。打开大模型的“黑盒子”，真正去理解其内部运作机制，本应是一件令人心潮澎湃的事。遗憾的是，绝大多数探索最终都止步于使用 LoRA 等技术对现有大模型做少量微调，学习一些新指令或特定任务。这更像是在教牛顿如何使用 21 世纪的智能手机——虽然有趣，却偏离了理解物理本质的初衷。与此同时，第三方的大模型框架与工具库，如 transformers / trl / peft 等，往往只暴露出高度抽象的接口。只需短短十几行代码，就可以完成“加载模型 + 加载数据集 + 推理 + 强化学习”的全流程训练。这种高效封装固然便利，却也在一定程度上把开发者与底层实现隔离开来，削弱了深入理解 LLM 核心代码的机会。我认为 “用乐高自己拼出一架飞机，远比坐在头等舱里飞行更让人兴奋”，然而更现实的问题是，互联网上充斥着大量付费课程和营销内容，用漏洞百出、一知半解的讲解包装所谓的 AI 教程。正因如此，本项目的初衷就是尽可能降低 LLM 的学习门槛，让每个人都能从理解每一行代码开始，从 0 开始亲手训练一个极小的语言模型。是的，从零开始训练，而不是仅仅停留在推理层面。最低只需不到 3 块钱的服务器成本，就能亲身体验从 0 到 1 构建一个语言模型的全过程。😊 一起感受创造的乐趣吧！在项目根目录：从…

The AI Scientist-v2: Workshop-Level AutomatedScientific Discovery via Agentic Tree Search📚 [Paper] | 📝 [Blog Post] | 📂 [ICLR2025 Workshop Experiment]Fully autonomous scientific research systems are becoming increasingly capable, with AI playing a pivotal role in transforming how scientific discoveries are made.

Unlike its predecessor (AI Scientist-v1), the AI Scientist-v2 removes reliance on human-authored templates, generalizes across Machine Learning (ML) domains, and employs a progressive agentic tree search, guided by an experiment manager agent.

Note: The AI Scientist-v2 doesn’t necessarily produce better papers than v1, especially when a strong starting template is available.

Run AI S…

Claude SubconsciousA background agent that whispers to Claude Code.

Important Claude Subconscious is an experimental way to extend Claude Code (a closed source / black box agent) with the power of Letta's memory system, tool access, and context engineering.

Claude Code forgets everything between sessions.

How It WorksAfter each response, the transcript is sent to a Letta agent via the Letta Code SDK.

Set TMPDIR to work around this Claude Code bug:mkdir -p ~ /.claude/tmp export TMPDIR= " $HOME /.claude/tmp "Add to your shell profile ( ~/.bashrc or ~/.zshrc ) to make permanent.

New in V2: Smarter query construction, two-phase supplemental search, free X search via bundled Bird client, --days=N flag, automatic model fallback.

Example: Top Claude Code Skills (Recommendations)Query: /last30days top claude code skillsResearch Output:The Claude Code skills ecosystem has exploded with marketplaces, curated lists, and viral skill announcements.

[Reddit + X icons merge] "Scans Reddit & X from the last 30 days" 2.

Node.js 22+ - For X search (bundled Twitter GraphQL client)- For X search (bundled Twitter GraphQL client) Bundled X auth - Set AUTH_TOKEN and CT0 for popup-free local X search- Set and for popup-free local X search Alternate X backend - Set XAI_API_KEY if bundle…

This free and open source project is designed to handle large-scale geographic data from the real world and generate detailed Minecraft worlds.

Choose your area on the map using the rectangle tool and select your Minecraft world - then simply click on Start Generation!

: Ensure that all components (e.g., data fetching, processing, and world generation) are cleanly separated into distinct modules for better maintainability and scalability.

Performance Optimization : We aim to keep a good performance and speed of the world generation process.

: We aim to keep a good performance and speed of the world generation process.

Complex/borderless tables, LaTeX formulas, and AI-generated picture/chart descriptions all via hybrid mode (hybrid mode)— Yes.

Complex/borderless tables, LaTeX formulas, and AI-generated picture/chart descriptions all via hybrid mode (hybrid mode) How do I use this for RAG?

Untagged PDF in → Tagged PDF out.

Auto-tagging generates the Tagged PDF; PDF/UA export is the final step (pipeline)— Converting Tagged PDF to PDF/UA-1 or PDF/UA-2 is an enterprise add-on.

We are committed to keeping the core accessibility pipeline (layout analysis → auto-tagging → Tagged PDF) free and open-source.

Install ffmpeg on your system, or set the IMAGEIO_FFMPEG_EXE environment variable.

To enablerepo look-ups and downloads online, pass 'local files only=False' as input.

Please check your internet connection and try again.

Trying to load the model directly from the local cache, if it exists.

解决方法：点击查看如何从网盘手动下载模型反馈建议 📢可以提交 issue 或者 pull request。许可证 📝点击查看 LICENSE 文件

Project N.O.M.A.D.

is a self-contained, offline-first knowledge and education server packed with critical tools, knowledge, and AI to keep you informed and empowered—anytime, anywhere.

For a barebones installation of the management application itself, the following minimal specs are required:Note: Project N.O.M.A.D.

Again, Project N.O.M.A.D.

The format is , where: Submit a pull request : Once your changes are ready, submit a pull request to the main repository.

TradingAgents: Multi-Agents LLM Financial Trading FrameworkNews[2026-03] TradingAgents v0.2.2 released with GPT-5.4/Gemini 3.1/Claude 4.6 model coverage, five-tier rating scale, OpenAI Responses API, Anthropic effort control, and cross-platform stability.

TradingAgents FrameworkTradingAgents is a multi-agent trading framework that mirrors the dynamics of real-world trading firms.

trading_graph import TradingAgentsGraph from tradingagents .

default_config import DEFAULT_CONFIG ta = TradingAgentsGraph ( debug = True , config = DEFAULT_CONFIG .

default_config import DEFAULT_CONFIG config = DEFAULT_CONFIG .

The Unified Toolchain for the Web runtime and package management, create, dev, check, test, build, pack, and monorepo task caching in a single dependencyVite+ is the unified entry point for local web development.

Vite+ is fully open-source under the MIT license.

Getting StartedInstall Vite+ globally as vp :For Linux or macOS:curl -fsSL https://vite.plus | bashFor Windows:irm https://viteplus.dev/install.ps1 | iexvp handles the full development lifecycle such as package management, development servers, linting, formatting, testing and building for production.

Configuring Vite+Vite+ can be configured using a single vite.config.ts at the root of your project:import { defineConfig } from 'vite-…

An Application that automates the process of making money online.

MPV2 (MoneyPrinter Version 2) is, as the name suggests, the second version of the MoneyPrinter project.

Watch the YouTube video hereFeaturesTwitter Bot (with CRON Jobs => scheduler )Twitter Bot (with CRON Jobs => ) YouTube Shorts Automater (with CRON Jobs => scheduler )YouTube Shorts Automater (with CRON Jobs => ) Affiliate Marketing (Amazon + Twitter)Affiliate Marketing (Amazon + Twitter) Find local businesses & cold outreachVersionsMoneyPrinter has different versions for multiple languages developed by the community for the community.

Code of ConductPlease read CODE_OF_CONDUCT.md for details on our code of conduct, and the …

⚡ QuickstartUnsloth can be used in two ways: through Unsloth Studio, the web UI, or through Unsloth Core, the code-based version.

Unsloth Studio (web UI)Unsloth Studio (Beta) works on Windows, Linux, WSL and macOS.

3.13 winget install -- id = astral - sh.uv - e uv venv unsloth_studio -- python 3.13 .\unsloth_studio\Scripts\activate uv pip install unsloth -- torch - backend = auto unsloth studio setup unsloth studio - H 0.0 .

3.13 winget install -- id = astral - sh.uv - e uv venv unsloth_env -- python 3.13 .\unsloth_env\Scripts\activate uv pip install unsloth -- torch - backend = autoFor Windows, pip install unsloth works only if you have PyTorch installed.

🦥 Unsloth NewsIntroducing Unsloth …

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The answer is large pages: turbolite defaults to 64KB pages.

InstallationPython: pip install turbolite — see packages/python/import turbolite # Local compressed (no S3 needed) conn = turbolite .

The chunk+manifest model resembles turbolite's page groups + manifest, but Verneuil is a replication tool - you query local disk, not S3.

Queries are local; S3 is for restore.

SQLCipher: Page-level AES-256 encryption for local SQLite.

There's a gap between giving an agent your real account and stopping everything to build a container or VM.

Your files, your rules Use AI agents without handing over your whole account.

jai gives your working directory full access and keeps the rest of your home behind a copy-on-write overlay — or hidden entirely.

Stop trusting blindly One-line installer scripts, AI-generated shell commands, unfamiliar CLIs — stop running them against your real home directory.

Containment shouldn't be hard No images to build, no Dockerfiles to maintain, no 40-flag bwrap invocations.

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Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

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.

Windows 11?

Make preview builds useful againIt's no accident that Davuluri's open letter was addressed to members of the Windows Insider Program.

Last November, I wrote a brief history of the Windows Insider Program, calling out my frustration with its gradual deterioration in recent years.

Also: The Windows Insider Program is a confusing messA dozen years ago, at the start of the Windows 10 development cycle, Microsoft launched the Insider program.

So why do my two PCs running the current public release of Windows 11 have different Start menu layouts?

If you prefer to keep the map facing north, go to Profile icon > Settings > Navigation and turn on Keep map north up.

Go to Profile icon > Settings > Navigation and toggle on Avoid tolls, Avoid highways, or Avoid ferries.

Tell Google Maps your vehicle typeDirectly below the Prefer fuel-efficient routes option (Profile icon > Settings > Navigation), you will see a setting to add your vehicle.

To use this completely hands-free feature, first enable Access your Assistant with OK Google in Profile icon > Settings > Navigation.

Go to Profile icon > Settings > Navigation settings and make sure Show raised buildings is turned on.

Samsung's Galaxy Buds 3 Pro debuted with a new bud-and-stem design, and now, the company's Galaxy Buds 4 Pro double down on that design with a more polished look.

Also: I found true AirPods Pro rivals in these Samsung earbuds - and they're better in several waysBut should you still consider the last-gen Galaxy Buds 3 Pro?

You want the best sound from SamsungBoth Samsung Galaxy Buds 4 Pro and Buds 3 Pro sound great, but the new iteration has more character.

Review: Samsung Galaxy Buds 4 ProThe Buds 4 Pro have less treble emphasis than their predecessors.

You should buy the Samsung Galaxy Buds 3 Pro if…Jada Jones/ZDNET1.

You don't have to abandon all your old AI memories to switch to Claude.

ZDNET's key takeawaysClaude AI now lets you copy memories from another AI service.

With the new memory import option, you can transfer memories to Claude from another AI, such as ChatGPT, Google Gemini, or Microsoft Copilot.

Even if you're not quitting another AI but simply want to give Claude the same memories, you can still use the memory import tool.

Also: Why I stopped using ChatGPT for everythingA small window pops up, prompting you to import memory to Claude.

To deal with a call, hang up and use spam filtering to block them.

Have you ever picked up your phone to answer a call from an unknown number, only for no one to reply?

If it's an unknown number and no one responds to your greeting, just hang up.

iPhones and Android phones do have built-in ways to block and identify spam calls.

In the US, the three major carriers -- Verizon, AT&T, and T-Mobile -- offer their own tools for dealing with spam calls.

I put the new Samsung Galaxy Buds 4 Pro against Bose's flagship earbuds, the QuietComfort Ultra 2, and the rivalry was closer than expected.

Also: I found true AirPods Pro rivals in these Samsung earbuds - and they're better in several waysBoth the Galaxy Buds 4 Pro and QuietComfort Ultra 2 earbuds have a well-rounded feature set.

You have a Samsung phoneThe Galaxy Buds 4 Pro perform best within the Samsung ecosystem, like AirPods with Apple devices.

I liked listening to vocal-heavy tracks on the Samsung earbuds more than the QC Ultra Earbuds 2.

You want more pronounced bass and better ANCThe Bose QuietComfort Ultra Earbuds 2 sound more aggressive than their Samsung counterpart.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

This helps support our work, but does not affect what we cover or how, and it does not affect the price you pay.

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.

For a limited time, Amazon is selling its popular Fire TV Stick 4K Plus (and other models) at a major discount for Spring Sale.

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.

This helps support our work, but does not affect what we cover or how, and it does not affect the price you pay.

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.

Some ZDNET-approved, award-winning tech is on sale during Amazon's Big Spring Sale. Don't miss these offers on products we love.

Apple's MacBook Air is no longer the baby in the family.

This year's MacBook Air M5 follows that up with an increase to 512GB of standard storage.

I tested the M5 MacBook Air with 16GB of unified memory and 1TB of storage and found it blazingly fast for file transfers, multitasking, and everyday tasks.

In terms of battery life, the MacBook Air M5 offers impressive longevity, but I wouldn't say we're seeing big steps forward compared to previous generations.

ZDNET's buying adviceThe Apple MacBook Air M5 marks an incremental upgrade over its predecessor, but it's highly recommended for anyone with an M1 or older machine.

OpenAI's decision last week to shut down Sora, its AI video-generation tool, just six months after releasing it to the public raised immediate suspicions. The app had invited users to upload their own faces — so was this some kind of elaborate data grab?

The Google Pixel 10a can lay flat on a table, but otherwise the company hasn't brought a ton of upgrades to its newest budget smartphone.

CEO Neal Mohan insisted that he isn’t worried about Netflix luring away YouTube's most popular creators.

Amazon’s bet on “Project Hail Mary” has paid off handsomely.

Is this just normal corporate strategy, or are we about to see a broader pullback on AI-generated video?

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

SXSW made some changes this year, but some founders loved it all the same.

Bluesky’s new app Attie uses AI to help people build custom feeds the open social networking protocol atproto.

While the relationship was once thorny enough that Musk challenged Zuckerberg to a cagefight, things seem to have warmed up by the early days of the second Trump administration.

While there’s been plenty of debate about AI sycophancy, a new study by Stanford computer scientists attempts to measure how harmful that tendency might be.

All but two of Musk's 11 xAI co-founders departed before this week.

We’ve compiled a list of some of the best iPad apps for creativity that are available on the App Store.

Estimates for total Claude consumer users are all over the map (we've seen figures ranging from 18 million to 30 million). Anthropic hasn't disclosed this data, but a spokesperson did tell TechCrunch that Claude paid subscriptions have more than doubled this year.

Fusion, fission, and even natural gas are appeared tied in the race to deliver new power to the grid in the early 2030s.

Boomboxes, instant cameras, and even landlines are making a comeback. Here are the coolest retro-inspired devices available.

"It's time to charge for access," argues a new opinion piece at The Register. Begging billion-dollar companies to fund open source projects just isn't enough, writes long-time tech reporter Steven J. Vaughan-Nichols: Screw fair. Screw asking for dimes. You can't live off one-off charity donations... Depending on what people put in a tip jar is no way to fund anything of value... [A]ccording to a 2024 Tidelift maintainer report, 60 percent of open source maintainers are unpaid, and 60 percent have quit or considered quitting, largely due to burnout and lack of compensation. Oh, and of those getting paid, only 26 percent earn more than $1,000 a year for their work. They'd be better paid askin…

Project Hail Mary has now grossed $300.8 million globally after earning another $54.1 million this weekend from 86 markets, reports Variety, noting that after just nine days it's now Amazon MGM's highest-grossing film ever. And last weekend it had the best opening for a "non-franchise" movie in three years, adds the Associated Press — the best since 2023's Oppenheimer: Project Hail Mary, which cost nearly $200 million to produce... is on an enviable trajectory. Its second weekend hold was even better than that of Oppenheimer, which collected $46.7 million in its follow-up frame. But the movie is based on a book by The Martian author Andy Weir, described by one news outlet as "a former softw…

"Scientists have created a microscopic QR code so tiny it can only be seen with an electron microscope," reports Science Daily. It's "smaller than most bacteria and now officially a world record." "But this isn't just about size; it's about durability. By engraving data into ultra-stable ceramic materials, the team has opened the door to storing information that could last for centuries or even millennia without needing power or maintenance." Scientists at TU Wien, working with data storage company Cerabyte, produced a QR code measuring just 1.98 square micrometers... officially confirmed and recorded in the Guinness Book of Records... Each pixel measures just 49 nanometers, which is about …

Utility-scale solar construction... by robots! It's "one of the largest real-world demonstrations," notes Electrek, with 100 MW of capacity installed by the "Maximo" robots from AES, one of the world's top power companies. Maximo uses AI "to automate the heavy lifting of solar panels and accelerate solar installation," according to their web page, which shows a video of Maximo at work installing a vast field of solar panels in Kern County, California. With assistance from Nvidia, the Maximo team could "develop, test and refine robotic capabilities through physics-based simulation and AI driven modeling before deploying updates in the field,"

reports Electrek, and they're aiming for a full G…

"What happens when you can describe the social experience you want and have it built for you...?" asks Bluesky? "We've just started experimenting, but we're sharing it now because we want you to build alongside us." Called "Attie" — because it's built with Bluesky's decentralized publishing framework, AT Protocol (which is open source) — the new assistant turns natural language prompts into social feeds, without users having to know how to code. (It's part of Bluesky's mission to "develop and drive large-scale adoption of technologies for open and decentralized public conversation.") Engadget reports: On the Attie website, examples include prompts like, "Show me electronic music and experim…

In many rural areas, America's online shoppers can wait half a week or more for deliveries. But Amazon started a $4 billion "rural delivery push" last year, reports Bloomberg, and has now cut delivery times to under 24 hours for 1 in 5 rural and small-town households, with 48-hour delivery to 62% of rural households. The payoff could be huge. Rural shoppers in the US collectively spend $1 trillion a year on clothing, electronics, household goods and other items, representing about 20% of retail purchases excluding cars and gasoline, according to Morgan Stanley. Amazon aims to recondition those shoppers to expect quick delivery, which would play to its strengths and make the company top-of-m…

Apple unveiled new device-level age restrictions in the UK on Wednesday. "After downloading a new update, users will now have to confirm that they are 18 or older to access unrestricted features," reports Gizmodo. "Users will be able to confirm their age with a credit card or by scanning an ID." For those underage or who have not confirmed their age, Apple will turn on Web Content Filter and Communication Safety, which will not only restrict access to certain apps or websites, but will also monitor messages, shared photo albums, AirDrop, and FaceTime calls for nudity. Apple didn't specify exactly which services and features are banned for under-18 users, but it will likely be in compliance …

How powerful is Jupiter's lightning? Thick clouds cover the view, notes Science magazine. But using an instrument on NASA's Juno spacecraft (orbiting Jupiter for the past decade), researchers determined Jupiter's lightning bolts are 100 to 10,000 times more energetic than earth's: A single bolt of lightning on Earth releases about 1 billion joules of energy. That means the most extreme bolts of jovian lightning carry 10 trillion joules of energy, equivalent to 2400 tons of TNT, or one-sixth the power of the atomic bomb dropped on Hiroshima, Japan. Based on the rates of flashes seen by Juno, storms on this tempestuous world can unleash the force of multiple nuclear weapons every minute... Th…

Bell Labs "created many of the foundational innovations of the modern age," writes Jon Gertner, author of The Idea Factory: Bell Labs and the Great Age of American Innovation — from transistors and telecommunications satellites to Unix and the C programming language. But what was the secret to its success? he asks in a new article for the Wall Street Journal. Start with its lucky arrival in a "problem-rich" environment, suggests Arno Penzia, winner of one of Bell Labs' 11 Nobel Prizes: It was Bell Labs' responsibility, in other words, to create technologies for designing, expanding and improving an unruly communications network of cables and microwave links and glass fibers. The Labs also h…

Just six days ago — and 30 minutes after a Disney-OpenAI meeting about a project with Sora — Disney's team was "blindsided" with the news Sora was being discontinued, a person familiar with the matter told Reuters, describing OpenAI's move as "a big rug-pull." Even some Sora employees were surprised by the cancellation. It was just 14 weeks ago Disney announced a $1 billion investment in OpenAI's AI-powered video generation tool — plus a three-year licensing deal. But that deal "never closed," Reuters adds, citing two other people familiar with the matter, "and no money changed hands." (Although the two sides are still "discussing if there is another way they can partner or invest with one …

"Emergency out-of-band fixes issued by enterprise IT giants Microsoft and Oracle have shone a spotlight on issues around both update cycles and patching," reports Computer Weekly: Microsoft's emergency update, KB5085516, addresses an issue that arose after installing the mandatory cumulative updates pushed live on Patch Tuesday earlier this month. According to Microsoft, it has since emerged that many users experienced problems signing into applications with a Microsoft account, seeing a "no internet" error message even though the device had a working connection. This had the effect of preventing access to multiple services and applications. It should be noted that organisations using Entra…

An anonymous Slashdot reader writes: ClickFix attacks are ramping up. These attacks have users copy and paste a string to something that can execute a command line — like the Windows Run dialog, or a shell prompt. But MacRumors reports that macOS 26.4 Tahoe (updated earlier this week) introduces a new feature to its Terminal app where it will detect ClickFix attempts and stop them by prompting the user if they really wanted to run those commands. According to MacRumors, the warning readers "Possible malware, Paste blocked." "Your Mac has not been harmed. Scammers often encourage pasting text into Terminal to try and harm your Mac or compromise your privacy...." There is also a "Paste Anyway…

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.

Осознал недавно, чем вайб-кодинг в его классическом виде похож на лудоманию и при чем тут дофамин

Что за вайб-кодинг такой

Давайте сначала начнем с определений. Не каждая разработка с ллмкой — вайб-кодинг, но каждый вайб-кодинг — разработка с помощью ллмки.

Вайб-кодингом я буду называть программирование с помощью ллмки, в котором есть вот такие характеристики: Мало изначального планирования. Буквально короткое описание, вкинутое в ллмку и потом разберемся походу.

Попытка сразу попасть в нужную конечную точку. Желательно за одну итерацию.

Значительная часть кода написана ллмкой. Человек в целом не читает весь код, не проверяет его, только смотрит на результат. Архитектура придумана тоже ллмк…

OpenAI and Nvidia are both under threat from Google; I like OpenAI's chances best, but they need an advertising model to beat Google as an Aggregator.

В сайд-бай-сайде вышла следующая версия

Изменения: Человекочитаемые URL для голосований

Было: /v/06b95c10-7688-4106-8e75-762035290c67/

Стало: /v/HairyParrotsPursueRudely/ Улучшение интеграции с Mattermost:

Сайд-бай-сайд сгенерирует превьюшки к уведомлениям в чате.

По окончании голосованию в чате будет итог голосования. Было: Стало: Мелочи: Кликабельные ссылки в описаниях. Ссылки в комментарии станут кликабельными.

На странице голосования теперь тоже показывается количество проголосовавших.

На странице голосований можно прокручивать картинки перетаскиванием мыши

Белый список доменов эл. почты. Можно указать домены, вход с которых будет разрешен.

Драг-н-дропать файлы можно на всю страницу, да…

Today is the publication of the third edition of Autism

Adulthood: Insights and Creative Strategies for a Fulfilling Life. It’s my

wife Susan’s book collecting stories and experiences from

people all along the autism spectrum, from the self-diagnosed to the

profound.The book includes dozens of interviews with autistic adults, their parents,

caregivers, researchers, and professionals. Everyone’s experience of autism is

different. Reading others’ stories and perspectives can give us a glimpse into

other possibilities for ourselves and our loved ones.If you have someone in your life on the spectrum, or are on it yourself, I

guarantee you will find new ways to understand the breadth of what aut…

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Extremely powerful, completely free 3D CAD modeling Discussion | Link

Headphones with a camera to capture moments as you jam Discussion | Link

Replace your iPhone keyboard with AI voice typing Discussion | Link

Publish sites using Markdown & GitHub from your phone Discussion | Link

Light menu bar task manager for quickly capturing tasks Discussion | Link

On-chain AI battle royale where 8 lobsters fight Discussion | Link

slowly inch your way to mastery: try, fail, learn, get good Discussion | Link

Credential layer for local AI agents Discussion | Link

Beautiful emails, in seconds Discussion | Link

Open Source coding interview prep tool with AI interviewer Discussion | Link

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AI-powered diabetes tracking for the modern era. Discussion | Link

CLI-agnostic kanban for multi-agent orchestration Discussion | Link

The social app built around music Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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What receives far less attention are the leadership structures behind these technologies, and the women increasingly shaping them.

It requires translating biological complexity into reliable, scalable systems, and doing so under regulatory, operational, and climate pressure.

Why funding gaps persistDespite increasing visibility of women in AgriTech, access to capital remains uneven, particularly at later funding stages.

Agricultural innovation depends on trust: trust in biology, in technology, and in the people leading it.

Creating pathways for more women into AgriTech leadership, through systemic sponsorship and informed investment, is not about representation alone.

Ysios Capital, a Spanish venture capital firm specialising in life sciences, today announced the launch of InceptionBio, a new fund with a target size of €100 million focused on BioTech company creation and early-stage project development.

Joan Perelló, Managing Partner at Ysios Capital, will lead the fund, alongside partner Arturo Urrios.

“Spain has world-class science and a unique opportunity to translate that science into globally impactful BioTech companies.

Founded in 2008, Ysios Capital manages over €400 million in assets through its three venture capital funds and also acts as investment advisor to Telescope Biotech Fund, a listed BioTech fund managed by Andbank Wealth Management.

Ys…

PaperShell, a Tibro-based material company behind a new fossil-free composite material designed to replace aluminium, plastics and glass fibre at industrial scale, has secured up to €40.3 million in financing to expand industrial production through a new flagship factory.

Anders Breitholtz, founder and CEO of PaperShell, comments: “Europe is entering a new industrial phase where resilience and decarbonisation go hand in hand.

PaperShell is already producing fossil-free materials at industrial scale, and with this expansion we can meet growing demand from sectors like construction and defence.

PaperShell’s existing pilot factory in Tibro, in operation since 2023, has three production lines a…

Keith, a new UK-based AI-native law firm, has raised €2.3 million (£2 million) in Seed funding ahead of its launch this summer.

The firm aims to become the UK’s most technologically advanced law firm at launch.

And when it does, it won’t look like a traditional law firm with software bolted on – we think it will look like Keith,” said Andy Shovel, co-founder of Keith.

Shovel and Sharman previously founded a plant-based food brand called THIS, and Tucker previously started a hybrid scheduling platform Common Surface and now oversees product at Keith.

Keith’s strategic advisor and non-executive director is Eddie Goldsmith, who previously served as Chairman of the UK Conveyancing Association a…

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.

As Europe’s startup ecosystem continues to mature, discussions around a more unified legal framework for startups and scaleups are gaining momentum.

Kay Jebelli: Vice President for Europe at the Chamber of Progress, Kayvan is a Brussels-based lawyer and policy expert working across competition law, digital policy, and technology regulation.

Vasco Pereira da Silva: Head of Policy at Allied For Startups, Vasco is a Brussels-based policy expert focused on the regulatory and funding frameworks…

The investment is led by US-based Imaginary Ventures, with participation from Swedish investment firm Creades, which is contributing €9.6 million (SEK 105 million), alongside Iris Ventures and angel investor Lauren Santo Domingo.

Together, these comparable rounds amount to over €42 million, and when Nordic Knots’ new €86 million raise is added, the combined total reaches roughly €128 million.

Against that backdrop, Nordic Knots’ funding stands out as substantially larger than the rounds in adjacent home-related categories during 2025 and 2026.

In its most recent reported financial year, Nordic Knots recorded turnover of €34 million (SEK 377 million) with a profit of €6.9 million (SEK 75 mil…

“Europe doesn’t yet have the critical raw materials it needs to build and scale its own energy transition and battery industry.

tozero sees battery recycling as an increasingly vital process, emerging as a major alternative source of critical raw materials.

Its goal is to close the battery materials loop and support Europe’s ambition to achieve greater independence in critical raw materials.

This aligns with the EU Critical Raw Materials Act, which calls for 25% of supply to come from recycling sources.

tozero provides Europe with a domestic source of critical materials, reducing dependence on Chinese imports at half the cost of traditional miners.

Laigo Bio, a Utrecht-based BioTech firm focused on protein degradation for targeted therapies, has concluded the second close of its Seed funding round, raising an extra €5.5 million, bringing the total amount raised to €17 million.

The €5.5 million raised includes additional funding of €4 million secured from new co-lead investor Biovance Capital and €1.5 million from existing co-lead Kurma Partners.

Laigo Bio completed the initial close of its Seed financing round at €11.5 million in December 2025.

Laigo Bio used E3 ligase-induced internalisation and selective degradation of membrane-bound targets involved in autoimmune and inflammatory diseases.

Laigo is supported by a syndicate of promi…

SolidWatts’ Seed round can be set against a broader run of funding in industrial decarbonisation and energy systems.

Taken together with SolidWatts, these rounds amount to over €180 million in funding, indicating steady capital flow into technologies linked to industrial heat, electrification, energy efficiency and adjacent infrastructure.

“Industrial process heating accounts for around 20% of global energy demand and roughly 10% of worldwide CO₂ emissions – yet it remains one of the hardest sectors to decarbonise.

SolidWatts develops a solid-state Radio Frequency (RF) platform designed to replace fossil fuel-based heating systems in industrial applications.

According to the company, electr…

We are pleased to announce that Brigitte Baumann, founder of efino and one of Europe’s top business angels, returns as a speaker at the EU-Startups Summit 2026 on 7-8 May in sunny Malta.

With more than 30 years of experience bringing new technologies to market across Europe and the US, Brigitte has built a strong reputation as a serial entrepreneur, business angel, board member, and ecosystem builder.

Over the years, she has worked closely with founders, investors, angel groups, seed fund managers, corporates, and public institutions, helping strengthen startup financing ecosystems and support innovation-driven growth.

Baumann returns to the 2026 edition of the summit to deliver a keynote t…

Wallingford-based Dexory, a provider of real-time warehouse data intelligence and autonomous solutions, has received €9.8 million (£8.5 million) from the British Business Bank as part of its ongoing Series C announced in October 2025.

Andrei Danescu, CEO and co-founder of Dexory, says, “We’re proud to have the support of the British Business Bank as we accelerate our expansion into global markets.

Together with Dexory’s €9.8 million, that points to almost €180 million in disclosed funding across this slice of the sector.

The platform is underpinned by intelligence from its global operational data, including more than a billion warehouse location scans, allegedly the largest pool of live war…

This week, we tracked more than 55 tech funding deals worth over €850 million and over 15 exits, M&A transactions, rumours, and related news stories across Europe.Alongside the week’s top funding ...

Today, a coalition of European enterprises and community organisations has launched Euro-Office, a solution for editing documents, spreadsheets and presentations, developed as a true sovereign communi...

The co-founder and former CEO of high-profile German AI startup Aleph Alpha has today revealed fresh details about his new AI startup, which launched last month and is backed by a multi-million-dollar...

Today data storage and cloud infrastructure company Qumulo announced the official launch of its European Software R&D hub in Cork. Through this strategic expansion, Qumulo will create 50 highly sk...

AI is everywhere right now; startups are playing with generative models, governments are debating new rules and the whole industry feels like it’s in a state of constant motion. But not all innovation...

The boss of the VC firm that hit the headlines when it snapped up Yann LeCun and Nick Clegg says it invested around €50m in a co-leading investment in LeCun’s much-hyped world model startup AMI Labs, ...

Europe is racing to secure the critical raw materials needed for its energy transition, yet remains heavily dependent on imports — particularly from China. At the same time, a growing volume of end-of...

Deep Science Ventures (DSV), a UK-based deeptech venture creator, and Renaissance Philanthropy, a nonprofit fueling a 21st-century renaissance by increasing the ambition of philanthropists, scientists...

Bioniq, creator of personalised supplements based on blood biomarker analysis, has entered into an agreement for the sale of its assets to global nutrition company Herbalife. Founded in 2019, Bioniq d...

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, […]

The confirmation of two hacked victims further deepens an ongoing spyware scandal that, for now, appears largely focused on the Italian government.

The Italian government claims that accepting Paragon’s help would have compromised national security and classified information.