On 31 March 2026, a missing .npmignore entry shipped Anthropic's entire Claude Code source to the public npm registry.

If you are using Claude Code to build a high-risk AI system, this feature cannot strip provenance from your code.

For external users, Claude Code defaults to adding " Co-Authored-By: Claude <[email protected]> " to commit messages.

Similarly, Article 15 (cybersecurity for high-risk AI systems) does not apply to Claude Code, because Claude Code is not a high-risk AI system under Annex III.

This means the leak does not, by itself, create a regulatory compliance gap for teams using Claude Code.

A growing sentiment amongst my peers — those who haven’t already resigned to an NPC career path†— is that blogging is over.

Just blogFrom a purely selfish perspective it’s never been easier to stand out and assert yourself as an authority.

†Some will claim writing into a predictive chat box helps too, and sure, they’re absolutely right!

Pay to playThe AI industry is 99% hype; a billion dollar industrial complex to put a price tag on creation.

Blog for the old web, the open web, the indie web — the web you want to see.

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The karts promise a power boost to activities during this period, known as Long Shutdown 3 (LS3), which will see the LHC transformed into the High-Luminosity LHC.

These vehicles will replace the bicycles that were used until now to travel through the 27-km underground tunnel, enabling engineers and technicians to speed to areas where improvements to the accelerator are required.

During CERN’s major works, starting this summer, karts and equipment will reach underground areas via giant green pipes.

Surprisingly, the kart project began from a collaboration between CERN engineers and onsite nursery school children – one example of CERN’s commitment to inspiring future generations.

“With all th…

The evolution of digital computing in the middle of the 20th century placed challenging demands on memory technologies.

But first, a note on memory itself, and an introduction to the parameters that help engineers categorise and describe memory technologies.

As far as I’m aware, all magnetic memory technologies are non-volatile, so we don’t need to worry about that.

Of course, what comes to mid are the mass-manufactured industry standards for magnetic tape technologies, such as the audio cassette and VHS.

MIT engineers selected memory technologies which best met the needs of their system; core rope for the ROM and core memory for the RAM.

It started like this:PoC:vim -version # VIM - Vi IMproved 9.2 (2026 Feb 14, compiled Mar 25 2026 22:04:13) wget https://raw.githubusercontent.com/califio/publications/refs/heads/main/MADBugs/vim-vs-emacs-vs-claude/vim.md vim vim.md cat /tmp/calif-vim-rce-pocVim maintainers fixed the issue immediately.

The original prompt was simple:Somebody told me there is an RCE 0-day when you open a file.

But the story didn’t end there:PoC:wget https://github.com/califio/publications/raw/refs/heads/main/MADBugs/vim-vs-emacs-vs-claude/emacs-poc.tgz tar -xzpvf emacs-poc.tgz emacs emacs-poc/a.txt cat /tmp/pwnedWe immediately reported the bug to GNU Emacs maintainers.

And friends, to celebrate this historic …

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Kairos Persistent mode with daily logs, memory consolidation between sessions, and proactive suggestions.

Coordinator Mode A lead agent breaks tasks apart, spawns parallel workers in isolated scratch dirs, collects results.

Bridge Control Claude Code from your phone or a browser.

Daemon Mode Run sessions in the background with --bg .

Uses tmux under the hood.

We tested both Geekbench 6.3 and Geekbench 6.7 on a Panther Lake laptop (an MSI Prestige 16 AI+ with an Intel Core 9 386H) with BOT enabled and disabled.

Startup OverheadWhen running Geekbench 6.3 with BOT enabled, the first run has a 40-second startup delay before the program starts.

Geekbench 6.3 BOT Disabled BOT Enabled Difference Single-Core 2955 3119 +5.5% Multi-Core 16786 17705 +5.5%Some Geekbench 6.3 workload scores also increase, with scores for two workloads (Object Remover and HDR) increasing by up to 30% with BOT enabled.

Geekbench 6.7 BOT Disabled BOT Enabled Difference Single-Core 2938 2937 +0.0% Multi-Core 16892 17045 +0.9%Based on these results, we know BOT only optimizes spe…

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Then we opened the White House app (v47.0.4, build 81) and browsed every tab: Home, News, Live, Social, and Explore.

The other 158 (77%) went to third-party services including Elfsight, OneSignal, YouTube, Google DoubleClick, Facebook, and Twitter.

In our full browsing session, we observed 9 total OneSignal requests including GETs and PATCHes.

The User-Agent header identifies the traffic: WhiteHouse/81 CFNetwork/3860.400.51 Darwin/25.3.013 Elfsight DomainsOur static analysis found six Elfsight widgets and a two-stage JavaScript loader.

Its presence means Google’s advertising infrastructure is running inside the official White House app, tracking user engagement with video content.

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The culprit, a new study published in the journal RSC Analytical Methods reveals, could be their gloves.

They found that, on average, all gloves led to about 2,000 false positives per millimeter squared of contact area.

Most importantly, the researchers stress this doesn’t mean there’s no such thing as microplastic pollution, just that scientists studying it should refine their methodology.

“We may be overestimating microplastics,” study co-author Anne McNeil said.

“But there’s still a lot out there, and that’s the problem.”It’s a difficult thing for scientists to get their hands around.

The walls are lined with clear boxes, each one labeled, dated, and covered in dot stickers.

Right: the dot system, one color per year, started May 17, 2022.

I went through three generations of bags: ziplock bags from the grocery store, then clear logo-free bags from AliExpress (which wrinkled), then thick-walled clear bags that were more expensive but worth it.

Dot It YourselfPrinciples I've learned over four years of the dot system.

The dot system doesn't have to be figured out all at once.

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The first commercially viable model with 1-bit weights.

Requiring only 1.15GB of memory, 1-bit Bonsai 8B was engineered for robotics, real-time agents, and edge computing.

It has a 14× smaller footprint than a full-precision 8B model, runs 8× faster, and is 5× more energy efficient, while matching leading 8B models on benchmarks.

This results in over 10× the intelligence density of full-precision 8B models¹.

Built differentWhere it matters most — RDS, ElastiCache, and ECS run real Docker containers.

🔴 Real Redis via ElastiCache CreateCacheCluster starts an actual Redis container.

🐳 Real containers via ECS RunTask pulls and starts real Docker containers via the Docker socket.

🔍 Real SQL via Athena Queries execute via DuckDB when installed.

Query S3 data with actual SQL, get actual result sets back.

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Catenaa, Tuesday, March 31, 2026- Super Micro Computer has its investors looking for exits with the recent self-inflicted wounds by the company, despite soaring sales.

Liaw has resigned, and Super Micro says it’s cooperating with authorities.

Shares of Super Micro were up as much as 5.4% on Tuesday.

That said, some investors are still sticking with Super Micro, albeit cautiously, because of the company’s position in the AI infrastructure trade and its estimated future sales.

Super Micro is expected to bring in more than $40 billion in revenue in fiscal 2026, an 87% jump from the year before.

Complexity is our eternal enemy and Simplicity is beautiful; rarely something is as simple as SQLite: a single-file, in-process database.

Well, some time ago, we tested limits and performance of a single machine HTTP server/REST API.

Tests call our REST API which has a SQLite database with a reasonable amount of data - over one million rows.

In this setup, there is a virtual machine with attached external volume, where SQLite data lives.

Should we want/need more, there are tools to still reap the benefits of a single machine + SQLite architecture simplicity while having ultra high redundancy and availability.

We show you a CSS property name.

You tell us if it's real or if we made it up.

The CSS spec has over 600 properties.

Some of our fakes sound terrifyingly real.

← CSS → BSShow me a property

For example:a = a # nil b = b . class # NilClassHaving considered all of this, we decouple variable declaration from variable assignment.

a , b , c = [ 1 , 2 ] # [1, 2] [ a , b , c ] # [1, 2, nil]Variable declaration in multi-assignmentAssignment operator works in several steps.

a , * b , c = 1 , 2 # [1, 2] [ a , b , c ] # [1, [], 2]If there is not enough values even for normal variables, they will get assigned nil , as usual.

There could be no values at all:a , * b , c = [ ] # [] [ a , b , c ] # [nil, [], nil]Bare splat variableThere is a special syntactic case that at the moment may be too tediuos to incorporate into general rules of multi-assignment.

b : c is implemented as (if a b c) .

Or, rather, I would have, except a ton of the non-SDK code was also generating warnings which turned into errors due to the compiler flags.

This is odd because it apparently compiles just fine under the vendor toolchain.

I turned off -Werror just to get it to build, then started triaging the warnings.

One of them led me to a function that looked like this:int memcmp_ct_32 ( uint32_t * a , uint32_t * b , int words ) memcmp_ct_32words { uint8_t acc = 0 ; acc while ( words --) words { |= * a ^ * b ; acc a ++; b ++; } return acc ; acc }This is supposed to be a constant-time memcmp implementation for 32-bit aligned blocks of data.

However, it turns out that it does not generate a warning under t…

red _ _ _ => match n3 with | .

| case5 _ d _ a b c _ _ _ _ _ e => intro have _ : List.Pairwise ( · <= · ) ( list_black a ++ [ b ] ++ list ( insert new c ) ++ [ d ] ++ list_black e ) := by apply sorted_insert_lemma3 all_goals simp_all !

| case6 _ d _ a b c _ _ _ _ _ e1 e2 e3 => intro have _ : List.Pairwise ( · <= · ) ( list_black a ++ [ b ] ++ list ( insert new c ) ++ [ d ] ++ ( list_black e1 ++ [ e2 ] ++ list_black e3 )) := by apply sorted_insert_lemma3 all_goals simp_all !

| case9 _ b _ c d e _ _ _ _ _ a => intro have _ : List.Pairwise ( · <= · ) ( list_black a ++ [ b ] ++ list ( insert new c ) ++ [ d ] ++ list_black e ) := by apply sorted_insert_lemma3 all_goals simp_all !

| case10 _ b _ …

This is usually because they have learned from someone in some course/video course/YouTube video/whatever that in “modern” C++ code you should use string views instead of passing string objects via const&.

// // Someone suggests me to replace 'const wstring &' // with wstring_view: // // void DoSomething(std::wstring_view s, ...) // void DoSomething(const std::wstring& s, ...) { // This API expects input string as PCWSTR, // i.e.

later }std::wstring guarantees that the pointer returned by the wstring::data() method points to a null-terminated string.

On the other hand, invoking std::wstring_view::data() does not guarantee that the returned pointer points to a null-terminated string.

On the …

Here is dockerfile, which creates truly full Linux history repo.

It includes truly old commits, which are absent from normal Linux repo.

The code (for reconstructing history) includes Rust part.

Second, I added some tags, missing from that kernel.org repo.

This dockerfile (together with Rust part) first clones https://git.kernel.org/pub/scm/linux/kernel/git/history/history.git , then does git replace and adds some missing tags.

Then I was surprised by service asking to charge my card for the subscription instead of applying the credit card perk.

I logged into the bank's website and toggled the streaming subscription perk back and forth.

It sure feels like "set up the subscription" and "tear down the subscription" were not happening with the same timing guarantees, doesn't it?

However, the act of entering a new credit card appears to have erroneously triggered the "make a payment" flow, instead of applying the subscription perk.

The fact that the card on file was not the same card providing the subscription perk may have been a contributing factor.

I know this "limited web" aesthetic appeals to certain circles, but it removes the things that make the protocol interesting.

ASCII art banners are simply annoying: Having one in each menu looks cute in a web browser, but having 50 copies cluttering up the directory tree is... not great.

(but most text looks the same in both)Bookmarks work by writing items to a locally stored gopher menu, which also serves as a "homepage" of sorts.

Because it's just a file, I didn't bother implementing any advanced editing features: any text editor works fine for that.

All this fits within a thousand lines of C code, the same as my ultra-minimal web browser.

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Users of Rust can create new DSTs in one of two ways:Newtyping a DST and transmutingCreating a generic type and Unsizing It.

A type like (dyn MyTrait1, dyn MyTrait2) has neighbouring Fundamental DSTs.

A type like [dyn Trait] has nested Fundamental DSTs.

Actually no we’re talking Itanium levels of wide with VLDSTM pointers (Very Large Dynamically Sized Type Metadata)!

Well when looking at a type like &[&dyn Trait] we have arbitrarily many Metadata, because each nested &dyn Trait can be a different implementer of Trait.

The teams succeeding with AI coding tools aren't the ones with the best setups.

Since posting 100 PRs and my workflow I've had the chance to sit down with a small sample of engineering organizations adopting AI.

Engineers learning on the fly with no shared playbook.

You already see the shift in job descriptions around "Product Engineer", "Founding Engineer", and "AI Engineer".

Their best engineer -- extremely technical, competent with AI tools -- was bottlenecked on getting new work both deployed and specified.

Julia Hornstein / The Information:

Austin-based Coder, which helps developers build and run code from local devices to the cloud, raised a $90M Series C led by KKR, after raising $35M in 2024 — Coder, a startup making software for developers to build and run code from local devices to the cloud, raised $90 million …

Laura Pitel / Financial Times:

How a small German state's bid to replace Microsoft with open-source alternatives like Linux and Kamailio faces issues, as the EU pushes “digital sovereignty” — Schleswig-Holstein's radical tech overhaul offers Europe a live experiment in ending dependence on US Big Tech

Bloomberg:

Sources: amid the Iran war, Asian bankers say rising power prices and energy security are becoming a bigger consideration in data center financing decisions — The energy shock sparked by the Iran war is increasingly coming up in conversations about data center deals for Asian bankers …

Patrick McGee / Financial Times:

As Apple turns 50, a look at how a management course in postwar Japan paved the way for Steve Jobs' obsession with quality and its dominance in the iPhone era — How a little-known yet highly influential management course in postwar Japan paved the way for Steve Jobs' obsession with quality.

Kimberley Kao / Wall Street Journal:

Microsoft says it is on track to invest $5.5B in cloud and AI infrastructure in Singapore through 2029, after announcing plans to invest $1B+ in Thailand — The investment will also go toward ongoing operations, it said — Microsoft is on track to invest $5.5 billion in cloud …

Laura Noonan / Bloomberg:

Malta is opposing EU plans to centralize crypto supervision under ESMA, seeing it as a politically motivated assault on its success in attracting crypto firms — Europe's financial supervision battles are usually fought diplomatically. A tersely worded statement here, a veiled signal there.

Steven Borowiec / Nikkei Asia:

South Korean trade data: chip shipments hit a record-high value of $32.83B in March 2026, up 151.4% YoY, pushing total exports to a record $86.13B, up 48.3% YoY — SEOUL — South Korean exports hit an all-time monthly high in March, government data showed Wednesday, as companies rushed orders …

Casey Newton / Platformer:

The jury verdicts against Meta and YouTube recognized some platform design features as defective, distinct from what Section 230 was created to protect — The verdicts in last week's social media trials have alarmed open-internet advocates. But it's possible to regulate platform design while also protecting speech

Faseeh Mangi / Bloomberg:

A profile of Pakistan Virtual Assets Regulatory Authority Chairman Bilal Bin Saqib, who has used crypto diplomacy to help Pakistan win over President Trump — Pakistan's new role as mediator between the US and Iran followed a long courtship of World Liberty Financial, Trump's crypto venture.

Emily Mullin / Wired:

An interview with Galen Buckwalter, a BCI recipient in a Caltech brain implant study, on his recent ability to use the implant to produce musical tones — Galen Buckwalter says brain-computer interfaces will have to be enjoyable to use if the technology is going to be successful.

Jeanny Yu / Bloomberg:

Analysis: half of Asia's 10 most volatile stocks are recent AI IPOs, including China's Moore Threads and MiniMax, driven by thin institutional ownership — Chinese artificial-intelligence firms have emerged as one of the most volatile pockets of Asia's equity markets, with shares …

OpenAI:

OpenAI says it is generating $2B in monthly revenue, with enterprise accounting for 40%+ of it, and is on track to reach parity with consumer by the end of 2026 — Today, we closed our latest funding round with $122 billion in committed capital at a post money valuation of $852 billion.

Zeyi Yang / Wired:

A suspected system failure caused a number of Baidu robotaxis to stop across Wuhan, trapping passengers and reportedly causing traffic disruptions and crashes — A suspected system failure froze Baidu's robotaxis across Wuhan, trapping passengers and reportedly causing traffic disruptions and crashes.

Bloomberg:

Grab, in partnership with WeRide, launches a robotaxi service in Singapore, becoming Southeast Asia's first ride-hailing provider to offer a driverless service — Singapore's Grab Holdings Ltd. became Southeast Asia's first ride provider to start a driverless service, betting the technology …

Pieter Haeck / Politico:

The European Union's main institutions have banned staff from using fully AI-generated videos and images in official communications — BRUSSELS — The European Union's main institutions have banned staff from using artificially generated videos and images in official communications.

Robert Burnson / Bloomberg:

Perplexity faces a proposed class action lawsuit alleging it shared users' personal data with Meta and Google even in Incognito mode, violating CA privacy laws — Perplexity AI Inc. was accused in a lawsuit of surreptitiously sharing the personal information of its users with Meta Platforms Inc …

Andy Greenberg / Wired:

Apple says it will push out rare “backported” patches for iOS 18 to protect users from DarkSword, a hack that silently takes over iPhones running the older OS — As a DarkSword takeover technique spreads, Apple tells WIRED it will release fixes for millions of iPhone owners …

Jagmeet Singh / TechCrunch:

Mercor confirmed it was affected by a recent supply chain attack involving LiteLLM; hacker group Lapsus$ claims it accessed and stole Mercor's data — Mercor, a popular AI recruiting startup, has confirmed a security incident linked to a supply chain attack involving the open-source project LiteLLM.

Chris Metinko / Axios:

Kestra, an open-source workflow orchestration startup, raised a $25M Series A led by RTP Global, as Kestra looks to expand its go-to-market strategy — Kestra, an open-source workflow orchestration startup, raised a $25 million Series A led by RTP Global, CEO Emmanuel Darras tells Axios Pro exclusively.

Thomas Brewster / Forbes:

Depthfirst, which aims to build a “general security intelligence” for finding and fixing company vulnerabilities, raised an $80M Series B at a $580M valuation — AI cybersecurity firm Depthfirst has scored $120 million in funding to build a kind of “general security intelligence” that can defend against malicious AI.

Samantha Kelly / Bloomberg:

Source: Google plans to release a screenless Fitbit band later this year; it will include basic features and require a paid subscription for more functionality — Alphabet Inc.'s Google is developing its own fitness band, aiming to compete with screenless wearable devices from upstarts like Whoop Inc. and Oura Health Oy.

🎙️ VibeVoice: Open-Source Frontier Voice AI📰 News 2026-03-29: 🎉 VibeVoice-ASR is being adopted by the open-source community!

Download: macOS | Windows 1.mov 2026-03-06: 🚀 VibeVoice ASR is now part of a Transformers release!

2025-12-03: 📣 We open-sourced VibeVoice‑Realtime‑0.5B, a real‑time text‑to‑speech model that supports streaming text input and robust long-form speech generation.

OverviewVibeVoice is a family of open-source frontier voice AI models that includes both Text-to-Speech (TTS) and Automatic Speech Recognition (ASR) models.

📖 Documentation | 🤗 Hugging Face | 📊 PaperEnglishES_._3.mp4Chinesedefault.mp4Cross-Lingual1p_EN2CH.mp4Spontaneous Singing2p_see_u_again.mp4Long Conversatio…

StoresEach package has its own Zustand store for managing state:Store Package Responsibility useScene @pascal-app/core Scene data: nodes, root IDs, dirty nodes, CRUD operations.

useEditor apps/editor Editor state: active tool, structure layer visibility, panel states, editor-specific preferences.

Access patterns:// Subscribe to state changes (React component) const nodes = useScene ( ( state ) => state .

nodes ) const levelId = useViewer ( ( state ) => state .

levelId ) const activeTool = useEditor ( ( state ) => state .

SuperpowersSuperpowers is a complete software development workflow for your coding agents, built on top of a set of composable "skills" and some initial instructions that make sure your agent uses them.

As soon as it sees that you're building something, it doesn't just jump into trying to write code.

Claude Code or Cursor have built-in plugin marketplaces.

Enforces RED-GREEN-REFACTOR: write failing test, watch it fail, write minimal code, watch it pass, commit.

To contribute:Fork the repository Create a branch for your skill Follow the writing-skills skill for creating and testing new skills Submit a PRSee skills/writing-skills/SKILL.md for the complete guide.

Figma MCP Server GuideThe Figma MCP server brings Figma directly into your workflow by providing important design information and context to AI agents generating code from Figma design files.

By using the Figma MCP server and the related resources (including these skills), you agree to the Figma Developer Terms.

CursorThe recommended way to set up the Figma MCP server in Cursor is by installing the Figma Plugin, which includes MCP server settings as well as Agent Skills for common workflows.

If it does, you can manually add the Figma MCP server using this configuration:{ "mcpServers" : { "figma" : { "url" : " https://mcp.figma.com/mcp " } } }Prompting your MCP clientThe Figma MCP server int…

Pick Your Style:Awesome Claude CodeA selectively curated list of skills, agents, plugins, hooks, and other amazing tools for enhancing your Claude Code workflow.

Tooling 🧰Tooling denotes applications that are built on top of Claude Code and consist of more components than slash-commands and CLAUDE.md filesGeneralIDE IntegrationsClaude Code Chat by andrepimenta - An elegant and user-friendly Claude Code chat interface for VS Code.

Usage MonitorsCC Usage by ryoppippi - Handy CLI tool for managing and analyzing Claude Code usage, based on analyzing local Claude Code logs.

Claude Code Usage Monitor by Maciek-roboblog - A real-time terminal-based tool for monitoring Claude Code token usage.

Clau…

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.

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Today, we’re previewing the fastest way to run Ollama on Apple silicon, powered by MLX, Apple’s machine learning framework.

This results in a large speedup of Ollama on all Apple Silicon devices.

Get startedDownload Ollama 0.19This preview release of Ollama accelerates the new Qwen3.5-35B-A3B model, with sampling parameters tuned for coding tasks.

Claude Code:ollama launch claude --model qwen3.5:35b-a3b-coding-nvfp4OpenClaw:ollama launch openclaw --model qwen3.5:35b-a3b-coding-nvfp4Chat with the model:ollama run qwen3.5:35b-a3b-coding-nvfp4Future modelsWe are actively working to support future models.

For users with custom models fine-tuned on supported architectures, we will introduce an e…

NumPy arrays are the synth engine.

import numpy SAMPLE_RATE = 44_100 def plucked_string(hz, n_samples=SAMPLE_RATE): """Karplus-Strong: a buffer of noise that averages itself into music."""

Five components — membrane thud (40-250 Hz), copper shell resonance (120 Hz), a pitch-sweeping body, sub boom (40 Hz), and palm attack.

The wooden shell and the copper shell are different resonance frequencies.

A Hammond B3 has nine drawbars, each adding a sine wave at a specific harmonic:def hammond_wave(hz, peak, n_samples): t = numpy.arange(n_samples, dtype=numpy.float64) / SAMPLE_RATE wave = ( numpy.sin(2 * numpy.pi * hz * t) * 1.0 # 16' + numpy.sin(2 * numpy.pi * hz * 2 * t) * 0.8 # 8' + numpy.sin(…

Built differentWhere it matters most — RDS, ElastiCache, and ECS run real Docker containers.

🔴 Real Redis via ElastiCache CreateCacheCluster starts an actual Redis container.

🐳 Real containers via ECS RunTask pulls and starts real Docker containers via the Docker socket.

🔍 Real SQL via Athena Queries execute via DuckDB when installed.

Query S3 data with actual SQL, get actual result sets back.

When you write a document or essay, you are posing a question and then answering it.

Each LLM-generated document is a missed opportunity to think and build trust.

Letting an LLM write for you is like paying somebody to work out for you.

Building TrustThere are social effects to LLM-generated writing too.

LLM-generated writing undermines the authenticity of not just one’s writing but of the thinking behind it as well.

Our industry has agreed for decades about the ethics of vulnerability research.

They point to the failure of things like California’s SB-1047 and national executive policy that recognizes dual-use benefits for AI security research.

That leaves room for human vulnerability research at the very highest end of the spectrum of sophistication.

Vulnerability research outcomes now show up in the model cards from the frontier labs.

So I think we’re living in the last fleeting moments where there’s any uncertainty that AI agents will supplant most human vulnerability research.

2026年3月31日、HTTP クライアントライブラリ axios の npm パッケージが侵害されました。攻撃者はメンテナの npm アカウントを乗っ取り、マルウェアを含むバージョン 1.14.1 および 0.30.4 を公開しました。axios は npm エコシステムで週間約1億ダウンロードを誇る主要パッケージです。本記事では公開情報をもとに、事象の概要を記録します。また、対応指針を示します。TL;DR - 対応指針axios への直接依存に限らず、間接依存（transitive dependency）でも postinstall フックは発火します。 自身のプロジェクトが axios を直接利用していなくても、依存ツリーのどこかに axios が含まれていれば影響を受け得ます。 npm ls axios で確認してください。自身のプロジェクトが axios を直接利用していなくても、依存ツリーのどこかに axios が含まれていれば影響を受け得ます。 で確認してください。 npm ls axios や lockfile により、インストール済バージョンを確認してください。や lockfile により、インストール済バージョンを確認してください。 1.14.1 または 0.30.4 がインストール済の場合、マルウェア感染の可能性があります。 悪性バージョンは plain-crypto-js という悪性パッケージを依存に追加しており、 postinstall フックで RAT（Remote Access Trojan）をドロップします。 plain-crypto-js は…

But I kept looking at the relational operators in that table (PROJECTION, RENAME, GROUPBY, JOIN) and thinking: these feel related.

So five of Petersohn’s relational operators (PROJECTION, RENAME, GROUPBY, UNION, JOIN) map cleanly onto three patterns: restructuring, merging, pairing.

The department column in Employees references the department column in Departments .

Category theory adds structure on top: three migration functors for schema-changing operations, and topos structure for set-theoretic reasoning within a schema.

This post covers the relational operators, the ones dataframes share with SQL.

But somewhere in their chronicle of this grand arc, for at least a few pages, they will have to talk about the electronic spreadsheet.

The electronic spreadsheet.

You could simply make, he said, “a word processor that would work with numbers.” And thus was born the idea of the electronic spreadsheet.

The spreadsheet revolutionBut the history of the electronic spreadsheet as a product is ultimately less important than the story of what the electronic spreadsheet actually did.

The electronic spreadsheet is to double entry what an oil painting is to a sketch.

Cuts Claude output verbosity by ~63%.

The ProblemWhen you use Claude Code, every word Claude generates costs tokens.

Claude Code reads it automatically.

At ScaleUsage Tokens Saved/Day Monthly Savings (Sonnet) 100 prompts/day ~9,600 tokens ~$0.86 1,000 prompts/day ~96,000 tokens ~$8.64 3 projects combined ~288,000 tokens ~$25.92Before vs AfterWithout CLAUDE.md - Code Review:Great question!

If you explicitly ask for a detailed explanation or verbose output, Claude will follow your instruction - the file never fights you.

Anyone serious about distilling from Claude Code traffic would find the workarounds in about an hour of reading the source.

The server then validates the hash to confirm the request came from a real Claude Code binary, not a spoofed one.

Anthropic doesn’t just ask third-party tools not to use their APIs; the binary itself cryptographically proves it’s the real Claude Code client.

And here’s the kicker: Anthropic acquired Bun at the end of last year, and Claude Code is built on top of it.

If that’s what caused the leak, then Anthropic’s own toolchain shipped a known bug that exposed their own product’s source code.

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> So even in this early example we see an important point about the relationship between brand and design. Branding isn't merely orthogonal to good design, but opposed to it. Branding by definition has to be distinctive. But good design, like math or science, seeks the right answer, and right answers tend to converge.

> Branding is centrifugal; design is centripetal. […] > Brand age watches look strange because they have no practical function. Their function is to express brand, and while that is certainly a constraint, it's not the clean kind of constraint that generates good things. The constraints imposed by brand ultimately depend on some of the worst features of human psychology. So wh…

The essential powertool for macOS.

Gain access to system functionalities buried deep in System Settings or ones that require writing Terminal commands.

Control the macOS User Interface.

Quickly switch Audio Output devices.

The App is not yet signed/notarized, so after launching it for the first time - which will give you the typical macOS Gatekeeper warning - you'll have to go to System Settings > Privacy & Security, scroll to the bottom and click "Open Anyway".

CherriCherri (pronounced cherry) is a Shortcuts programming language that compiles directly to a valid runnable Shortcut.

📋 Copy-paste actions automatically🥩 Enter action identifier and parameters manually using Raw Actions.

Why another Shortcuts language?

I don't want Shortcuts languages to die.

Plus, some stability comes with this project being on macOS and not iOS, and I'm not aware of another Shortcuts language with macOS as its platform other than Buttermilk.

Anstead identified a buyer, a private equity firm called Alchemy Partners.

With a dwindling supply of undervalued companies to choose from, some of the sharpest minds in finance found a new and unexpected target: care homes.

Nevertheless, from the turn of the 21st century, private equity investment in care homes ballooned in both Britain and the US.

Other businessmen bought crematoriums as well as care homes, in anticipation of their clients’ final billable requirements.

This is an edited extract from The Asset Class: How Private Equity Turned Capitalism Against Itself by Hettie O’Brien, published by Weidenfeld & Nicolson on 9 April at £25.

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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.

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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.

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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.

Part of that is because Windows reserves a small portion of your storage for system files.

A feature called Reserved Storage quietly sets aside 5GB to 10GB on your SSD for update files, cache, and temporary files.

Second, Windows PC Manager is a free cleanup tool that helps identify clutter on your machine.

Then type or paste in the following command:DISM.exe /Online /Set-ReservedStorageState /State:DisabledRestart your computer, and navigate back to the screen you just visited in Settings > System > Storage > System & reserved.

Click "Show more categories", and note that where you previously saw an amount for Reserved Storage, it should be blank.

Also: AirPods Pro 3 vs. Bose QuietComfort Ultra 2: I listened to both, and there's a sonic differenceWhere the AirPods Pro 3 really separate themselves, though, is Transparency Mode.

Also: Samsung Galaxy Buds 4 Pro vs. Galaxy Buds 3 Pro: I tried both - here's who should upgradeThe AirPods Pro 3 sound very, very good too, but they're not as customizable.

You use a Samsung deviceJust like the AirPods Pro 3 are purpose-built for Apple's ecosystem, the Galaxy Buds 4 Pro are designed to work best with Samsung Galaxy devices.

Also: Samsung Galaxy Buds 4 Pro vs. Bose QuietComfort Ultra 2: I tested both, and here's the winnerHowever, this ecosystem dependency cuts both ways.

Writer's choiceBoth the…

ZDNET's key takeawaysTop open-source maintainers find that AI has suddenly become much more useful.

Instead, several prominent open-source maintainers have been considering using AI to keep legacy codebases alive or to make them easier to maintain.

That's possible because, believe it or not, AI coding tools have recently become much better at coding.

Indeed, there's already one AI project, Autonomous Transpilation for Legacy Application Systems (ATLAS), that helps developers modernize legacy codebases for modern programming languages.

While AI is becoming truly useful for open-source developers and maintainers, there are still a lot of legal, coding, and quality issues to address before AI …

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

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

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

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

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

The Apple Pencil lineup certainly takes the cake in terms of popularity, but they are expensive -- even on sale.

Also: The best Amazon Big Spring Sale deals: Live updates on last chance offersRight now, my favorite Apple Pencil "dupe" is the ESR Geo Pencil, and it's on sale starting at $28, depending on the color you choose.

I've written a full comparison of the Geo Pencil and the Apple Pencil Pro (and other Apple Pencil models).

The white model is also just $28 now, which is still $72 cheaper than the Apple Pencil Pro, which is on sale for $99.

Also: Apple Pencil Pro vs ESR Geo Pencil: I tested both, here's what I recommendFor students, kids, note-takers, and most casual iPad users, I don'…

ZDNET readers love random gadgets - and during Amazon's Spring Sale this past week, they picked up some interesting niche items that are still on sale.

As a remote worker, I'd recommend these WFH essentials even if they weren't marked down for Amazon's Spring Sale. Here's your last chance for discounts.

Today is the final day of the annual Amazon's Big Spring Sale It brought deep discounts to nearly every type of tech.

Show more View now at AmazonOther great Amazon Spring Sale deals under $50FAQs Show moreWhat is Amazon's Big Spring Sale?

Amazon's Big Spring Sale 2026 will run from March 25-31.

For the 2026 Big Spring Sale, Amazon is highlighting a specific product category each day.

Yesterday, on March 25, the category was Big Spring Deals, and today, March 26, it is Easter Essentials.

The price of gaming laptops is through the roof, but right now at HP, you can snag the Victus 15 at a big discount.

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

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

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

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

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

The AI recruiting startup confirmed a security incident after an extortion hacking crew took credit for stealing data from the company's systems.

Woven Capital is the growth-stage venture capital arm of Toyota, focused on backing founders building in space, cybersecurity, and autonomous driving.

A human really borks things at Anthropic for the second time this week.

Slack just got a whole lot more useful.

Aurora, May Mobility, Motional, Nuro, Tesla, Waymo, and Zoox all refused to cough up a number during Senator Ed Markey's recent investigation.

OpenAI's latest funding round, led by Amazon, Nvidia, and SoftBank, values the AI lab at $852 billion as it nears an IPO.

Among the most recent Y Combinator cohort, many startups were commanding $40 million valuations. But with more money comes higher expectations.

Less than a year after launching, with checks from some of the biggest names in Silicon Valley, crowdsourced AI model feedback startup Yupp.ai is closing its business, the company said Tuesday.

Meta faces thousands more court cases while Congress has proposed numerous bills addressing children’s online safety, some heavily criticized.

The game is available globally and can be accessed in both one-on-one DM chats and in group chats.

Truecaller now has more than 4 million paying users across the world.

A Starlink satellite broke apart in orbit after suffering an unexplained "anomaly," apparently due to an "internal energetic source" rather than a collision. "The incident appears to have created some debris, with fragments likely to fall to Earth over the next few weeks," reports Scientific American. From the report: The satellite lost communication at about 560 kilometers above Earth, Starlink said. While the statement from Starlink, which is a subsidiary of Musk's rocket company SpaceX, merely noted that investigations are ongoing, LeoLabs said its radar observations of the event indicated an "internal energetic source" as the likely cause rather than a collision. The incident underscore…

An anonymous reader quotes a report from Reuters: Russia is going to further clamp down Virtual Private Networks (VPNs), which are used by millions of Russians to get around internet controls and censorship, Russia's digital minister said. In what has been cast by diplomats as Russia's "great crackdown," the authorities have repeatedly blocked mobile internet and jammed major messenger services while giving sweeping powers to cut off mass communications. "The task is reduce VPN usage," Digital Minister Maksut Shadayev said on state-backed messenger MAX late on Monday, adding that his ministry was trying to impose the limits with minimal impact on users. He said decisions had been taken to r…

Polestar and Volvo are ending Polestar 3 production in Chengdu, China, and consolidating all output of the electric SUV at Volvo's plant in South Carolina. "The move to consolidate global Polestar 3 production in Charleston help[s] generate efficiencies for both companies, whilst also underscoring our confidence in the plant and the role it plays in our manufacturing footprint," said Hakan Samuelsson, chief executive of Volvo Cars. "The U.S. is a very important market for Volvo Cars, both to support our growth ambitions as well as a strategic production site to meet regional and export demands." Ars Technica reports: Volvo had a challenging 2025, with sales falling by 7 percent. Meanwhile, …

bobthesungeek76036 shares a report from the Register: Oracle laid off thousands of employees on Tuesday as it ramps spending on AI infrastructure projects internally and with major technology partners. The layoffs were carried out via email, according to copies of the message viewed by Business Insider. The email told affected workers they would be terminated immediately and to provide a personal email for follow-up. The cuts echo a TD Cowen forecast earlier this year, when the investment bank questioned how Oracle would finance its expanding AI datacenter buildout and suggested headcount reductions could reach 20,000 to 30,000. It is not clear how many employees were notified on Tuesday, b…

A top EU official is urging Europeans to work from home, drive less, and cut air travel as the bloc braces for a prolonged energy crisis triggered by the Gulf conflict. The European Commission is also pushing member states to accelerate renewables and other energy-security measures as oil and gas disruptions continue. Politico reports: In a speech with echoes of the early days of the coronavirus pandemic, EU energy chief Dan Jorgensen said Europe was facing a "very serious situation" with no clear end in sight. "Even if ... peace is here tomorrow, still we will not go back to normal in the foreseeable future," he said, following an extraordinary meeting of the EU's 27 energy ministers on Tu…

Google is rolling out a feature in the U.S. that lets some users change their Gmail address without creating a new account or losing their data. TechCrunch reports: Users who have access to this feature can go to their Google Account settings, navigate to Personal info > Email > Google Account email option. Tap on the "Change Google Account email" button to start the process of changing your username. Users will be able to change their username only once every 12 months. Plus, they won't be able to delete their new email address for that period of time. The company said users' old emails will be preserved, and the old email address will serve as an alternate address for the account. Users w…

An anonymous reader quotes a report from the New York Times: A global ban on taxing digital streaming and downloads across national borders expired on Monday, after members of the World Trade Organization concluded an annual meeting without agreeing to extend it. U.S. representatives had pushed to extend the ban, which prevents the more than 160 members of the W.T.O. from issuing duties related to e-commerce. But Brazil and Turkey blocked a motion for a longer extension. U.S. representatives excoriated the outcome as further proof of the organization's irrelevance. The W.T.O. provides a forum for trade negotiations and setting rules for global trade. But U.S. officials have long criticized …

Australia is preparing possible court action against major social media platforms that are failing to enforce the country's social media ban on under-16s. "Three months after the ban came into effect, the eSafety Commissioner said it was probing Meta's Instagram and Facebook, Google's YouTube, Snapchat and TikTok for possible breaches of the law," reports Reuters. From the report: Communications Minister Anika Wells said the government was gathering evidence "so that the eSafety Commissioner can go to the Federal Court and win." "We have spent the summer building that evidence base of all the stories that no doubt you have all heard ... about how kids are getting around that," Wells told re…

Grady Martin writes: A security researcher has leaked a complete repository of source code for Anthropic's flagship command-line tool. The file listing was exposed via a Node Package Manager (npm) mapping, with every target publicly accessible on a Cloudflare R2 storage bucket. There's been a number of discoveries as people continue to pore over the code. The DEV Community outlines some of the leak's most notable architectural elements and the key technical choices: Architecture Highlights The Tool System (~40 tools): Claude Code uses a plugin-like tool architecture. Each capability (file read, bash execution, web fetch, LSP integration) is a discrete, permission-gated tool. The base tool d…

Euro-Office is a new open-source project supported by several European companies that aims to offer a "truly open, transparent and sovereign solution for collaborate document editing," using OnlyOffice as a starting point. The project is positioned around European digital independence and familiar Office-style editing, though it has already drawn pushback from OnlyOffice over alleged licensing violations. "The company behind OnlyOffice is also based in Russia, and Russia is still heavily sanctioned by most European nations due to the country's ongoing invasion of Ukraine," adds How-To Geek. From the report: Euro-Office is a new open-source project supported by Nextcloud, EuroStack, Wiki, Pr…

An anonymous reader quotes a report from Reuters: The Trump administration on Monday issued a long-awaited proposed rule to open up retirement plans to alternative assets, paving the way for private equity and cryptocurrencies to be added to 401(k) accounts. The measure, announced by the U.S. Department of Labor, is intended to ease longstanding barriers to incorporating these less liquid and less transparent assets into American retirement plans. It follows an executive order from President Donald Trump last summer and could clear the way for alternative asset management firms to tap a large new source of capital. Industry groups have argued private market investments can enhance long-term…

Researchers at the University of Waterloo say a new "quadratic quantum gravity" framework could explain the universe's rapid early expansion without adding extra ingredients to Einstein's theory by hand. The idea is especially notable because it makes testable predictions, including a minimum level of primordial gravitational waves that future experiments may be able to detect. "Even though this model deals with incredibly high energies, it leads to clear predictions that today's experiments can actually look for," said Dr. Niayesh Afshordi, professor of physics and astronomy at the University of Waterloo and Perimeter Institute (PI). "That direct link between quantum gravity and real data …

Researchers found that common nitrile and latex lab gloves can shed stearate particles that closely resemble microplastics, potentially "increasing the risk of false positives when studying microplastic pollution," reports ScienceDaily. "We may be overestimating microplastics, but there should be none," said Anne McNeil, senior author of the study and U-M professor of chemistry, macromolecular science and engineering. "There's still a lot out there, and that's the problem." From the report: Researchers found that these gloves can unintentionally transfer particles onto lab tools used to analyze air, water, and other environmental samples. The contamination comes from stearates, which are no…

An anonymous reader quotes a report from New Scientist: Andrea Marinoni at the University of Cambridge, UK, and his colleagues saw that the amount of energy needed to run a data centre had been steadily increasing of late and was likely to "explode" in the coming years, so wanted to quantify the impact. The researchers took satellite measurements of land surface temperatures over the past 20 years and cross-referenced them against the geographical coordinates of more than 8400 AI data centers. Recognizing that surface temperature could be affected by other factors, the researchers chose to focus their investigation on data centers located away from densely populated areas. They discovered t…

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…

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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Alice & Bob, a Paris and Boston-based quantum computing company aiming to create the first universal, fault-tolerant quantum computer, has been awarded €3,404,446 ($3.9 million) from the U.S. Department of Energy’s Advanced Research Projects Agency-Energy (ARPA-E) Quantum Computing for Computational Chemistry (QC 3) programme.

This funding will support the development of fault-tolerant quantum algorithms focused on discovering rare-earth-free permanent magnetism, a crucial component in electric motors and turbines.

It claims to be the only player developing quantum computers exclusively using this type of qubit.

Alice & Bob assert that high-performance magnets are fundamental to many techno…

Metafuels, a Zurich-based aviation technology company developing proprietary sustainable fuel technologies, has secured grant funding from the Dutch government to fuel its e-SAF project in Rotterdam.

Metafuels’ Dutch subsidiary, Metafuels Nederland B.V., has received a €1.92 million grant from the Netherlands Enterprise Agency (RVO).

Metafuels claims that this grant comes at a pivotal moment for Metafuels as it transitions from technology development to commercial-scale deployment.

Metafuels Nederland B.V. is the Dutch subsidiary of Metafuels and is developing the Turbe project.

In December 2025, it awarded a contract to McDermott for front-end engineering and design (FEED) of its Turbe pro…

Berlin-based ecoworks, a company focusing on the cost-efficient decarbonisation of Europe’s residential building stock, has received €23 million to deliver Germany’s largest cooperative serial renovation to date.

In the city of Hagen in Northrhein Westfalia, twelve residential buildings will undergo comprehensive energy-efficiency upgrades through serial renovation.

“This flagship project involving twelve buildings demonstrates the enormous potential of serial renovation for decarbonising the existing building stock.

Serial renovation can allegedly significantly increase the renovation rate, reduce costs, and make sufficient affordable housing available more quickly.

As part of the serial r…

Kestra, a French open-source orchestration platform unifying data, AI, infrastructure and business workflows, today announced a €21 million ($25 million) Series A funding round to accelerate the launch of Kestra 2.0 and expand go-to-market operations across North America and Europe.

The round was led by RTP Global, with continued participation from Alven, ISAI and Axeleo – bringing their total funding to €31 million ($36 million).

That’s the only way to build durable enterprise infrastructure in 2026,” says Emmanuel Darras, CEO and co-founder of Kestra.

Founded in 2021 by Emmanuel Darras and Ludovic Dehon, Kestra is an open-source orchestration platform redefining how enterprises automate c…

London’s 9fin, the AI-native platform for global debt markets, has raised €148 million ($170 million) in Series C funding at a €1.1 billion valuation ($1.3 billion valuation) to develop their AI capabilities, expand its proprietary dataset, and support continued growth in the United States.

Our ultimate goal is to be the only platform credit professionals ever need.

“9fin has built a powerful platform combining proprietary data with AI-driven workflows – exactly what we’re looking for in next generation market leaders.

We’re excited to support the company as it scales globally.”Founded in 2016, 9fin is an AI-native platform for global debt markets.

As loan, bond, and private credit markets …

Test of Things, a Finnish cybersecurity startup, has raised a €1.2 million pre-Seed funding round for its automated compliance management and cybersecurity testing platform for connected products and services.

It provides an automated, cloud-based platform that automates cybersecurity testing of connected products and helps manufacturers meet global standards and regulations.

According to the company, when a business develops a connected device, it must ensure that the device is secure before selling it.

However, cybersecurity testing and compliance documentation are mainly manual tasks performed by highly skilled experts, making them very costly.

In order to address this, the company is bu…

On May 7-8, 2026, the EU-Startups Summit returns to sunny Malta, bringing together around 2,500 founders, investors, and startup ecosystem leaders for two days of networking, inspiration, and knowledge-sharing.

In our panel “From Local to Global: Taking Your Startup into China’s High-Growth Markets”, we will explore what startups need to know to approach this opportunity with clarity and confidence.

With over 20 years of experience, she provides strategic guidance grounded in extensive hands-on work in China and Southeast Asia.

The Group’s growth and diversification have resulted in a wide coverage of business sectors through a commitment to long-term results.

The IONOS Cloud Start-up Progr…

Enkei, a Stockholm-based startup that turns construction waste into refined, low-impact materials, has closed an oversubscribed pre-Seed round at a €3 million valuation to advance its circular material platform.

“Construction produces Europe’s largest waste stream, yet the materials shaping our interiors and built environment still rely heavily on newly extracted resources.

Founded by Sunnerholm and Miriam Bichsel, Enkei converts construction waste into high-quality materials.

The company states that construction and demolition waste constitute the largest waste stream in the European Union.

Recently, Enkei was also awarded new EU-backed Interreg funding to lead a project developing new cir…

Standing Ovation, a Paris-based FoodTech startup specialising in precision fermentation, has announced a €30 million ($34.2 million) Series B funding round today to speed up the commercialisation of its proteins in North America, before expanding into Europe and Asia.

This funding is complemented by €5 million ($5.7 million) in non-dilutive financing from Bpifrance and a prominent banking syndicate.

Standing Ovation claims that it is reducing the industry’s dependence on international supply chains by repurposing local circular resources.

Standing Ovation describes casein as the “queen” of milk proteins, making up 80% of its total protein content.

Through its production of casein via precis…

According to the SaaS Industry Council, one in five C-suite executives in the sector are women.

According to a 2025 report, an overwhelming 94% of women in SaaS said they had faced gender discrimination at some point in their careers.

Closing the gender gap in SaaS is not only a moral imperative but a critical commercial one.

Yes, we must break down barriers and create a fair and diverse tech economy where there is equal opportunity for all.

Final thoughtsRome was not built in a day, and closing the gender gap in tech and SaaS will take time and sustained effort.

Riplo, a London-based startup developing the agentic operating system for consulting, announced it has raised €2.6 million (£2.3 million) in pre-Seed funding as it emerges from stealth.

“The $1 trillion (nearly €870 billion) consulting industry is currently running on the digital equivalent of a typewriter.

We aren’t building another chatbot; we are building the interface where the next generation of strategic analyses actually happens,” said Tobias Haefele, co-founder and CEO of Riplo.

According to the company, AI has transformed knowledge work across software engineering, law, and investment banking, yet consulting remains stuck between two worlds.

Riplo is building a deep, vertical-speci…

Audicin, a Finland-based neurotechnologycompany developing real-time nervous system regulation tools, has raised $1.9million in funding. The round includes private investment, follow-on backingfrom Pe...

Metafuels, aSwitzerland-based aviation technology company developing sustainable fuelsolutions, has been awarded €1.92 million in grant funding to support thedevelopment of its synthetic sustainable a...

Finnish IoT cybersecurity company Test of Things has raised €1.2 million in Pre-Seed funding. When a company builds a connected device — whether it's a smart lock, a hospital monitor, or a piece of fa...

Afreshed, an Austrian organic fruit-and-vegetable rescue-box company, has acquired the German competitor etepetete. Fresh fruit and vegetables account for 35 per cent. of all avoidable food waste in p...

A London-headquartered fintech, which provides financial services businesses with debt market data and analytics, has become a unicorn, following a $170m funding round. 9fin has raised the Series C ...

Barcelona-basedBrickken, a provider of tokenisation infrastructure for financial institutions,has raised €3 million in a pre-Series A funding round. The round includedstrategic investors from across E...

Kestra has raised $25million in a Series A funding round led by RTP Global, with continuedparticipation from Alven, ISAI, and Axeleo. The round brings the company’stotal funding to $36 million.Kestra ...

If you were finishing high school this year, would you go to University? What if you wanted to change careers or upskill in your profession? While many would look to a Master's, others are looking for...

European crypto investment firm Keyrock has hit unicorn status, following a new funding round, with its valuation quadrupling from its previous round, it said today.The Belgium-based startup, founded ...

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, […]

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.