Book Review: There Is No Antimemetics DivisionThere is a particular flavor of horror that only people who work with formal systems for a living can fully appreciate.

The SCP Foundation is, in essence, what would happen if the IETF wrote horror fiction, and the result is exactly as wonderful as that sounds.

The novel collects and revises these into a coherent narrative, and it works beautifully as a standalone book.

You read the way the Antimemetics Division works: assembling fragments, inferring what is missing from the outline of what remains, never certain your reconstruction is correct.

It is a horror novel where the monster is an idea and the weapon is your own capacity to understand it.

PostHog (YC W20) Is Hiring 59 minutes ago hide PostHog equips developers to build successful products by combining product analytics, feature flags, session replay, a data warehouse, CDP and many more.

\\* we have a public handbook (posthog.com/handbook) if you want to learn how we work, pay and more in complete detail.

\\* we are growing through more autonomy and transparency not through process.

\\* we have a ton of scale and a bunch of super interesting technical problems to solve \\* we're building 20 more products over the next couple of years, so you could end up building one of those \\* public compensation calculator!

see immediately what you'd get paid \\*we're hiring: ex-founders,…

They were way way way over their heads and were in no way interested in updating their priors in light of the shit they were swimming in.

The faith was that, as you’ve surmised from the title, they’d pay me, and — spoiler alert — they did not.

A few years later I can say for sure these people won’t pay me the $35k they owe me.

The faith was that if they didn’t pay, the legal system would enforce our California-law contract and make them pay.

If you steal $35k of their work and time, that’s A-OK.End clients can’t tell the difference between these bozos and me.

Hello guys, just curious about how can people or systems (computers) detect when a text was written by an LLM.

My question is mainly focused to if there is some API or similar to detect if a text was written by an LLM.

Comments

All of this was known before the war and presented to President Trump.

There’s a failure of intelligence there too—just not the kind we’re used to seeing.

The failures of the intelligence community on Iraq’s WMDs produced systemic changes meant to keep botched calls like that one from recurring.

In fact, it is precisely the job of the intelligence community to make that determination.

Trump’s relationship with the intelligence community is more fraught than any of his predecessors’.

Germany's gold reserves have been stored in the US for decades.

With US President Trump breaking up the rules-based world order, they fear he could seize the gold.

Around one‑third of Germany’s gold — worth roughly 160 billion euros — remains in the vaults of the Federal Reserve Bank of New York.

While Bundesbank officials insist the reserves enjoy special protection, some experts fear a shift in US leadership at the Federal Reserve could alter long‑trusted norms.

The discussion highlights broader concerns about transatlantic financial stability and the future of global economic rules.

Multiple prominent investors who have worked with Altman told us that he has a reputation for freezing out investors if they back OpenAI’s competitors.

(OpenAI told us that several employees recall Karnofsky abstaining, and provided the minutes from the meeting recording his vote as an abstention.)

Altman told us, “I don’t think anyone has had more private investigators hired against them.”Extreme claims have circulated.

“This is disgusting behavior from a competitor that I assume is part of an attempt at tainting the jury in our upcoming cases,” Altman told us.

“We’re not going to be building advanced chips in the U.A.E.,” a leader at the Department of Commerce told Altman.

Comments

If you do Linux systems programming, you will have likely pored over man pages, either on the command line or, my personal preference, using the excellent man7.org or linux.die.net.

The answer was in the man(1) page (also accessible via the delightful man man command):The table below shows the section numbers of the manual followed by the types of pages they contain.

And there’s more to these numbers than what the man man page describes: various letters can also be attached as suffixes to the numbers.

For example, p indicates a POSIX man page like with free(3p) and x indicates X documentation like with ncurses(3x) .

It’s embarrassing to admit I’ve been using man pages for years but only lea…

Comments

We're releasing early because a lot of people wanted to help build this out.

If you're into open source and want to help make a lightweight, native code editor a reality, you're in the right place.

SideX is a 1:1 architectural port (HEAVILY STRIPPED) of VSCode that replaces Electron with Tauri (Rust backend + native webview).

The entire VSCode workbench - editor, terminal, extensions, themes, keybindings — ported to run on a native shell.

5,600+ TypeScript files from VSCode's source, ported and adaptedfrom VSCode's source, ported and adapted Rust backend replacing Electron's main processreplacing Electron's main process Zero Electron imports remaining in the codebaseremaining in the codebas…

Every piece of gear is wasteland-ready, designed to give your vault that unforgettable Nuka-Cola™ flavor.

To our Drop familyStarting our next chapter, drop.com will become a hub for our collaborations with truly exciting titles—from The Lord of the Rings™ and Cyberpunk 2077™ to Fallout Nuka Cola™, Doom: The Dark Ages™, and more—across the full CORSAIR family of brands.

This evolution allows us to focus on what we do best: bring bold ideas to life through partnerships that push boundaries and fuel passions.

Check back here for release announcements, limited runs, and products inspired by you, our community.

Leako – my ColecoVision clone – has reached a point where it has to become a thing that is actually buildable by other, more normal, people.

For these cases, I ended up making this field into a semicolon-delimited list, and then having the plug-in generate separate rows for each token in the list.

My shop only has so much capability to re-use empty plastic bags…Additionally, as you might expect from the current semiconductor shortages, the price of the BOM went way, way up.

The PLCC Z80 CPU is particularly expensive, making up $12 of the total BOM price, and has since also famously gone out of production.

Uncontrolled TestI hooked the Leako board up to my Anker USB power brick, with a USB v…

The Kokuyo Design Awards, (previously) arguably Japan’s most-prestigious stationery design award, has been held for almost a quarter of a century now.

It’s a design that sits between mass production and personalization, reflecting a world where individuality matters more than ever.

By adjusting only a few grams—without changing shape or material—it reveals how subtly our writing experience can shift.

But the key detail lies in the colored edges, allowing users to distinguish notebooks at a glance while maintaining visual harmony.

Even better, by coloring only the edges rather than full covers, the design subtly reduces ink usage—an understated nod to sustainability.

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

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

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

Chatting on discord from 9frontSometimes you work with people who doesn't want to use the same communication tools as you do.

This is the reason I wrote a "discord bot" (ugh) which can run on your 9front system and allow you to chat on discord anyways.

UsageTo use the service, you must first create a bot on discord and get the access token.

Inside discordacme , the openChat command will open a new chat window, using the simpler discord script.

The discord script simply runs tail -f on the given channel's logfile while it reads messages from standard input and sends them to /srv/discordfront at the same time.

Two months ago, I bought a Mac Mini and spent the weekend furiously building a small clone of OpenClaw so I could text with Claude over iMessage.

I’ve kept updating it since, and I use it every day, for:RemindersCoding in the backgroundRunning extensive QA of web apps overnightTracking caloriesUploading photos of the dayRecording and untangling ideas via voice messagesCalendaringGetting reminders of where I parked my car (I shared an AirTag with Claude)I wanted to put down some notes on how I built it:

This is the story of how we managed to provide such guarantees without spending an immense (and expensive) amount of time, thanks to property-based verification.

However, relying on the operating system here is undesirable for reasons detailed in my previous post, so we use a purpose-built simulated network instead.

When quinn passes down a UDP packet to the simulated network for sending, our code dutifully routes it to its final destination.

While bugs could be lurking anywhere in the codebase, the most complex and pernicious ones are likely to find a home under the comfortable shade of the simulated network.

Given the above, it seemed reasonable to spend our “correctness testing budget” o…

Given the name Ash, it felt appropriate to build something inspired by the gigantic ash tree of Norse mythology: Yggdrasil, the World Tree.

An image of a Yggdrasil the world tree as a cybernetic Ash tree.

: true end endAnd finallyconfig :yggdrasil , :ash_domains , [ Yggdrasil ]With these files in place, we now have a minimal Ash domain containing a single resource: World.

World |> Ash .

World |> Ash .

The department needs papers, because papers justify funding, and funding justifies the department.

When we hire a graduate student to work on a project, it should not be because we need that specific result.

Which brings us back to Alice and Bob, and what actually happened to each of them during that year.

Frank Herbert (yeah, I know I'm a nerd), in God Emperor of Dune, has a character observe: "What do such machines really do?

I'm not worried about the machines.

profiling-explorer is a tool for exploring profiling data from Python’s built-in profilers, which are stored in pstats files.

Give it a try Future hype aside, profiling-explorer is useful whatever (supported) Python version you’re currently using.

For example, to profile Django’s system check command, you can run: $ python -m cProfile -o check.pstats manage.py check Or, to profile a set of tests under pytest, you can run: $ python -m cProfile -o tests.pstats -m pytest example/tests/test_rocket.py Once you have a pstats file, pass it to profiling-explorer .

If you use uv, this is as easy as: $ uvx profiling-explorer .pstats Otherwise, install profiling-explorer and invoke it directly: …

Like all good nerds, I generate a unique email address for every service I sign up to.

A couple of days later I received an email to that email address from someone other than BrowserStack.

They replied:Your email address was derived using our proprietary algorithm that leverages publicly accessible information combined with typical corporate email structures (e.g., [email protected]).

There's no way their magical if-else statement could have derived the specific email I'd used with BrowserStack.

Given that this email address was only used with one company, I think there are a few likely possibilities for how Apollo got it.

fromInt age -- Nested patterns case value of Ok ( Just x ) -> x _ -> defaultValueThe compiler checks exhaustiveness -- it will warn if you miss a case.

none ) update : Msg -> Model -> ( Model , Cmd Msg ) update msg model = case msg of Increment -> ( { model | count = model .

parallel : List ( Task err a ) -> Task err ( List a ) -- Lazy: defer computation until task is executed Task .

email ] [] -- Form submission form [ onSubmit SubmitIdea ] [ ... ]For non-Live server-rendered HTML, use Std.Html.Events which returns (String, String) attribute tuples with JavaScript handlers:import Std.Html.Events as Events button [ Events .

parallel : List ( Task err a ) -> Task err ( List a ) -- Map a func…

This Article is also available as a video (My first):The ParadoxAs mentioned, in Switzerland, you can get 25 Gigabit per second fiber internet to your home, symmetric and dedicated.

The United States prides itself on free markets.

Germany champions infrastructure competition, meaning it prefers multiple companies laying their own cables rather than sharing a single network.

The American ModelThe United States took a different path, but the result is equally bad.

In the United States, even if a competitor wanted to challenge the incumbent, they often can’t.

Comments

Tim Fernholz / TechCrunch:

Xoople, which is developing a satellite constellation to collect earth data for training AI models, raised a $130M Series B, bringing its total funding to $225M — Space data companies have argued for years that the private sector needs their products, but the real uptake has been from government buyers.

Financial Times:

Russian cryptocurrency payment network A7 expands to Africa, as Moscow builds an alternative payments system amid western sanctions after its Ukraine invasion — Videos show A7 office in Nigeria, while company also claims new branch in Zimbabwe — A recent vacancy posted …

New Yorker:

Interviews with Sam Altman and 100+ people on if he can be trusted amid allegations of persistent lying and more: some defend him, others call him a sociopath — New interviews and closely guarded documents shed light on the persistent doubts about the head of OpenAI.

Stephen Katte / Cointelegraph:

Jack Dorsey says Apple removed his Bluetooth P2P messaging app Bitchat, used during protests in Iran and Uganda, from China's App Store following CAC's demands — Bitchat launched in July last year and has been used during protests in Madagascar, Uganda, Nepal, Indonesia and Iran …

Amrith Ramkumar / Wall Street Journal:

OpenAI unveils policy proposals for a world with superintelligence: higher capital gains taxes, a public AI investment fund, strengthened safety nets, and more — ChatGPT maker put out policy proposals so consumers benefit from rapid advancements in artificial intelligence

Kate Park / TechCrunch:

Japan, driven by labor shortages, is increasingly adopting robotics and physical AI, with a hybrid model where startups innovate and corporations provide scale — Physical AI is emerging as one of the next major industrial battlegrounds, with Japan's push driven more by necessity than anything else.

Kieran Smith / Financial Times:

Sources: companies like Palo Alto Networks and Sophos see increased demand for their ransom negotiators, as businesses seek help in talks with cybercriminals — With ransomware attacks on the rise, businesses are calling on a new class of security expert to help with high-stakes talks

Thomas Claburn / The Register:

Netflix debuts VOID, a vision-language model that can erase objects from a scene and simulate how remaining objects would behave without them — Video-language model revises how objects interact when things get removed from a scene — A new Netflix model promises to rewrite the way we make movies.

Reuters:

Indian IT giant Wipro agrees to buy Mindsprint, the IT services arm of Singapore-based Olam, for $375M, and strikes an eight-year, $1B contract with Olam — Shares of Wipro (WIPR.NS) rose as much as 3.2% on Monday after the Indian IT services firm agreed to buy the IT services business …

Wall Street Journal:

Documents: OpenAI and Anthropic have projected profitability to investors with and without training costs, and report inference costs exceeding half of revenue — Silicon Valley's hottest startups have the same challenge: funding giant computing costs — OpenAI and Anthropic …

Kunal Khullar / Tom's Hardware:

Microsoft is updating devices from Windows 11 24H2 to version 25H2 with no way to fully opt out, and says an “intelligent” ML-based system handles the rollout — Microsoft forces 25H2 rollout ahead of 24H2 end-of-support … With support for version 24H2 officially ending on October 13 …

The Information:

Sources: Sam Altman has excluded OpenAI CFO Sarah Friar from some key financial meetings; Friar began reporting to Fidji Simo instead of the CEO in August 2025 — Sam Altman has committed OpenAI to spend $600 billion in the next five years and privately said he wants to go public as soon …

Joy Dong / New York Times:

China, which dominates the global drone industry, has sharply tightened its drone use rules, as some users say they are hindering routine and lawful flights — The Chinese government tightened rules to curb what it described as illegal drone use, but some users say the changes are now restricting too many flights.

Lily Ottinger / ChinaTalk:

A deep dive into China's efforts to integrate AI into K-12 education to reduce teacher workloads, improve rural schools, and help students with disabilities — a deep dive — Pilot schools in China are already using AI to grade children's artwork, monitor their facial expressions during lectures …

Gary Marcus / Marcus on AI:

Medvi, glorified by the NYT as a two-employee startup with $1B+ in revenue, is a warning about how AI can be misused for shady business and marketing practices — AI isn't the only thing behind Medvi — On Thursday, The New York Times published a thing — and it went viral, declared as a victory for AI:

Shaurya Malwa / CoinDesk:

Drift details how suspected North Korean attackers stole $270M posing as a quant trading firm in a 6+ month operation with in-person meetings and a $1M+ deposit — Attackers posed as a trading firm, met Drift contributors in person across multiple countries, deposited $1 million of their own capital …

Lorenzo Franceschi-Bicchierai / TechCrunch:

A profile of Mikko Hyppönen, a cybersecurity veteran who pivoted from fighting malware to developing anti-drone systems for law enforcement and the military — Mikko Hyppönen is pacing back and forth on the stage, with his trademark dark blonde ponytail resting on an impeccable teal suit.

Alistair Barr / Business Insider:

TrueUp data shows over 67,000 software engineering job openings, up 30% so far in 2026 and the most in three years, with listings up about 2x since mid-2023 — Follow Alistair Barr … - A version of this story originally appeared in the BI Tech Memo newsletter. — The US jobs report on Friday was surprisingly strong.

Mia Galuppo / The Hollywood Reporter:

How Hollywood support staff are integrating AI into workflows, from mundane tasks to creative development, amid cost-cutting and workload demands — “When they say, ‘You should be using AI,’ the first thought in your head is: 'Are you asking me to teach you how to replace me with technology?'" says one studio assistant.

Jowi Morales / Tom's Hardware:

According to Microsoft Copilot Terms of Use, updated in Oct. 2025, “Copilot is for entertainment purposes only” and “Don't rely on Copilot for important advice” — These might be boilerplate disclaimers, but they kind of contradict the company's ads and marketing.

Abner Li / 9to5Google:

Samsung plans to discontinue its Messages app in the US in July 2026 and offers instructions for users on older Android versions to switch to Google Messages — Samsung has shared an “End of Service Announcement” for its Messages app in the US. Set for July 2026, Google Messages …

Financial Times:

Sources: the UK has stepped up its efforts to get Anthropic to expand in the country, including a dual listing proposal, after Anthropic's clash with the US DOD — Keir Starmer's government steps up efforts to get American AI start-up to grow its presence in Britain

Ismail Shakil / Reuters:

US commercial satellite provider Planet Labs is indefinitely withholding access to imagery of Iran and the conflict region, citing US government's request — Satellite imaging firm Planet Labs said on Saturday it will indefinitely withhold visuals of Iran and the region of conflict …

Sam Clark / Politico:

EU legislation allowing voluntary CSAM scanning by tech and social media companies expired April 3 after lawmakers failed to agree on the terms of an extension — Scanning private online spaces for child abuse material becomes illegal in Europe on Saturday.

New York Times:

A look at how some teens use popular role-playing chatbots and, for parents, the high stakes task of understanding the impact of the possibly addictive products — When Quentin was 13, he kept seeing ads on YouTube for Talkie, an app with “countless A.I.s eager to speak with you.”

Munsif Vengattil / Reuters:

How India's film industry is embracing AI, as studios use the tech to cut production time and costs, while union rules constrain its use in Hollywood — India's studios are transforming filmmaking by using AI to slash production time, cut costs and dub movies into numerous languages.

AppleInsider:

Apple reportedly signed a 3rd-party driver, by Tiny Corp, for AMD or Nvidia eGPUs for Apple Silicon Macs; it's meant for AI research, not accelerating graphics — Apple has signed a driver for AMD or Nvidia eGPUs connected to Apple Silicon but there are some big caveats, and it won't improve your graphics.

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

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

--fol…

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

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

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

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

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

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

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

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

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

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

OpenScreenOpenScreen is your free, open-source alternative to Screen Studio (sort of).

Screen Studio is an awesome product and this is definitely not a 1:1 clone.

If you need all the fancy features, your best bet is to support Screen Studio (they really do a great job, haha).

But if you just want something free (no gotchas) and open, this project does the job!

Make it executable and run:chmod +x Openscreen-Linux- * .AppImage ./Openscreen-Linux- * .AppImageYou may need to grant screen recording permissions depending on your desktop environment.

Start Codex stronger, then let OMX add better prompts, workflows, and runtime help when the work grows.

Website: https://yeachan-heo.github.io/oh-my-codex-website/Docs: Getting Started · Agents · Skills · Integrations · Demo · OpenClaw guideOMX is a workflow layer for OpenAI Codex CLI.

Start OMX strongly, clarify first when needed, approve the plan, then choose $team for coordinated parallel execution or $ralph for the persistent completion loop.

$team or $ralph — use $team for coordinated parallel execution, or $ralph when you want a persistent completion loop with one owner.

Team runtimeUse the team runtime when you specifically need durable tmux/worktree coordination, not as the default …

It's a structured, visual, example-driven guide that teaches you to use every Claude Code feature with real-world templates you can copy into your project today.

Get Started in 15 MinutesTrusted by 5,900+ Developers5,900+ GitHub stars from developers who use Claude Code dailyfrom developers who use Claude Code daily 690+ forks — teams adapting this guide for their own workflows— teams adapting this guide for their own workflows Actively maintained — synced with every Claude Code release (latest: v2.2.0, March 2026)— synced with every Claude Code release (latest: v2.2.0, March 2026) Community-driven — contributions from developers who share their real-world configurationsNot Sure Where to St…

Real-time face swap and video deepfake with a single click and only a single image.

If using a real person's face, obtain their consent and clearly label any output as a deepfake when sharing online.

Choose a source face image and a target image/video.

Select a source face image.

That's Fucking Freaky Dude... That's So Wild Dude" IShowSpeed - "Alright look look look, now look chat, we can do any face we want to look like chat"- "Alright look look look, now look chat, we can do any face we want to look like chat" TechLinked (Linus Tech Tips) - "They do a pretty good job matching poses, expression and even the lighting"- "They do a pretty good job matching poses, expression and even the light…

English | 한국어 | 中文 | 日本語 | Español | Tiếng Việt | PortuguêsFor Codex users: Check out oh-my-codex — the same orchestration experience for OpenAI Codex CLI.

Multi-agent orchestration for Claude Code.

Don't learn Claude Code.

Team mode is explicit: use /team ... or omc team ... rather than a keyword trigger.

UtilitiesProvider Advisor ( omc ask )Run local provider CLIs and save a markdown artifact under .omc/artifacts/ask/ :omc ask claude " review this migration plan " omc ask codex --prompt " identify architecture risks " omc ask gemini --prompt " propose UI polish ideas " omc ask claude --agent-prompt executor --prompt " draft implementation steps "Canonical env vars:OMC_ASK_ADVISOR_SCRIPTOM…

🎙️ 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…

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A search engine over the wiki pages is the most obvious one — at small scale the index file is enough, but as the wiki grows you want proper search.

qmd is a good option: it's a local search engine for markdown files with hybrid BM25/vector search and LLM re-ranking, all on-device.

If your LLM adds YAML frontmatter to wiki pages (tags, dates, source counts), Dataview can generate dynamic tables and lists.

If your LLM adds YAML frontmatter to wiki pages (tags, dates, source counts), Dataview can generate dynamic tables and lists.

You might not care about slide decks and just want markdown pages.

Social Media OSINTCollect and analyze open-source intelligence from social media platforms such as X (Twitter), Facebook, Instagram, TikTok, and Reddit to support OSINT...

Google Gemma 4 26B-a4b LLM model served via LM Studio API with Claude Code alias command claude-lmThe Gemma 4 model familyGoogle released Gemma 4 as a family of four models, not just one.

For context, models like Qwen 3.5 397B-A17B (~1450 Elo) and GLM-5 (~1457 Elo) need 100-600B total parameters to reach similar scores.

Google Gemma 4 model performance vs size comparisonWhat changed in LM Studio 0.4.0LM Studio has been a popular desktop app for running local models for a while.

Using Gemma 4 as a Claude Code backendThe Anthropic-compatible endpoint opens up an interesting use case: running Claude Code against a local model instead of the Anthropic API.

Running Claude Code with a local model…

🪨 Caveman Claude (19 tokens) "New object ref each render.

🗣️ Normal Claude "Sure!

🪨 Caveman Claude "Bug in auth middleware.

⭐Also by Julius BrusseeBlueprint — specification-driven development for Claude Code.

— specification-driven development for Claude Code.

Expert judgement is learnable, in the sense that people demonstrably acquire it over time.

It is also non-transmissible, in the sense that no expert can transfer their judgement to another person through explanation.

To see why, we need to be precise about what “high-dimensional” means when applied to expert knowledge, because the concept is doing all the real work.

Then, briefly, everyone agrees that expert judgement was undervalued.

Every attempt to compress them into a transmissible format destroys the information that makes them valuable.

Your developers are producing PRs faster than ever.

And writing code faster just means you arrive at "oh fuck" sooner.

Nobody circling back to check whether the feature actually solved the problem it was supposed to solve.

Faster code output in this environment just means you're spinning the "build, ship, shrug" cycle faster.

Writing code faster does precisely nothing for any of this.

Meet the third model: the Winchester Mystery House.

The Winchester Mystery HouseLocated less than 10 miles southeast from the Computer History Museum, the Winchester Mystery House is an architectural oddity.

Welcome to the Mystery HouseSteve Yegge’s Gastown is a Winchester Mystery House.

Gary Tan’s personal AI committee gstack is a Winchester Mystery House constructed mostly from Markdown.

But in reviewing the Winchester Mystery House framework, I think we can take away a few lessons.

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

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# System prompt from file apfel --system-file persona.txt " Explain TCP/IP " # Quiet mode for shell scripts result= $( apfel -q " Capital of France?

# Explain a file apfel -f main.swift " Explain what this code does " # Compare two files apfel -f before.txt -f after.txt " What are the differences? "

# Code review a git diff jj diff | apfel -f CONVENTIONS.md " Review this diff against our coding conventions " git diff HEAD~1 | apfel -f style-guide.md " Any style violations in this diff? "

# Multiple MCP servers (bring your own) apfel --mcp ./server_a.py --mcp ./server_b.py " Use both tools " # Server mode - tools auto-available to all clients apfel --serve --mcp ./mcp/calculator/server.py # …

Of course, there’s no shortage of posts claiming that AI one-shot their project or pushing back and declaring that AI is all slop.

After every large batch of generated code, I’d step back and ask “is this ugly?” Sometimes AI could clean it up.

With AI, it wasn’t a problem: the fundamentals are the same, the terminology is similar, and AI bridges the gap24.

Where AI had its costsThe addictionThere’s an uncomfortable parallel between using AI coding tools and playing slot machines28.

Of course, in some sense all of the above is also true of code I wrote a few months ago (hence the sentiment that AI code is legacy code), but AI makes the drift happen faster because you’re not building the same…

Figure 2: The relationship between conventional LLM, reasoning LLM (or reasoning model), and an LLM wrapped in an agent harness.

In the next section, I want to go more into the specifics and discuss the core components of a coding harness using my Mini Coding Agent: https://github.com/rasbt/mini-coding-agent.

Figure 4: Main harness features of a coding agent / coding harness that will be discussed in the following sections.

By the way, in this article, I use the terms “coding agent” and “coding harness” somewhat interchangeably for simplicity.

Figure 5: Minimal but fully working, from-scratch Mini Coding Agent (implemented in pure Python)Anyways, below are six main components of coding agen…

I wasn’t new to Azure, having run what is likely the longest-running production subscription of this cloud service, which launched in February 2010 as Windows Azure.

I also served as a Core OS specialist, helping Azure Core engineers diagnose deep OS issues.

That entire 122-strong org was knee-deep in impossible ruminations involving porting Windows to Linux to support their existing VM management agents.

I spent the next few days reading more about the plans, studying the current systems, and visiting old friends in Core OS, my alma mater.

His org is responsible for delivering Mariner Linux (now Azure Linux) and the trimmed-down distro running on the Overlake / Azure Boost card.

Karpathy 的个人知识库方法论：raw/ 索引源文档 → LLM 增量编译为 .md wiki → Obsidian 作为 IDE → LLM 自动维护索引和摘要（~40万词不需要 RAG）→ 查询输出回注 wiki 形成正反馈循环。

And he is entirely wrong about introspection.

Half of those ideas were themselves wrong; but "Freud was often wrong" is a very different argument from "people had no inner lives worth examining before 1910."

But you can't evaluate those claims without some account of human inner life, because human inner life is where the question of whether a life is going well actually gets answered.

Andreessen almost certainly has a rich inner life.

The practical consequences of an unexamined inner life at scale are not theoretical.

Changelog News!

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

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

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Changelog News!

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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.

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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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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!

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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!

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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.

The LeafyPod smart planter will turn even the worst plant killer into a green thumb.

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.

Extension cords are fine for smaller devices, but some appliances can be dangerous to use with them, particularly in cold weather.

Getting the best Wi-Fi performance requires strategic antenna positioning, proper router placement, and a bit of trial and error.

Between the new LG G6 OLED and last year's G5 OLED, here are the key differences to consider before upgrading.

Also: The best all-in-one computers of 2026: Expert tested and reviewedAffordability remains a major problem, though there is a solution, albeit a limited one: virtual RAM.

Although I've focused so far on the limitations of virtual RAM, virtual memory can be a genuinely helpful tool in the right circumstances.

I recommend using virtual RAM to temporarily boost the performance of lightweight machines.

Kyle Kucharski/ZDNETHow to activate virtual RAM in Windows 11If you want to enable virtual RAM in Windows 11, the process is fairly straightforward.

It functions like Windows virtual memory, temporarily moving data from RAM to the hard drive when physical memory is limited.

Apple / Google / ZDNETFollow ZDNET: Add us as a preferred source on Google.

ZDNET's key takeawaysGoogle has introduced support for Meet to Apple CarPlay.

If you use Google Meet for work, you'll soon be able to easily join your meetings on the road -- at least if you're in the Apple ecosystem.

This feature will be on by default if you have Google Meet on your iPhone.

How to join a Meet from your carTo join a meeting from your car, you will need Meet on your phone.

The pcTattletale founder escapes a custodial sentence following the first successful prosecution of a spyware maker in the U.S. for over a decade.

The company is also announcing a deal with L3Harris to build the sensors for Xoople's spacecraft.

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

A Democratic congressman had harsh criticism for Polymarket for allowing users to bet on the date the U.S. would confirm the rescue of Air Force service members shot down over Iran.

AI skeptics aren’t the only ones warning users not to unthinkingly trust models’ outputs — that’s what the AI companies say themselves in their terms of service.

We've compiled a list of friendship apps, from friend discovery platforms like BFF to event-focused ones like Timeleft.

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

On the latest episode of TechCrunch’s Equity podcast, we debated Elon Musk's vision for data centers in space.

Driven by labor shortages, Japan is pushing physical AI from pilot projects into real-world deployment.

Russia's "great crackdown" on VPNs — and a clampdown on Telegram's messaging platform — had an unintended side effect, reports Bloomberg. It "triggered the widespread banking outage seen across the country this week, Telegram's billionaire founder Pavel Durov said." "Telegram was banned in Russia, yet 65 million Russians still use it daily via VPNs," Durov said Saturday in a post on Telegram. "The government has spent years trying to ban VPNs too. Their blocking attempts just triggered a massive banking failure; cash briefly became the only payment method nationwide yesterday." Attempts on Friday to limit VPN use could have sparked the disruption affecting banking apps, The Bell and other R…

NASA's Artemis astronauts are now entering "the lunar sphere of influence," reports NBC News, "meaning the pull of the moon's gravity will become stronger than Earth's." Now as they begin their swing around the moon, the Artemis astronauts "are chasing after Apollo 13's maximum range from Earth," reports the Associated Press, hoping to beat its distance from Earth by more than 4,100 miles (6,600 kilometers). They'll begin their six-hour lunar flyby 14 hours from now (at 2:45 p.m. ET Monday). But in a space-to-earth interview Saturday with NBC News, the astronauts were already describing their first glimpses of the edge of the far side:

[NASA astronaut Christina Koch realized] it looked diff…

The Internet Bug Bounty program "has been paused for new submissions," they announced last week. Running since 2012, the program is funded by "a number of leading software companies," reports InfoWorld, "and has awarded more than $1.5m to researchers who have reported bugs " Up to now, 80% of its payouts have been for discoveries of new flaws, and 20% to support remediation efforts. But as artificial intelligence makes it easier to find bugs, that balance needs to change, HackerOne said in a statement. "AI-assisted research is expanding vulnerability discovery across the ecosystem, increasing both coverage and speed. The balance between findings and remediation capacity in open source has s…

That leak of Claude Code's source code "revealed "all kinds of juicy details," writes PC World. The more than 500,000 lines of code included: - An 'undercover mode' for Claude that allows it to make 'stealth' contributions to public code bases

- An 'always-on' agent for Claude Code

- A Tamagotchi-style 'Buddy' for Claude "But one of the stranger bits discovered in the leak is that Claude Code is actively watching our chat messages for words and phrases — including f-bombs and other curses — that serve as signs of user frustration."

Specifically, Claude Code includes a file called "userPromptKeywords.ts" with a simple pattern-matching tool called regex, which sweeps each and every message su…

Hundreds of theatres are now showing a new documentary called The AI Doc: Or How I Became An Apocaloptimist. Variety calls it "playful and heady,"edited "with a spirit of ADHD alertness." The New York Times suggests it "tries to cover so much that it ends up being more confusing than clarifying, but parts are fascinating." But the Los Angeles Times calls it an "aggravating soup of information and opinion that wants to move at the speed of machine thought." So while co-director Daniel Roher asks whether he should bring a child into a world with AI, "Perhaps more urgently, should Roher have made an AI doc that treats us like children?"

First, he parades all the safety doomers, seeming to beli…

Meet the "journalist" who "uploads press releases or analyst notes into AI tools and prompts them to spit out articles that he can edit and publish quickly," according to the Wall Street Journal. "AI-assisted stories accounted for nearly 20% of Fortune's web traffic in the second half of 2025." And most were written by 42-year-old Nick Lichtenberg, who has now written over 600 AI-assisted stories, producing "more stories in six months than any of his colleagues at Fortune delivered in a year." One Wednesday in February, he cranked out seven. "I'm a bit of a freak," Lichtenberg said... A story by Lichtenberg sometimes starts with a prompt entered into Perplexity or Google's NotebookLM, askin…

One crime ring scammed 2,000 elderly people of more than $27 million between 2021 and 2023 using tech support/bank impersonation/refund scams. "Victims were in their 70s and 80s," reports the U.S. Attorney's office for California's southern district. Victims were first told they'd received a refund (either online or via phone), but then told they'd been "over-refunded" a massive amount, and asked to return that amount. But 42-year-old Jiandong Chen just admitted Thursday in a U.S. federal court that he was involved in the fraud and money laundering via cryptocurrency — pleading guilty to two charges with maximum penalties of 40 years in prison and a $1 million fine, plus 20 years in prison …

11 days ago Apple launched device-level age restrictions in the U.K. There were some glitches, reports the blog 9to5Mac. For me, the experience was an entirely painless one, taking less than 30 seconds. All I had to do was tap a confirm and continue button, and Apple told me that the length of time I'd had an Apple account was used to confirm that I'm 18+. Others, however, experienced difficulties with the process timing out or failing to complete. We summarized some of the steps you can take to try to address this. Apple has since listed additional acceptable ways to verify your age. "You can confirm your age with a credit card, or by scanning a driver's license or one of the following PAS…

"Google has announced that it's currently testing a new feature for Chrome 148 that could speed up day-to-day browsing," reports PC World: [T]he browser can intelligently postpone the loading of certain elements. Why load all images at the start when it can instead load images as you get close to them while scrolling? Chrome and Chromium-based browsers have had built-in lazy loading support for images and iframes since 2019, but this feature would make browsers capable of lazy loading video and audio elements, too. Note, however, that this won't benefit YouTube video embeds — those are already lazy loadable since they're embedded using iframes. Actual video and audio elements are rarer but …

Plants, toads, and mushrooms "can all produce psychedelic substances," writes ScienceAlert. "And now their powers have been combined in one plant." [S]cientists have taken the genes these organisms use to make five natural psychedelics and introduced them into a tobacco plant ( Nicotiana benthamiana), which then produced all five compounds simultaneously. As interest grows in psychedelics as potential treatments for illnesses such as depression, anxiety, and PTSD, the newly developed system could offer scientists a new way to produce these compounds for research purposes... [P]rogress in this field remains limited, in part due to regulatory restrictions, underscoring the need for more resea…

"Canonical is no longer pretending that 4GB is enough," writes the blog How-to-Geek, noting Ubuntu 26.04 LTS "raises the baseline memory to 6GB, alongside a 2GHz dual-core processor, and 25GB of storage..." Ubuntu 14.04 LTS (Trusty Tahr) set the floor at 1GB — a modest ask when it launched more than a decade ago in 2014. Then came the Ubuntu 18.04 LTS (Bionic Beaver) that pushed the number to 4GB, surviving quite well in the era of 16GB being considered standard for mid-range laptops.... Ubuntu's new minimum requirement lands in an interesting spot when compared against Windows 11. Microsoft's operating system requires just 4GB RAM, although real-world usage often tells a different story. U…

Я шарю скилл несколько раз, самое время кинуть в пост

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

Кидать референсы

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

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

Есть работа с текстом

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

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

Скилл и объяснение от опенаи

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

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

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

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

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

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…

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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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Sensofusion, a Helsinki-based DefenceTech company specialising in anti-drone systems, has acquired Finnish aircraft manufacturer Atol Aviation and launched Sensofusion Aviation.

The company’s flagship product is called Airfence, which is a passive drone detection system that provides real-time locations of drones and their pilots.

Founded in 2021, Atol Aviation (Scandinavian Seaplanes Oy) is an aircraft manufacturer with historic ties to Finnish aviation.

“This is a great step forward for Atol Aviation.

Both companies design and manufacture demanding products in Finland using Finnish engineering expertise,” said Anssi Rekula, founder and CEO of Atol Aviation.

“The capital will primarily be used to industrialise Magnax’s axial flux motor portfolio and support high-volume production.

The company states that axial flux technology offers numerous advantages over traditional radial flux electric PM motors.

It highlights that its yokeless axial flux motor technology uses a pancake-shaped, space-efficient design topology.

“The capital will primarily be used to industrialise Magnax’s axial flux motor portfolio and support high-volume production.

With Foxconn’s manufacturing scale and industrial ecosystem, Magnax gains the operational foundation required to deploy axial flux motor technology across global markets.

PENEMUE, a Freiburg-based startup developing AI solutions to detect and combat online hate speech, digital violence, and disinformation, has secured over €1.7 million in funding.

The round includes TION Health, Beyond Tomorrow, 4seedimpact, zigzag, Berlin Angel Fund, CGS Consulting and Beteiligungs GmbH, RLM Beteiligungs GmbH, ILG Group, as well as notable business angels, including prominent investors from encourageventures e.V., Black Forest Business Angels, and Business Angels Mitteldeutschland (BAM!)

Founded in 2023 by Jonas Navid Mehrabanian Al-Nemri, Marlon Lückert, and Egetemeye, PENEMUE is on a mission to make digital communication safer by protecting individuals and organisations f…

Wearable Robotics, a Pisa-based startup specialising in wearable robotics for neuromotor rehabilitation, has closed a €5 million Series A round to accelerate global expansion and bring its technologies to key markets.

Our goal is to bring increasingly advanced and modular wearable robotics solutions, capable of generating a concrete impact along the entire rehabilitation continuum,” said Lucia Lencioni, CEO of Wearable Robotics.

Founded in 2014, Wearable Robotics was founded as a spin-off of the Scuola Superiore Sant’Anna, an internationally recognised centre of expertise in the field of wearable robotics.

Wearable Robotics’ industrial division is called NEXUM Industry, which develops exosk…

Brilliance, an Enschede-based startup, has raised €6 million to accelerate the development of its integrated RGB laser chip technology, enabling next-generation Augmented Reality (AR) displays.

The round was led by Cottonwood Technology Fund, with participation from existing investors like PhotonVentures, Oost NL, PhotiX, and other co-investors.

Our goal is to bring scalable RGB laser chips to applications where size, efficiency and integration are critical for everyday use,” said Tim Tiek, CEO of Brilliance.

Founded in 2023 by Tiek and Douwe Geuzebroek (CTO), Brilliance manufactures and develops laser chips for AR by using photonic technologies.

Its miniature photonic laser chips enable co…

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Omniscient, a Paris-based decision intelligence platform built for boards and senior executives, has raised €3.5 million ($4.1 million) in pre-Seed funding to make key engineering hires, further develop the product, and then scale commercial rollout.

Arnaud d’Estienne, CEO and co-founder of Omniscient, said, “Across dozens of engagements at McKinsey, the same pattern kept emerging.

The cost of that gap – in missed signals, missed opportunities, damaged reputations, and reactive crisis management – is enormous.

The C-suite deserves better than yesterday’s news.”Founded in 2024 by d’Estienne and Mehdi Benseghir, Omniscient provides AI-powered intelligence to organisations, assisting them in m…

We are excited to announce that Dr Florian Kandler, founder of GetFunding.how, will join the EU-Startups Summit 2026 on May 7-8 in sunny Malta.

Florian brings deep experience in startup fundraising, investor communications, and founder education.

Since 2016, Florian has focused full-time on helping entrepreneurs become investor-ready and raise capital with more structure, clarity, and confidence.

At the Summit, Florian will deliver a talk titled “Fundraising Secrets: Strategies, FOMO and Follow-Ups that win over Investors”.

The IONOS Cloud Start-up Program provides young companies with up to €100,000 in cloud credits for up to five years after their founding.

Generare, a Paris-based BioTech startup generating novel, high-quality molecular data for drug development by decoding microbial genomes, has raised €20 million in Series A funding to increase its drug discovery compound library, grow its team and scale its discovery platform.

It reads microbial genomes, expresses their silent chemistry, and generates the novel, high-quality molecular data that drug development has been missing.

“While techbio is accelerating drug discovery, Generare is pushing it further, reopening nature’s pharmacy at industrial scale.

In just three years, Generare claims that it has become the leading platform producing more evolution-based molecular data than any other.…

This week on the EU-Startups Podcast, we sit down with Rupa Popat, founder of Arāya Ventures, an early-stage venture capital firm backing ambitious founders building the next generation of impactful, technology-driven companies.

With a strong focus on underrepresented entrepreneurs and emerging sectors such as AI and healthtech, Arāya Ventures is working to reshape how capital is allocated at the earliest stages.

Rupa brings a clear and outspoken perspective on the structural gaps within venture capital, particularly the persistent underfunding of diverse founders.

Emerging opportunities at the intersection of Health x AI, including preventative care, precision medicine, and FemTech.

How Ar…

In response, European initiatives like TrustChain have been working to develop more secure, decentralised, and human-centric digital infrastructure aligned with European values.

Now, following three years of work under the EU’s Next Generation Internet initiative, the launch of the TrustChain Open-Source Software Foundation aims to carry these efforts forward.

Built for long-term sustainabilityThe TrustChain Foundation is structured to ensure financial and operational sustainability through diversified revenue streams, including sponsorships, donations, service-based income, and strategic collaborations with ecosystems such as Tezos.

The TrustChain solutions catalogueFrom digital identity f…

Covalo, a Zurich-based ingredients discovery and data platform for the personal care industry, today announced a €3.5 million Seed extension to support its transition from a marketplace to the industry’s reliable data infrastructure.

According to the company, innovation in personal care relies on ingredient data – yet that data remains dispersed across organisations, systems, and formats.

Much of this inefficiency stems from how information is managed and shared throughout the product lifecycle; product data is the one data that flows across the entire process.

With its neutral platform, Covalo aims to enable the personal care ecosystem to operate more efficiently and prepare it for future …

Evidence shows cognitive health is quietly deteriorating at scale, with rising burnout, brain fog, and attention and memory issues, especially among younger generations.

Our environments and technologies now place unprecedented demands on the brain, but we lack everyday ways to detect early change or protect long-term cognitive health.

These signatures can be applied to enhance the measurement of brain activity in real-world, daily situations.

Connectome’s first product tackles this by personalising brain measurement, monitoring brain activity multiple times over a period to establish an individual baseline rather than relying on single measurements.

By integrating brain data with daily lif…

Last week, we tracked more than 60 tech funding deals worth over €1.2 billion, and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

📊 The top three industries that raised the most were artificial intelligence (€733.5 million), fintech (€232.6 million), and food (€73.7 million).

Regionally, 🇫🇷 France took first place (€808.2 million), followed by 🇬🇧 the UK (€227.7 million) and 🇩🇪 Germany (€79.3 million).

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

This week, we tracked more than 60 tech funding deals worth over €1.2 billion and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

Alongside the week’s top funding rounds, we’ve highlighted key industry developments, as well as notable trends in European venture activity, investor moves and emerging sectors shaping the current funding landscape.

This week we shared the announcement of 🎤 new speakers for the 🇬🇧 Tech.eu Summit London 2026, taking place on 21–22 April at the Queen Elizabeth II Centre in London, featuring senior leaders, founders, and investors from leading organisations shaping technology across Europe and beyond.

If email is more your thing, yo…

Wearable Robotics, an Italy-based company developing wearable robotics for neuromotor rehabilitation, has raised €5 million in a Series A funding round to support international expansion and product development.

The company develops rehabilitation solutions that combine wearable robotics with augmented and virtual reality technologies, aiming to improve neuromotor recovery and support activities of daily living.

Building on this foundation, Wearable Robotics is focused on expanding its product portfolio with modular and integrable robotic solutions that extend applications across additional rehabilitation areas.

This includes the development of new partnerships and entry into key regions, p…

Paris-based Omniscient, a decision intelligence platform for boards and senior executives, has raised $4.1 million in pre-seed funding.

As corporate reputation continues to represent a significant share of enterprise value, organisations face growing challenges from fragmented data sources, reactive workflows, and the limitations of manual monitoring.

Founded by Arnaud d’Estienne and Mehdi Benseghir, both former McKinsey consultants, Omniscient aims to address these challenges by providing a unified intelligence layer for senior leadership.

It gives executive teams the intelligence they need, and frees the operational teams around them to focus on what actually moves the needle, rather than…

Generare, a Paris-based biotechnology company focused on generating molecular data for drug development, has raised €20 million in a Series A funding round.

Drug discovery has historically been constrained to a relatively narrow chemical space, largely due to limited data availability beyond it.

By decoding previously unexplored biological data, it aims to expand the chemical space available for drug discovery and address long-standing limitations in access to high-quality molecular data.

According to co-founder and CEO Vandenesch, the lack of novel, high-quality molecular data remains a key constraint in drug discovery, limiting the effectiveness of existing approaches and models.

The fund…

Covalo, a Switzerland-based platform for ingredient discovery and data management in the personal care industry, has raised €3.5 million in a funding extension.

Covalo provides a platform that connects suppliers and brands through structured, standardised data flows, replacing manual processes such as emails, spreadsheets, and PDFs.

By integrating directly with suppliers’ product information management systems and brands’ internal workflows, it enables real-time updates and more efficient data exchange across the product lifecycle.

The platform is used by a broad network of suppliers and brands across the personal care ecosystem and works with industry organisations to support data integrat…

Former managers at Belgian legaltech scale-up Henchman are launching Backbone, an AI platform for real-time quality and compliance management in the food industry, with Seed funding from 100IN.

Backbone consolidates fragmented data, from supplier documents to lab results, giving quality managers the tools to detect risks before they reach production.

A recipe change at a food manufacturer triggers an immediate cascade of quality checks.

Without real-time visibility, mismatches can go undetected until a product is already in production or worse, on the shelf.

Backbone's founders estimate that poor quality costs the food sector up to 15 per cent of revenue, excluding reputational damages.

The flagship fund of a UK government-backed initiative addressing the shortage of equity capital for women in the UK who are building businesses has reached a £130m first close of the fund, it said today.

The “Women Backing Women” fund is aiming to raise £250m in total to invest in female fund managers to back female-led businesses.

The initiative is a key part of the UK government-backed Women Taskforce, aimed at addressing the long-standing challenge of women struggling to secure investment capital.

Today, Bootstrap4F, which is managing the fund of funds, said it had reached the £130m first close of its £250m raise, with investment from Barclays, the British Business Bank, M&G and Nationw…

Press aggregation platform Cafeyn Group is acquiring Readly’s non-Nordic operations, marking a significant step forward in its European expansion.

Cafeyn offers unlimited access to over 2,000 national and international titles across multiple formats and devices, while Readly provides a single subscription that gives users access to over 8,000 magazines and newspapers.

Following the transaction, Cafeyn will serve more than 2.5 million users and generate combined revenues of nearly €100 million, significantly strengthening its scale and position across Europe.

Readly’s Nordic operations remain owned and operated by Bonnier News, while activities outside the Nordic countries (notably in German…

Today, Moldovan game development studio Paparuda Studio secured an investment of over €210,000 (4 million MDL) to develop its first internationally targeted video game, marking a new step in the country’s transition toward high-value digital industries.

Paparuda Studio is also exploring partnerships with internationally recognised publishers such as Devolver Digital and Team17, aiming to secure additional financing and global distribution opportunities.

“For us, game development is not only about creating games, but also about building a community and contributing to the development of a strong local industry.

We aim to create products that can compete globally,” said Victor Marchitan, co-f…

Italy’s tech funding landscape in 2025 appears larger and more mature, but also highly concentrated.

Total funding of around €2.5 billion is driven by a small number of very large rounds, while most deals remain relatively small, indicating a broad early-stage base but limited late-stage depth.

A significant share of funding comes from debt, suggesting that more mature companies are increasingly accessing structured and non-dilutive capital.

Cybersecurity stands out for attracting larger rounds, fintech remains highly active, and healthcare continues to show steady growth.

Robotics and deeptech indicate increasing confidence in capital-intensive innovation, while cleantech is still developi…

According to Soner:“Basically, our main focus is data control and data ownership.

Of the big themes — data monetisation, regulation, and AI — he believes AI is the most promising for helping businesses understand the importance of the data layer and data control.

“Before that, it was really hard to market concepts like privacy, data ownership, and data control.

The missing layer in Europe’s AI debateSo what are we talking about when we talk about a sovereign data layer?

But because everyone is afraid of missing out on AI, they focus on the exciting parts and ignore the “boring” ones: data control, data cleaning, and organisation-wide tracking strategies.

Following our previous announcements, we are excited to unveil a new group of confirmed speakers for the Tech.eu Summit London 2026. The event will take place on 21–22 April 2026 at the Queen Elizabet...

Tallinn-basedPickmybrain, a startup developing AI-powered “Digital Brains” for professionalsand public figures, has raised $2.1 million in a pre-seed funding round backedby business angels, Raison.app...

Finnish developer of continuous metals monitoring technology, Sensmet, has received a €1.5m investment from EIT RawMaterials to help secure the supply of critical and strategically important raw mater...

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

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

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

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

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

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

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

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

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

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

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

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

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

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