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Welcome to the Atlas of Arda, a project aimed at celebrating Tolkien's incredible work through hand-drawn cartography, artwork and illustrations that act as a reference to dive deeper into the beautiful world Tolkien created.

​​​A new map is released every month.

The UK avoided the need for gas imports worth £1bn in March 2026 thanks to record electricity generation from wind and solar, reveals Carbon Brief analysis.

Wind generation hit a new record for the month of March on the island of Great Britain, up 38% year-on-year, while solar nearly matched the output of last year’s exceptionally sunny spring.

Together, wind and solar generated 11 terawatt hours (TWh) of electricity in March 2026, up a combined 28% and setting a new record for the month, as shown in the figure below.

This record wind and solar output avoided the need to import 21TWh of gas – roughly 18 fully loaded tankers of liquified natural gas (LNG) – which would have cost around £1bn …

Pion HandoffCreate WebRTC session in the browser—run it somewhere elseWhyWebRTC is the real-time communication technology used for real-time media streaming.

With Handoff you create your WebRTC session in the browser, but then move it to a process you control.

Reverse Engineer - Capture ICE/DTLS and decrypted RTP/RTCP/SCTP trafficsequenceDiagram participant Handoff participant Browser participant Website Browser->>Website: Authenticate and use the site normally Website->>Browser: WebRTC Signaling Note over Browser: WebRTC API is mocked Browser->>Handoff: Forward Signaling Handoff->>Website: Establish WebRTC session LoadingUsageSee examples directory.

ExampleBelow is an example of sending a …

Artificial intelligence chatbots are standardizing how people speak, write and think.

However, cognitive diversity is shrinking worldwide as billions of people are using the same handful of AI chatbots for an increasing number of tasks, they add.

“Even if people are not the firsthand users of LLMs, LLMs are still going to affect them indirectly,” says Sourati.

LLMs also favor linear modes of reasoning such as “chain-of-thought reasoning,” which requires models to show step-by-step reasoning.

The researchers say that AI developers should intentionally incorporate diversity in language, perspectives and reasoning into their models.

Open SourceYour files, Your cloud,Your rules.

Upload, organize, and share files from your own infrastructure.

Bring your own storage — local disk, S3, R2, or Vercel Blob.

One env var to switch.

Full type-safe API with tRPC.

DeiMOS is one such program, targeting the MOS 6502.

For a program of length 4, there are 256^4 possible programs, or about 4 billion of them.

For the naïve implementation, this would have been easy: just split the space of possible programs into chunks, and let each core calculate their part.

Before we even start our superoptimizer, we know that there are a whole lot of 6502 instructions that aren't going to be useful for the task.

What happens if you've got a branch instruction that jumps into the second or third byte of a longer instruction?

I made a laptop stand out of solid concrete, in the style of brutalist architecture, with themes of urbex and urban decayI am a great lover of brutalist architecture.

I’ve made a laptop stand, to help me hack in true brutalist style.

It has the characteristic beton brut (raw concrete) surface texture, and is quite possibly the heaviest laptop stand in the world.

Plant Pot#Integral plant pot is a tin set into the concreteThe plant pot is made of a ghee tin.

I’m delighted with my laptop stand, even if the aesthetic isn’t to everyone’s taste.

Why did this happen?

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

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

Fine alignment, drift compensation, manual gyro torque: all blocked.

He tries V41, the manual gyro torque verb.

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

TUBE QUIZGuess the Tube LineEach London Underground line has its own distinctive sound.

Can you tell them apart?

Loading...Start Quiz10 questions • Listen & guess

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The console chip acted as the master (CONF=1), the cartridge chip as the slave (CONF=0).

The console chip drove the clock and continuously compared the cartridge chip’s output against its own expected sequence.

If the sequences diverged at any point, the console chip pulled the reset line low, causing the reset (and blinking screen).

A more fundamental hardware attack followed in 2011: the Reset Glitch Hack (RGH), developed by GliGli and Tiros.

I hope you enjoyed this journey through the history of video game console security — I certainly had fun writing it.

In my own experience, it’s not particularly often that you find yourself asking your email provider to blackhole your primary, personal email address.

The early 2000s were challenging for email, thanks to the emergence of highly-transmissable email worms.

At this point I was onto my fourth official CS map - Dust 2 - which meant at least 4 mentions of my personal email address in every CS installation.

All contributors to CS had their email listed somewhere in every single installation of the most popular multiplayer FPS of the time, a title primarily installed onto internet-connected computers, during a period of highly virulent email worms that spread exclusively via the internet.

I’d be c…

The Data Drop #043 Every GPUThat Mattered 49 graphics cards.

49 GPUs 30 Years 92B Transistors (peak) Launch price 2025 dollars ScrollThe Timeline Swipe through 30 years of graphics cards.

GPU 1 GPU 2 vsThe Evolution Every GPU plotted by year and transistor count.

NVIDIA NVIDIA AMD / ATI AMD / ATI 3dfx 3dfx Intel IntelWhat Gamers Actually Use Steam Hardware Survey, March 2026The flagship costs $1,999.

The most popular card costs $329.

Apple appears to be quietly updating some apps, based on curious new update notes that have appeared on the App Store.

Over the last week, some app updates have included notes that suggest the update is coming from Apple rather than an app developer.

It's not clear what functionality Apple is improving with each app update, if any.

One developer on Reddit said that Apple inserted the text into an app update that had the same version number and content as a prior update.

When analyzing the code of one of the apps that received an Apple update, MacRumors could not find what had changed.

Comments

300 synths, 3 hardware projects, and one appMIDI Guide, the open, "comprehensive" MIDI CC & NRPN dataset, has far outgrown its original purpose.

Recently, I merged in the work of a first-time contributor, putting MIDI Guide's dataset over 300 instruments.

Wouldn't it be nice, we thought, if an iPad app could do that, for multiple synths at once?

As for monetization, the App Store was just then getting serious about subscriptions, and music app customers were NOT having it.

The tempo of the repo had increased; we were hearing of more hardware and software projects using the dataset.

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

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

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

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Frustrations aside, we’re having a hard time figuring out what to think about this whole ‘Heroku thing’.

Speaking of specific phrases, what exactly is a “sustaining engineering” model?

“Sustaining engineering” feels like the embodiment of all three of those.

If Heroku is going into maintenance mode, cool — the platform is pretty great and if it never improved again, there’s still many years of life in it.

Again, this is coming from a (small) team of people who have loved and hosted on Heroku nearly as long as Heroku has existed.

A Conversation with Paul Masurel, Creator of TantivyBy James Blackwood-Sewell on April 2, 2026For most of its history, full-text search has been synonymous with one library: Apache Lucene.

Then in 2017, a Rust library called Tantivy appeared on GitHub.

After creating Tantivy, Paul co-founded Quickwit in 2020 to build a cloud-native log search engine on top of it.

For this reason, I wanted Tantivy to be small and modular as opposed to featureful.

Was it difficult to secure a commitment to keep Tantivy and Quickwit open source?

Plan 9 is a Uniquely Complete Operating SystemA large contributor to the "feel" of an Operating System comes from the software it chooses to include by default.

Plan 9 is unique in this sense that everything the system needs is covered by the base install.

In general the system becomes somewhat isolated from the general flow of software outside of it.

Some examples I'm fond of:Specifically because of this design, Plan 9 becomes an excellent learning resource for anything that it supports.

In these regards I do think that Plan 9 is a truly unique collection of software.

I thought it'd be a good time to continue on the same theme as my previous two articles The Coming AI Compute Crunch and Is the AI Compute Crunch Here?

compute starved.

OpenAI's Thibault Sottiaux (head of the Codex team) also tweeted recently that AI companies are going through a phase of demand outstripping supply:It's been rumoured - and indeed in my opinion highly likely given how compute intensive video generation is - that Sora was shut down to free up compute for other tasks.

I believe the next 18-24 months are going to be defined by compute shortages.

Eventually you incentivise it enough that you max out your compute 24/7.

Provider Cache Server used for fetching outputs from dependenciesThe Provider Cache Server is now used when fetching outputs from dependencies, improving performance of output resolution for users using the provider cache server.

Retries added for registry timeouts in provider cache serverThe Provider Cache Server will now perform automatic retries on timeouts to OpenTofu/Terraform provider registries.

Provider Cache Server integration with custom registries fixedThe Provider Cache Server now properly integrates with custom registries.

Absolute URLs in registry self-discovery integration with Provider Cache Server FixedWhen using the Provider Cache Server in conjunction with a remote regist…

For example on float16_t using RU rounding :float16_t x, y, z; x = 65504 ; y = 1 ; fesetround(FE_UPWARD); z = x + y; cout << x << " + " << y << " = " << z << endl;Would result in :65504 + 1 = infSimilarly :float16_t x, y, z; x = - 65504 ; y = 1 ; fesetround(FE_DOWNWARD); z = x - y; cout << x << " - " << y << " = " << z << endl;Would round down to \(-\infty\) :-65504 - 1 = -infConjunctly these definitions imply that operations using the RU will never reach \(-\infty\) and operations using RD will never reach \(+\infty\).

Here is this relationship in effect:float16_t x, y; x = NAN; y = 1.0 ; cout << "x =/= x: " << ((x = x) ?

"true" : "false" ) << endl; cout << "x > x: " << ((x > x) ?

"true" :…

OpenSSH Post-Quantum CryptographyOpenSSH supports a number of cryptographic key agreement algorithms considered to be safe against attacks from quantum computers.

OpenSSH has offered post-quantum key agreement (KexAlgorithms) by default since release 9.0 (April 2022), initially via the sntrup761x25519-sha512 algorithm.

More recently, in OpenSSH 9.9, we have added a second post-quantum key agreement mlkem768x25519-sha256 and it was made the new default scheme in OpenSSH 10.0 (April 2025).

To encourage migration to these stronger algorithms, OpenSSH 10.1 will warn the user when a non post-quantum key agreement scheme is selected, with the following message:** WARNING: connection is not using …

In this case, the idea is vibe coding, where you make a point of literally making no contribution to what’s going on under the hood, not even looking at it.

You could argue that that other humans, not on the development team, did all that foundational work and your team are doing pure vibe coding.

So pure vibe coding is a myth.

Again, it’s vibe coding.

That wouldn’t even be a big violation of the vibe coding concept.

LLMs don’t have that, so they instead needs lots and lots of human speech to work with.

But most importantly, pretty much all LLM companies big and small scrape the web.

But then came the LLM companies, and lots of them, always fiercely competing to get as much data, as quickly as possible.

So the LLM companies are buying hard, and hardware manufacturers are diverting their production away from the less profitable consumer hardware.

And let’s be honest: the LLM companies are entirely unsustainable, and I’m talking about money here.

The reaction from developers was immediate:Now Cursor feels more like an Agent Orchestrator than an IDE.

The interface worth optimizing is the one that helps you direct, monitor, and review agents - not the one that helps you type faster.

But the repeated patterns (parallel workspaces, diff-first review, task state, background execution, lifecycle integration) are precisely what “death of the IDE” proponents mean when they talk about a center-of-gravity shift.

That sounds like an improvement until you’re staring at twelve diffs from twelve parallel agents at the end of the day.

What survives: the IDE, the control plane, or bothA clear reading of the landscape is that “death of the IDE” is d…

Individual resistance without mutual aid is burnout with a backstory.

A thing he claims is that anarchist society already exists everywhere, like “a seed beneath the snow.” The informal, self-organizing networks that people build to take care of each other aren’t a fallback for when institutions fail.

The landsmanshaftn didn’t organize because they had a theory of mutual aid.

It was the recognition that mutual aid isn’t only strategy.

They’re the seed beneath the snow.

Katie Drummond / Wired:

Q&A with UpScrolled founder Issam Hijazi, who says the non-algorithmic social app hit 5M users, mainstream apps were censoring pro-Palestinian content, and more — Issam Hijazi launched UpScrolled after users alleged censorship on other platforms. Nine months later, its user base is soaring …

Alex Weprin / The Hollywood Reporter:

Kalshi signs a deal with Fox Corp. to integrate its forecasts into Fox News, Fox Business Network, Fox One, and Fox Weather, following deals with CNN and CNBC — The prediction market already has deals with CNN and CNBC. — The biggest prediction market in the U.S. is teaming up with the biggest TV news channel in the U.S.

Mark Bergen / Bloomberg:

Google is updating Gemini to add a UI that triggers support hotline referrals and a “help is available” module when chats indicate potential crises like suicide — Alphabet Inc.'s Google plans to introduce new mental health support features for its Gemini chatbot as the company and rivals …

Kate Knibbs / Wired:

The US IRS is yet to issue guidelines on whether prediction market gains should be taxed as derivatives, gambling winnings, or income, worrying accountants — Americans flocked to prediction markets last year. Now, it's time to pay taxes on winnings. How do you do that? Great question.

New York Times:

Analysis: Gemini 3-based AI Overviews are accurate ~90% of the time, meaning across 5T searches per year, tens of millions of answers are erroneous every hour — The company's A.I.-generated answers look authoritative, but they draw on an array of sources, from trustworthy sites to Facebook posts.

Stacy Cowley / New York Times:

The US Treasury says Robinhood and BNY will work with the federal government to handle tax-sheltered “Trump Accounts” for children when they launch this summer — The new tax-sheltered savings and investment accounts will start accepting deposits this summer.

Austin Carr / Bloomberg:

MLB rolls out “robot umps”, or an Automated Ball-Strike System, using Sony-made advanced cameras to help officiate games, but it often validates human umpires — The automated ball-strike system has often validated the judgement of the human umpires … Tech Across the Globe

Financial Times:

South Korea is deploying thousands of ChatGPT-enabled social care robots to help elderly people; over-65s now account for ~20% of the country's 51M people — South Korea's strained social care system turns to ChatGPT-enabled devices as population ages — NEW

Daniel Kuhn / The Block:

Polymarket plans to launch the CTF Exchange V2 upgrade within the next three weeks, including a rebuilt trading engine and a native, USDC-backed USD stablecoin — Quick Take — Polymarket noted the upgrade is its “biggest infrastructure change since launch,” and will include …

Jyoti Mann / The Information:

Sources: Meta has an internal leaderboard dubbed “Claudeonomics” where employees compete on AI-token usage and earn rewards like “Token Legend” status — Employees at Meta Platforms who want to show off their AI superuser chops are competing on an internal leaderboard for status as a …

Sophie Shulman / CTech:

Israel-based Q-Factor, which is developing a quantum computer based on neutral atom technology, emerges from stealth with a $24M seed led by NFX and TPY Capital — Intel Capital-backed startup, founded by scientists from Weizmann and Technion, aims to move beyond current qubit constraints with neutral atom technology.

Filippo Valsorda:

A cryptography engineer calls for urgent rollout of post-quantum cryptography schemes, saying the risk of inaction is now unacceptable, after Google's warning — My position on the urgency of rolling out quantum-resistant cryptography has changed compared to just a few months ago.

OpenAI:

OpenAI announces a Safety Fellowship program for external researchers, engineers, and practitioners to study the safety and alignment of advanced AI systems — A pilot program to support independent safety and alignment research and develop the next generation of talent

Mia Sato / The Verge:

A look at the gold rush for firms claiming to help brands get cited by AI search tools, via tactics like hiding instructions behind “Summarize with AI” buttons — Let's pretend you work in IT and you're looking for a new digital service desk platform to help your employees reset passwords or onboard new hires.

Reuters:

A Taiwan intelligence report to lawmakers says China is targeting Taiwan to obtain its chip manufacturing tech and talent to break through global “containment” — China is targeting Taiwan to obtain its advanced chip manufacturing technology and talent as a way of breaking through international …

Anna Nicolaou / Financial Times:

Sources: AI music startup Suno's licensing talks with UMG and Sony have stalled; labels argue that AI tools like Suno rely on human-made music and should pay — One executive says there is ‘no path’ towards licensing deal under current proposal — Talks over licensing deals between …

Jaspreet Singh / Reuters:

Oracle reinstates the CFO role, appointing Hilary Maxson after Safra Catz became principal financial officer in 2014, amid investor scrutiny over AI spending — Oracle (ORCL.N) on Monday named Hilary Maxson as its chief financial officer, tapping an executive with deep experience in infrastructure …

William Langley / Financial Times:

A look at Tencent-backed Even Realities, which makes $600 G2 smartglasses with no camera; Omdia says AI smartglasses shipments grew 322% YoY to 8.7M in 2025 — Shenzhen-based Even Realities pitches itself as a premium alternative that does not harvest user data

Nikkei Asia:

Sources: Apple is facing issues in the test phase of its foldable iPhone that are taking longer than expected to resolve, potentially delaying mass production — TAIPEI — Apple is encountering setbacks in the engineering test phase of its first ever foldable iPhone, which could lead to delays …

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

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

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

import cv2 import supervision as sv image = cv2 .

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

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

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

--fol…

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

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

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

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

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

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

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

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

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

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

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…

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Built a ~9M param LLM from scratch to understand how they actually work.

Vanilla transformer, 60K synthetic conversations, ~130 lines of PyTorch.

Trains in 5 min on a free Colab T4.

The fish thinks the meaning of life is food.

Fork it and swap the personality for your own character.

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.

Improve your search results with advanced search prefixes.

Search with YouTube Google VideoClear Play AllNo results foundTry adjusting your search terms or filters

terminal spreadsheet application made with bubbletea

Advice to Young People, The Lies I Tell Myself¶I'm really not qualified to give advice.

If you don't believe in yourself, believe in me that believes in you.

I don't think I'm a leader at any of these things, but I do think I'm elite at learning.

Public Speaking¶People don't believe this, but my talk at the AI Summit was actually my first public speaking experience.

If I went to the gym alone, I would just think, "Wow, people must think I'm so weak.

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.

In Germany, you are in a somewhat similar situation to the United States.

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.

ff6347 starred arman-bd/guppylm

Update: Since this was published, the lovely internet community has let me know we were missing two Copilots: Since this was published, the lovely internet community has let me know we were missing two Copilots: Gaming Copilot and Microsoft Dragon Copilot (🤦‍♀️).

The chart has been updated and I'll continue to update it as Microsoft continues to Copilot.

A few weeks ago, I tried to explain to someone what Microsoft Copilot is.

I couldn’t… because the name ‘Copilot’ now refers to at least 75 different things.

All named ‘Copilot’.

My position on the urgency of rolling out quantum-resistant cryptography has changed compared to just a few months ago.

I’ll be honest, I don’t actually know what all the physics in those papers means.

Heather Adkins and Sophie Schmieg are telling us that “quantum frontiers may be closer than they appear” and that 2029 is their deadline.

Put another way, even if the most likely outcome was no CRQC in our lifetimes, that would be completely irrelevant, because our users don’t want just better-than-even odds of being secure.

In symmetric encryption, we don’t need to do anything, thankfully.

# 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 # …

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.

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

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…

Changelog News!

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

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Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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Changelog News!

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

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

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 LG G6 and Samsung S95H are two premium-grade OLED TVs with excellent picture and sound, but which is the better buy?

ZDNET's key takeawaysAndroid Auto's Custom Assistant is an underutilized shortcut.

Android Auto is a highly convenient, albeit underused, feature available in most modern cars.

Even if your vehicle doesn't support it natively, you can buy an inexpensive Android Auto display and enjoy your phone's features safely while driving.

On your Android phone, open the Android Auto settings.

Also: Your Android Auto just got 5 useful upgrades for free - and Google isn't doneSince these shortcuts are tied to your Google account, not your car or Android Auto display, they'll be available in any vehicle where you use Android Auto.

Samsung's 2026 TV lineup will feature built-in support for Google Cast, but with the latest firmware, models as far back as 2024 will also get an update.

To help you find the right one, here are our top picks for the best Android phones in every category.

Review: Samsung Galaxy Z Fold 7 Who it's for: I often recommend the Samsung Galaxy Z Fold over other foldables because of Samsung's feature-rich approach to software.

Review: Samsung Galaxy Z Fold 7 Who it's for: I often recommend the Samsung Galaxy Z Fold over other foldables because of Samsung's feature-rich approach to software.

In our February update, we added the OnePlus 15 as a top pick for the best Android phone for battery life.

In our August update, we refreshed the latest news information regarding the Pixel 10 series launch, and we have updated the list with the Pixel 10 Pro XL a…

ZDNET's key takeawaysGemini is now widely available in Android Auto.

Over the weekend, I noticed my Android Auto had updated to include Gemini.

Also: Your Android Auto just got 5 useful upgrades for free - and Google isn't doneHere are some of the best ways I'm using the new Gemini integration.

Gemini, through Android Auto, was able to add things to my Keep lists and add things to my Calendar.

If, like me, you haven't really embraced Gemini yet, Android Auto might just be your ticket in.

ZDNET's key takeawaysMicrosoft is forcing eligible Windows 11 PCs to update to 25H2.

In a recent status update, the software giant said that all eligible computers running the Home and Pro editions of Windows 11 24H2 will automatically receive the 25H2 update.

Support for Windows 11 24H2 ends on October 13, so that version will no longer receive security patches beyond that date.

The mandatory update applies only to individual PCs running Windows 11 Home or Pro.

Also: Windows 11 Home vs. Windows 11 Pro: I found the differences that truly matterTo see if your PC qualifies, head to Settings, select Windows Update, and click the button to check for updates.

Designed for travel, the TP-Link Roam 7 provides fast, private networks in public spaces.

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.

It seems like years since I last installed Peppermint Linux.

After testing the latest release of Peppermint Linux, I can attest to that claim.

It's bare bones but readyMy new take on Peppermint Linux is that it's a Linux distribution anyone can use and make their own.

Peppermint OS (aka Peppermint Linux, aka Pep) comes with the bare minimum of software installed.

I really do want to say that Peppermint OS is a great option for those who are new to Linux.

Also: Samsung Galaxy S26 vs. S26 Plus vs. S26 Ultra: I compared every model to help you decideAs much as I want Qi2 magnets, bigger camera sensors, and more battery capacity, the Galaxy S26 Ultra is a well-rounded flagship.

But is the Samsung Galaxy S26 Ultra one of the best phone experiences available right now?

The Galaxy S26 Ultra is thinner and lighter but not considerably easier to hold than the Galaxy S25 Ultra.

Also: Samsung Galaxy S24 Ultra vs. S26 Ultra: Should you upgrade to the latest model after two years?

ZDNET's buying adviceThe Samsung Galaxy S26 Ultra is one of the best all-around flagship phones that you can buy right now.

The defense aviation startup is coming off two successful flight demonstrations, and with the next one, it's aiming to go supersonic.

Spotify will now allow users to input natural language prompts to create podcast playlist.

Rocket's new AI platform combines strategy, product building, and competitive intelligence, aiming to move beyond code generation.

The program invites creators to create original content with Picsart tools for a specific campaign, share it on their social channels, and earn revenue based on how their audience engages.

Zero Shot, a new venture capital fund with deep ties to OpenAI, is aiming to raise $100 million for its first fund. It has already written some checks.

There are a growing number of reasons why used EVs have gained in popularity.

Google's new offline-first dictation app uses Gemma AI models to take on the apps like Wispr Flow.

Longtime Slashdot reader walterbyrd shares a report from Fuel Cells Works: China says the AEP100, a megawatt-class hydrogen-fueled turboprop engine developed by the Aero Engine Corporation of China, has completed its maiden flight on a 7.5-ton unmanned cargo aircraft in Zhuzhou, Hunan. The 16-minute test covered 36km at 220km/h and 300 meters altitude, with the aircraft returning safely after completing its planned maneuvers. State media described it as the world's first test flight of a megawatt-class hydrogen-fueled turboprop engine. [...] The Aero Engine Corporation of China (AECC) says the result shows China now has a full technical chain for hydrogen aviation engines, from core parts t…

An anonymous reader quotes a report from Reuters: A federal appeals court ruled on Monday that New Jersey gaming regulators cannot prevent Kalshi from allowing people in the state to use its prediction market to place financial bets on the outcome of sporting events.

A three-judge panel of the Philadelphia-based 3rd U.S. Circuit Court of Appeals ruled 2-1 (PDF) in finding that the U.S. Commodity Futures Trading Commission has exclusive jurisdiction over the sports-related event contracts that Kalshi allows people to trade on its platform. The ruling marked the first time a federal appeals court has ruled on what has become the central issue in an escalating battle over the ability of state …

OpenAI is proposing (PDF) sweeping policy changes to help manage the societal disruption caused by advanced AI, including taxes on automated labor, a public wealth fund, and experiments with a four-day workweek. The company said the policy document offered a series of "initial ideas" to address the risk of "jobs and entire industries being disrupted" by the adoption of AI tools. Business Insider reports: Among the core policy suggestions is a public wealth fund, which would see lawmakers and AI companies work together to invest in long-term assets linked to the AI boom, with returns distributed directly to citizens. Another is that the government should encourage and incentivize employers t…

A teardown video of LG's never-released Rollable phone helps explain why rollable phones never became a real product category: they were likely too expensive, fragile, and complicated to manufacture at scale. "The complexity of the internals would have made the Rollable extremely expensive to manufacture, and it would have demanded a high price tag," reports Ars Technica. "Durability is also a big concern. There's just a lot going on inside this phone, with multiple motors, springy arms, tracks, and a screen that has to loop around the back. [...] It seems unlikely the LG Rollable could have survived daily use for multiple years." From the report: The LG Rollable is just one of several roll…

The Associated Press is offering buyouts to U.S. journalists "as part of an acceleration away from the focus on newspaper journalism that sustained the company since the mid-1800s," the not-for-profit outlet reported today. AP says it is making the move from a position of strength, responding to shrinking newspaper revenue and growing demand from digital, broadcast, and tech clients. "The AP is not in trouble," said Julie Pace, executive editor and senior vice president of the AP. "We're making these changes from a position of strength but we're doing so now to recognize our changing customer base." From the report: The news organization is becoming more focused on visual journalism and dev…

Artemis II has broken the Apollo 13 record for the farthest distance humans have ever traveled from Earth. NASA reports: The Artemis II crew of NASA astronauts Reid Wiseman, Victor Glover, and Christina Koch, along with CSA (Canadian Space Agency) astronaut Jeremy Hansen have set the record for the farthest distance from Earth traveled by a human mission, surpassing the Apollo 13 record of 248,655 miles set in 1970. NASA Flight Director Brandon Lloyd, Capsule Communicator Amy Dill, and Command and Handling Data Officer Brandon Borter also marked a lighthearted milestone today by emailing the crew what is now assumed to be the longest person-to-person message ever sent in human history. Afte…

Samsung says it will discontinue its Samsung Messages app in July 2026 and is directing Galaxy users to switch to Google Messages instead. Android Central reports: [...] Samsung says users can switch to Google Messages as their default app to maintain a consistent Android messaging experience. The fine print also states that once the app is discontinued, "sending messages via Samsung Messages on your phone will no longer be possible, except for emergency service numbers or emergency contacts defined in your device." Samsung also notes that users will no longer be able to download the Messages app from the Galaxy Store once it is discontinued. Newer devices, including the Galaxy S26 series, …

An anonymous reader quotes a report from KrebsOnSecurity: An elusive hacker who went by the handle "UNKN" and ran the early Russian ransomware groups GandCrab and REvil now has a name and a face. Authorities in Germany say 31-year-old Russian Daniil Maksimovich Shchukin headed both cybercrime gangs and helped carry out at least 130 acts of computer sabotage and extortion against victims across the country between 2019 and 2021. Shchukin was named as UNKN (a.k.a. UNKNOWN) in an advisory published by the German Federal Criminal Police (the "Bundeskriminalamt" or BKA for short). The BKA said Shchukin and another Russian -- 43-year-old Anatoly Sergeevitsch Kravchuk -- extorted nearly $2 million…

More Americans have moved into upper-middle-class incomes over the past several decades (source paywalled; alternative source), with new research suggesting that group has grown sharply while the lower and core middle class have shrunk. The Wall Street Journal reports: In 2024, about 31% of Americans were part of the upper middle class, up from about 10% in 1979, according to a report released this year by the right-leaning American Enterprise Institute. There is no single, standard definition of middle class, or upper middle class, and what counts as a hefty income in one city can feel paltry in another. The AEI report, by Stephen Rose and Scott Winship, classified a family of three earnin…

Halter, a New Zealand agtech startup now valued at $2 billion, has raised $220 million to expand its AI-powered cattle management system. "Halter is now valued at $2 billion following the Series E, which was led by Peter Thiel's Founders Fund with participation from Blackbird, DCVC, Bond, Bessemer, and several others," reports Inc. From the report: alter plans to use the funding to expand its existing footprint in the U.S., Australia, and New Zealand, as well as to grow into new markets such as Ireland, the U.K., and parts of North and South America. The round is one of the biggest to-date in the industry, and comes amid growing adoption of the technology among U.S. ranchers. According to H…

An anonymous reader quotes a report from TechCrunch: 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. Take Microsoft, which is currently focused on getting corporate customers to pay for Copilot. But it's also been getting dinged on social media over Copilot's terms of use, which appear to have been last updated on October 24, 2025. "Copilot is for entertainment purposes only," the company warned. "It can make mistakes, and it may not work as intended. Don't rely on Copilot for important advice. Use Copilot at your own risk." Microsoft described the terms of service as "legacy l…

"It's finally time," writes Phoronix — since "no known Linux distribution vendors are still shipping with i486 CPU support." "A patch queued into one of the development branches ahead of the upcoming Linux 7.1 merge window is set to finally begin the process of phasing out and ultimately removing Intel 486 CPU support from the Linux kernel." More details from XDA-Developers: Authored by Ingo Molnar, the change, titled "x86/cpu: Remove M486/M486SX/ELAN support," begins dismantling Linux's built-in support for the i486, which was first released back in 1989. As the changelog notes, even Linus is keen to cut ties with the architecture: "In the x86 architecture we have various complicated hardw…

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…

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

Я шарю скилл несколько раз, самое время кинуть в пост

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

Кидать референсы

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

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

Есть работа с текстом

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

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

Скилл и объяснение от опенаи

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

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

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

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

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

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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nFuse, a Sofia-based Intelligent B2B company acting as the ordering and communication layer between brands and their distribution networks, has raised a €1.7 million ($2 million) in investment.

According to the company, the adoption rates for B2B ordering apps in fragmented trade are approximately 15%.

The company states that fragmented trade, comprising independent retailers, small shops, and kiosks, dominates commerce in emerging markets and accounts for over €4.3 trillion ($5 trillion) globally.

Outlets themselves are choosing nFuse as their primary ordering channel over portals, call centres, or waiting for a rep,” nFuse mentioned in the press release.

The company works with leading FMC…

Xoople, a Madrid-based Earth data infrastructure company building a global record system for physical change on Earth, has closed a €112.6 million ($130 million) Series B funding round, increasing its total funding to €195 million ($225 million).

“Every major computing era creates a new system of record; those that define that system become the economic centres of that era.

We are building the system of record for the physical world in the AI era with Xoople.

It’s on a mission to give organisations access to real-time physical-world intelligence powering the next generation of AI systems.

The startup claims to be transforming Earth into a continuously measured, AI‑ready data layer that conn…

Octostar, an Irish-headquartered startup providing AI software for national security, law enforcement, and financial institutions, has announced the extension of its Seed round, bringing total funding to €6.1 million.

Octostar provides link analysis, communications intelligence, document intelligence, and GenAI-powered agents within a fully sovereign, extensible architecture.

It also enables intelligence agencies to extract critical intelligence from intercepted signals, uncover hidden connections, and stay ahead in the ever-evolving landscape of national security.

The need for sovereign AI-native intelligence platforms is accelerating fast and Octostar is one of the very few teams deliveri…

Nuventura, a Berlin-based startup specialising in SF₆-free medium-voltage switchgear, has joined Lucy Electric following the parent company Lucy Group’s acquisition of all its shares.

The company introduced the world’s first 36 kV dry-air Gas Insulated Switchgear (GIS), followed by a 24 kV option.

It operates through three divisions: Lucy Electric, Lucy Controls, and Lucy Real Estate.

The Group’s electric business units (Lucy Electric and Lucy Controls) provide switchgear, EV charging equipment, street lighting, smart city infrastructure, and electrical safety solutions to support resilient and sustainable networks.

By joining Lucy Electric, Nuventura seeks to access a strong global footpri…

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…

Xoople, the data infrastructure company building a global system of record for physical change on Earth, has closed a $130 million Series B round.

The company refers to this infrastructure as the “Earth’s System of Record,” designed to connect digital systems with real-time physical-world intelligence.

Every major computing era creates a new system of record; those that define that system become the economic centers of that era.

We are building the system of record for the physical world in the AI era with Xoople.

Xoople’s mission is to provide organisations with access to real-time physical-world intelligence, supporting the next generation of AI systems.

Adoption rates for B2B ordering apps in fragmented trade hover around 15 per cent.

They didn't learn about fragmented trade from market research - they lived it, visiting thousands of small retailers and watching firsthand as digital initiatives repeatedly failed to gain traction.

"We were the people being asked to make these B2B platforms work," Radov explains.

nFuse hits 70 per cent where B2B platforms stallThe numbers back the approach: while traditional B2B platforms struggle to reach 10–15 per cent adoption, nFuse reports 70 per cent+ adoption among enterprise clients.

Traditional B2B ordering - whether through sales reps, call centres, or underused portals - carries a high cost per tr…

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…

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

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

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

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

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

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

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

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

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

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

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

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

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

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.