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/dev/urandom is a pseudo random number generator, a PRNG, while /dev/random is a “true” random number generator.

Anyway, I don’t care much about those “philosophically secure” random numbers, as I like to think of your “true” random numbers.

After de-biasing and whitening it’s entering the kernel’s entropy pool, where both /dev/random and /dev/urandom get their random numbers from.

As we saw, /dev/urandom gives you the same kind of random numbers as /dev/random, straight out of a CSPRNG.

There is another reason why re-seeding the random number generator every now and then is important:Imagine an attacker knows everything about your random number generator’s internal state.

When you factored in the customization, migration, and ongoing implementation costs over a four-year timeline, the total bill would land around $54 million.

Of serious concern to me: the $54 million only covered one of the two systems.

And if you’ve spent any time around large government IT projects, you know that $54 million over four years rarely stays at $54 million over four years.

Some of the Infrastructure staff who use the PRISM system have started picking up AI tools on their own.

In production, with real users, solving real problems.

Anonymous DNS without an account: shipping ODoH client + relay in one Rust binaryIf you run Pi-hole, AdGuard Home, or any forwarding resolver, every one of your queries goes through one operator who sees both your IP address and the question.

Numa v0.14 ships a client, a relay, and a public deployment in one binary.

93.184.216.34 [encrypted ████] YOU NUMA RELAY CLOUDFLARE AUTHORITATIVE YouEncrypts the query under target’s HPKE pubkey.

The relay is a separate mode ( numa relay [PORT] ) - same binary, different entry point, only POST /relay and GET /health exposed.

ODoH client + self-hosted relay, recursive resolution from root with DNSSEC, ad blocking, .numa local domains with auto-TLS, a RE…

Mcllroy KnuthThe Less ProgramThe seq program takes a number as an argument and prints consecutive numbers starting at the first number.

This explains why the seq program is killed when it is piped to less.

If we look at the processes created by the manyfork program, we see that most of them are defunct.

Below is a sample output of ps after running the manyfork program.

 user 78623 0.0 0.0 0 0 pts/0 Z+ 15:44 0:00 [manyfork]  user 78624 0.0 0.0 0 0 pts/0 Z+ 15:44 0:00 [manyfork]  user 78625 0.0 0.0 0 0 pts/0 Z+ 15:44 0:00 [manyfork]Â

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Classic 7 is a Windows 10 (IoT Enterprise LTSC 2021) modification made to look 1:1 to Windows 7.

Classic 7 features a 1:1 OOBE recreation, meaning it'll feel just like your PC simplified once more.

What features does Classic 7 contain?

Classic 7 comes with most of the features that Windows 7 had, along with some exceptions that may or may not happen to be included in the near future.

Some features included from Windows 7 are:Some features that aren't brought back from Windows 7 are:

Durable execution solves part of the problemDurable execution (Temporal, Inngest, Restate) is the industry’s current answer to the execution part.

Poll a query endpoint to get the latest updates that the durable execution process wrote to a database.

But we’re missing a fundamental routing primitive that HTTP, loadbalancers, and the stateless server design can’t solve.

You also don’t want to have to thread every token through your database, just to make it resilient to client connection issues.

By being non-deterministic and expensive, LLMs make the limitations of our current architecture more visible, and make the trade-offs of HTTP + stateless server + loadbalancer + database more painful.

We're launching Claude for Small Business—a package of connectors and ready-to-run workflows that put Claude inside the tools small businesses depend on—to help small business owners take full advantage of AI and cross off items on the to-do list.

Claude for Small Business is a toggle install that puts Claude to work inside the tools small business owners already use: Intuit Quickbooks, PayPal, HubSpot, Canva, Docusign, Google Workspace, and Microsoft 365.

That's why we partnered with PayPal on AI Fluency for Small Business, a free online course on using AI to run a small business.

So alongside Claude for Small Business, we're investing in partnerships that put Claude directly in the hands …

AI labs frequently update their models post-launch.

These updates sometimes introduce "nerfs" such as aggressive censorship, excessive quantization (to save compute costs), or behavioral degradation.

Note on Web UIs vs. API: LMSYS Arena tests model performance via API endpoints (the "raw" model).

Consumer chat interfaces (like gemini.com or chatgpt.com) often add system prompts, safety filters, and UI-specific wrappers not present in the raw API.

Providers may also silently switch to quantized (lower-precision) versions of models to save compute during peak load, leading to perceived "nerfing" the API benchmarks don't fully capture.

Learning Opportunities: A Claude Code and Codex Skill for Deliberate Skill DevelopmentBuild your expertise, not just your projects.

When you complete architectural work (new files, schema changes, refactors), Claude offers optional 10-15 minute learning exercises grounded in evidence-based learning science.

To install:Add the marketplace: /plugin marketplace add https://github.com/DrCatHicks/learning-opportunities.git Install the plugin: /plugin install learning-opportunities@learning-opportunities Restart Claude Code to activateFor more on Claude Code plugins, see the plugin documentation.

Get Repo Orientation Lessons (Optional)If you're learning a new repo you can create an orientation.md…

They did this after their disclosure reports were allegedly dismissed by Microsoft's security team, resulting in a vendetta of sorts.

YellowKey can be triggered simply by merely copying some files to a USB stick and rebooting to the Windows Recovery Environment.

We tested this ourselves, and sure enough, not only does it work, it bears all the hallmarks of a backdoor, down to the exploit's files disappearing from the USB stick after it's used once.

The process is dead simple: grab any USB stick, get write access to the "System Volume Information," and copy into it the "FsTx" folder and its contents.

YellowKey also reportedly works in Windows Server 2022 and 2025, but not in Windows 10.

Nibble was written in 3000 lines of C to demonstrate an approach to LLVM IR generation without relying on external dependencies or heap allocations.

Included are these four graphical demos demonstrating Nibble's ability.

To try them out, ensure SDL2 is first installed, as well as Clang, and then run make .

Clang will compile main.c and output the nibble compiler, and nibble will then compile and run the graphical demos.

Of these four demos, two demos are multithreaded software renditions of popular shader-toy demos, one demo is a demonstration of a red-black tree implementation, and the final demo demonstrates a basic setup for game programming.

This afternoon, we shared the following email with Cisco employees.

The ELT and I could not be prouder of the growth you have all delivered for Cisco.

For employees whose roles are impacted, leaders will share details directly – including timing, available resources, support, and benefits in each country.

We will provide support in finding new opportunities, whether internal or external, through Cisco’s placement services – a program that has seen 75 percent of participants discover their next role.

We are also committed to continued personalized learning and will provide one year of access to all Cisco U courses and certifications, covering AI, Security, Networking, and more.

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panicBounds ( SB ) NOPL MOVQ AX , 0x8 ( SP ) MOVQ BX , 0x10 ( SP ) MOVQ CX , 0x18 ( SP ) MOVQ DI , 0x20 ( SP ) MOVQ SI , 0x28 ( SP ) CALL runtime .

abi0 ( SB ) MOVQ 0x8 ( SP ) , AX MOVQ 0x10 ( SP ) , BX MOVQ 0x18 ( SP ) , CX MOVQ 0x20 ( SP ) , DI MOVQ 0x28 ( SP ) , SI JMP hashdemo .

panicBounds ( SB ) NOPL MOVQ AX , 0x8 ( SP ) MOVQ BX , 0x10 ( SP ) MOVQ CX , 0x18 ( SP ) MOVQ DI , 0x20 ( SP ) MOVQ SI , 0x28 ( SP ) CALL runtime .

abi0 ( SB ) MOVQ 0x8 ( SP ) , AX MOVQ 0x10 ( SP ) , BX MOVQ 0x18 ( SP ) , CX MOVQ 0x20 ( SP ) , DI MOVQ 0x28 ( SP ) , SI JMP hashdemo .

panicBounds ( SB ) NOPL MOVQ AX , 0x8 ( SP ) MOVQ BX , 0x10 ( SP ) MOVQ CX , 0x18 ( SP ) MOVQ DI , 0x20 ( SP ) MOVQ SI , 0x28 ( SP …

Some browsers ship code that checks which domain you’re visiting and changes how the page renders based on it.

Each one is a targeted fix for a specific website, and you can turn them off and watch sites break.

Firefox does the same thing, and many of its about:compat interventions are user agent spoofs telling sites “yes, I’m Chrome” because those sites actively block or break on non-Chrome browsers.

When Chrome changes how something works, sites update to match, and other browsers follow or break.

A decade ago, the hope was that browser quirks would eventually disappear as the web became more standards-compliant.

Classic 7 is a Windows 10 (IoT Enterprise LTSC 2021) modification made to look 1:1 to Windows 7.

Classic 7 features a 1:1 OOBE recreation, meaning it'll feel just like your PC simplified once more.

What features does Classic 7 contain?

Classic 7 comes with most of the features that Windows 7 had, along with some exceptions that may or may not happen to be included in the near future.

Some features included from Windows 7 are:Some features that aren't brought back from Windows 7 are:

Sculpt OS release 26.04Sculpt OS 26.04 gives the user unprecedented transparency and interactive control over all components underpinning the operating system.

Thereby Sculpt OS not only lays the entire construction plan of the system into your hands for inspection but the construction plan is live!

In the same menu, one can find the experimental first version of the Goa SDK running natively on Sculpt OS without the need of a Linux VM.

For the first time, Genode components can now be developed, compiled, and tested using Sculpt OS on its own.

Sculpt OS 26.04 is available as ready-to-use system image for PC hardware, the PinePhone, and the MNT Reform laptop at the Sculpt download page accomp…

published on 2026-05-13 · tagged with #httpx, #httpx2, #httpxyz and #pythonIt’s six weeks after we forked httpx and named our package httpxyz.

Yesterday, the Pydantic people started their own fork, httpx2.

TL;DR: while we think httpxyz was definitely needed, we welcome httpx2 and think it should be the ‘blessed’ fork.

We’ll keep httpxyz up; but we will support httpx2 and will urge anyone who is trying to switch away from httpx to consider httpx2.

We don’t need ‘competing’ forks; we’ll fully support httpx2 and will encourage the community to do the same!

FN-DSA (née Falcon) is a proposed post-quantum signature standard that keeps polarizing engineers.

The only viable option to prehash FN-DSA is to introduce a separate message compression hash, and double hash the message.

About those floating pointsProbably the most frequently talked about property of FN-DSA is that the spec uses floating point numbers.

Different implementations of the same IEEE floating point standard will give different results on some inputs.

After all, the whole point of FN-DSA is to be small, and padding signatures is the opposite of that.

Think Terraform, but for your web app stack instead of cloud infrastructure.

We never considered ourselves web developers, and were even somewhat opposed to it ("look at these folks just painting buttons the whole day, while I'm writing all the cool algorithms.").

No system was in charge, with a full understanding of the web app, and that feeling of responsibility didn't really sit well with Martin and me.

Developers are perfectly happy using TypeScript, a language they are familiar with, even if it requires a few extra lines and braces.

And we've received very positive feedback - some of our new users immediately opted for it and never even tried using the Wasp language.

Catching Typos on My Website with Browser Testing Oskar WickströmOne neat thing about Bombadil’s specification language is that it’s plain TypeScript, with access to external NPM packages.

I’ve written a specification that spell-checks my website — what you’re reading now — and I want to share how that turned out.

The inner loop (spell-checking): Bombadil randomly walks the website and collects misspelled words as property violations.

It has fixed 13 real typos and added 130+ words to my personal dictionary.

If you’re interested in setting up something like this on your own, you’ll find the sources in my Bombadil playground.

The first pass calculates the total length of the final string to allocate the exact amount of memory needed from its memory pool.

The length calculation function, ngx_http_script_copy_capture_len_code , checks the following condition to decide if escaping is needed:size_t ngx_http_script_copy_capture_len_code ( ngx_http_script_engine_t * e ) { ... if ((e->is_args || e->quote) && (e->request->quoted_uri || e->request->plus_in_uri)) { p = r->captures_data; return cap [n + 1 ] - cap [n] + 2 * ngx_escape_uri ( NULL , & p [ cap [n]], cap [n + 1 ] - cap [n], NGX_ESCAPE_ARGS); } else { return cap [n + 1 ] - cap [n]; } ...Because le.is_args is zero, this condition evaluates to false.

e->pos = ( u_…

Pyrefly is a Python code analysis tool for helping you find bugs in your code, provide structure for your AI agents and give you faster navigation in your IDE.

Over the past year, we have also seen a growing number of editors adopt Pyrefly, including new AI-forward IDEs, either through dedicated extensions or by making Pyrefly their default language server.

Whether you’re an experienced user of type checkers or just getting started adding types to your codebase, Pyrefly can meet you where you are.

This won’t permanently save your Pyrefly configuration, so we recommend running pyrefly init to automatically create a pyrefly.toml (or update pyproject.toml ) and save the settings.

Once you have…

Reuters:

The UK CMA launches an antitrust investigation into Microsoft's business software dominance, focusing on its bundling of Windows, Word, Teams, and other apps — Britain launched an antitrust investigation into Microsoft's (MSFT.O) dominance in business software that could lead to targeted action …

Kurt Wagner / Bloomberg:

Meta President Dina Powell McCormick is traveling with President Trump on his China trip and met King Charles III, indicating she is Meta's new global emissary — The social media company's vice chair is part of the group traveling with Trump to China … Tech Across the Globe

Sherry Qin / Wall Street Journal:

SMIC reports Q1 revenue up 11.5% YoY to ~$2.5B and net profit up 5% YoY to ~$197.4M, below $223.6M est., weighed down by higher operating expenses, up 30% YoY — It sees scope for momentum to pick up in the second quarter — SMIC, China's biggest chip foundry, reported weaker …

Wired:

As Meta prepares to lay off ~10% of its staff on May 20, sources say morale is low, and Meta forcibly moved 1,000+ engineers to an AI unit to build GenAI models — Next week, Meta is cutting about 10 percent of its staff. WIRED spoke with more than a dozen current and former employees …

Subrat Patnaik / Bloomberg:

Blackstone Digital Infrastructure Trust raised $1.75B in its US IPO, selling 87.5M shares at $20 each, and plans to acquire data centers worth $250M to $1.5B — Blackstone Digital Infrastructure Trust Inc. raised $1.75 billion in a US initial public offering, as investors' appetite …

Wall Street Journal:

Zhaopin: Chinese graduates returning home from abroad rose 12% YoY in 2025, fueling Beijing's plans to take on Silicon Valley; China is offering big incentives — More Chinese nationals who return home after working in the U.S., called ‘sea turtles,’ are fueling Beijing's efforts to take on Silicon Valley

Wall Street Journal:

Foxconn reports Q1 revenue up 29% YoY to ~$67B and net profit up 19% YoY to ~$1.6B, meeting est., as it boosts AI server production, its largest revenue source — Cloud and networking products—including AI servers—remained the company's largest revenue contributor

Max A. Cherney / Reuters:

Filing: Jensen Huang's foundation bought $108.3M worth of AI computing time from CoreWeave and is donating it to universities and other nonprofit institutes — The foundation of Nvidia (NVDA.O) CEO Jensen Huang and his wife, Lori, is buying computing time from CoreWeave (CRWV.O) …

Marina Temkin / TechCrunch:

Canadian legaltech company Clio says its ARR has reached $500M, citing demand for its AI services; it was valued at $5B after a $500M Series G in November 2025 — While AI is now being applied to everything from healthcare to customer support, no single use case has yet been nearly as popular or lucrative as code writing.

Reuters:

Sources: the US cleared ~10 Chinese companies, including Alibaba, Tencent, ByteDance, and JD.com, to buy Nvidia H200 chips, but no deliveries have been made — The U.S. has cleared around 10 Chinese firms to buy Nvidia's second-most powerful AI chip, the H200, but not a single delivery has been made so far …

Aisha S Gani / Bloomberg:

Riyadh-based Stitch, which develops software for banks and financial services companies, raised a $25M Series A led by a16z, its first investment in the Gulf — Andreessen Horowitz is making its first investment in the Gulf with a fundraise for a Saudi startup, as investors continue to sign deals despite the US-Israel war on Iran.

Kenza Bryan / Financial Times:

Sources: climate watchdog SBTi drops proposed rules that would limit tech companies' claims that gas-fueled data centers are covered by clean energy investments — Corporate climate watchdog drops stricter proposal on net zero claims after heavy lobbying — Tech groups including Meta …

Kenrick Cai / Reuters:

Musk v. Altman filing: Sam Altman holds $2B+ in stakes in companies that have done business with OpenAI, including a $1.7B stake in fusion startup Helion Energy — OpenAI Chief Executive Sam Altman holds more than $2 billion in companies that have done business with the artificial intelligence company …

Nikkei Asia:

LY Corp launches a bid with Bain Capital to buy Kakaku.com, which operates restaurant review and booking site Tabelog, for $4B, challenging EQT's $3.75B offer — TOKYO — The operator of the Line messaging app and web portal Yahoo Japan said on Thursday it has launched a counterbid for Japan's Kakaku.com …

Katherine Bindley / Wall Street Journal:

ZipRecruiter: IT and CS job postings are up 14.2% YoY in April; entry-level roles fell from 8.1% a year ago to 7.4%, while senior roles grew from 38.8% to 43.1% — Layoffs keep coming but there's still a market for higher-grade talent to harness agents — It should be a tough …

Emma Roth / The Verge:

Microsoft updates Edge with new AI features, including letting Copilot gather information from open tabs and use browsing history for more relevant answers — The new features include AI podcasts, summaries, and quizzes based on what you're browsing.

Maggie Eastland / Bloomberg:

OpenAI says it would support a global AI governance body that is led by the US and includes China as a member, similar to the International Atomic Energy Agency — OpenAI would support the creation of a global governance body for artificial intelligence led by the US and including China as a member …

Alex Heath / Sources:

Sources: Google plans to announce a new Gemini model at its I/O conference next week; the model will land roughly in the class of GPT-5.5, but short of Mythos — Sources say that Google plans to announce a new Gemini model at its annual I/O conference on Tuesday.

Aisha Malik / TechCrunch:

TikTok launches TikTok GO in the US for users to book hotels, attractions, and experiences directly in the app, partnering with Booking.com, Expedia, and others — TikTok announced on Tuesday that it's launching TikTok GO, a way for users to discover and book hotels, attractions, and experiences directly within its app.

Jared Perlo / NBC News:

OpenEvidence, an AI-powered medical search tool, says it's used by two-thirds of US physicians, or ~650K doctors, and an additional 1.2M doctors internationally — OpenEvidence, an AI-powered medical search tool, has become a fast friend to America's doctors and is now used by nearly two-thirds of physicians.

Carmen Arroyo / Bloomberg:

Sources: Apollo Global, Morgan Stanley, and others are testing Grok internally as part of xAI's finance sector push, but financiers are rarely using it for work — Elon Musk's xAI has recruited multiple Wall Street firms with ties to the billionaire's business empire to test its Grok chatbot …

Carl Franzen / VentureBeat:

Anthropic unveils Claude Agent SDK credits for paid plans, which users can allocate for programmatic use of third-party agents like OpenClaw, starting June 15 — Good news, OpenClaw fans — you can once again use your Claude AI subscription to power the hit, open source, autonomous AI agentic harness!

Jordan Novet / CNBC:

Source: Cerebras priced its IPO at $185 per share, above the expected range of $150 to $160, raising at least $5.55B and valuing it at $56.4B fully diluted — Cerebras Systems, a maker of artificial intelligence chips, priced its IPO at $185 a share on Wednesday, above the expected range …

Emma Roth / The Verge:

Netflix says its ad tier now has 250M monthly active viewers, up from 94M in 2025, and is expanding to 15 new countries, as it tests an ad personalization tool — The streaming service's ad-supported tier now reaches 250 million viewers each month. … For the second year in a row …

👉 Read the appendix [2026-03-25] 📚 English documentation fully updated: Stage 2 (Full-stack Development) and Stage 3 (Advanced Development) are now fully available in English.

🦞 : Added so OpenClaw, Claude, Cursor, Trae, and other AI agents can quickly understand the repository structure and find the right tutorial content.

[2026-02-25] Updated the Appendix Knowledge Base, now covering 9 knowledge areas and 80+ interactive topics.

Updated the Appendix Knowledge Base, now covering 9 knowledge areas and 80+ interactive topics.

If you want to start a new Datawhale open-source project, please follow the Datawhale Open Source Project Guide.

Academic Research Skills for Claude Code繁體中文版A comprehensive suite of Claude Code skills for academic research, covering the full pipeline from research to publication.

Socratic mode (deep-research) and Plan mode (academic-paper) use intent-based activation — they detect the meaning of your request, not specific keywords.

Academic Pipeline (v3.7)10-stage orchestrator with integrity verification, two-stage review, Socratic coaching, and collaboration evaluation.

Reviewers run paper-content-blind Phase 1 + paper-visible Phase 2; Phase 1 output is wrapped in data delimiter to narrow the self-injection surface.

v2.6.1 (2026-03-09) — Bilingual Trigger Keywordsdeep-research : Added Traditional Ch…

AI-Trader: 100% Fully-Automated Agent-Native TradingJust like humans have their trading platforms, AI agents need their own.

AI-Trader is an Agent-Native Trading Platform: Exchange ideas and sharpen trading skills through AI agents!

Any AI agent joins the AI-Trader platform in seconds -- Simply send this message to your agent.

Live Trading Platform Click HereSupports all major AI agents, including OpenClaw, nanobot, Claude Code, Codex, Cursor, and more.

Key Features of AI-Trader🤖 Instant Agent IntegrationConnect any AI agent instantly by sending it one simple message.

SuperSplat Editor| SuperSplat Editor | User Guide | Blog | Forum |The SuperSplat Editor is a free and open source tool for inspecting, editing, optimizing and publishing 3D Gaussian Splats.

It is built on web technologies and runs in the browser, so there's nothing to download or install.

A live version of this tool is available at: https://superspl.at/editorTo learn more about using SuperSplat, please refer to the User Guide.

Localizing the SuperSplat EditorThe currently supported languages are available here:https://github.com/playcanvas/supersplat/tree/main/static/localesAdding a New LanguageAdd a new .json file in the static/locales directory.

ContributorsSuperSplat is made possible by …

Session ReplayEvery session agentmemory records is replayable.

If the file already has other servers, add agentmemory next to them as another key inside mcpServers .

Gemini CLI ~/.gemini/settings.json gemini mcp add agentmemory npx -y @agentmemory/mcp --scope user (auto-merges).

Codex CLI (MCP only) .codex/config.toml TOML shape: codex mcp add agentmemory -- npx -y @agentmemory/mcp , or add [mcp_servers.agentmemory] manually.

Launch alongside agentmemory:# agentmemory viewer holds port 3113, so run the console on 3114.

close ()JavaScript (Playwright):import { launch } from 'cloakbrowser' ; const browser = await launch ( ) ; const page = await browser .

import asyncio from cloakbrowser import launch_async async def main (): browser = await launch_async () page = await browser .

import { launch } from 'cloakbrowser/puppeteer' ; const browser = await launch ( { headless : true } ) ; const page = await browser .

browser = launch ( humanize = True ) page = browser .

page.$() , page.$$() , and page.waitForSelector() return patched handles automatically.

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

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

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Reload to refresh your session.

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Avoid data preprocessing : Do not apply data scaling or one-hot encoding when feeding data to the model.

TabPFN EcosystemChoose the right TabPFN implementation for your needs:TabPFN Client Simple API client for using TabPFN via cloud-based inference.

Manual DownloadDownload the model files manually from HuggingFace: Classifier: tabpfn-v2.5-classifier-v2.5_default.ckpt (Note: the classifier default uses the model fine-tuned on real data).

A: Try the following:Download the newest version of tabpfn pip install tabpfn --upgradeEnsure model files downloaded correctly (re-download if needed)Q: What environment variables can I use to configure TabPFN?

Example:export TABPFN_MODEL_CACHE_DIR= " /path…

Islands DarkA dark color theme for Visual Studio Code inspired by the easemate IDE.

Step 7: Enable Custom UI StyleOpen Command Palette ( Cmd+Shift+P / Ctrl+Shift+P ) Run Custom UI Style: Enable VS Code will reloadNote: You may see a "corrupt installation" warning after enabling.

This is expected since Custom UI Style injects CSS into VS Code.

TroubleshootingChanges aren't taking effectTry disabling and re-enabling Custom UI Style:Command Palette > Custom UI Style: Disable Reload VS Code Command Palette > Custom UI Style: Enable Reload VS Code"Corrupt installation" warningThis is expected after enabling Custom UI Style.

If styles conflict, reinstall VS Code to get a clean workbench.html , th…

Context-Aware Retrieval : Retrieval depends on your full context (e.g., conversation history and domain knowledge), and easily incorporates new context.

🧪 Quick Hands-on🔥 Agentic Vectorless RAG ( latest ) — a simple but complete agentic vectorless RAG example with self-hosted PageIndex, using OpenAI Agents SDK.

Agentic Vectorless RAG: An ExampleFor a simple, end-to-end agentic vectorless RAG example using PageIndex with OpenAI Agents SDK, see examples/agentic_vectorless_rag_demo.py .

Please cite this work as:Mingtian Zhang, Yu Tang and PageIndex Team, "PageIndex: Next-Generation Vectorless, Reasoning-based RAG", PageIndex Blog, Sep 2025.

@article { zhang2025pageindex , author = { Mingtian Z…

const agent = await init ( { model : 'anthropic/claude-sonnet-4-6' } ) ; const session = await agent .

KNOWLEDGE_BASE ) ; const agent = await init ( { sandbox , model : 'openrouter/moonshotai/kimi-k2.6' } ) ; const session = await agent .

const agent = await init ( { sandbox : 'local' , model : 'anthropic/claude-opus-4-7' , } ) ; const session = await agent .

const agent = await init ( { model : 'anthropic/claude-sonnet-4-6' , role : 'coder' } ) ; const session = await agent .

import { Bash , InMemoryFs } from 'just-bash' ; const fs = new InMemoryFs ( ) ; const agent = await init ( { sandbox : ( ) => new Bash ( { fs , cwd : '/workspace' , python : true } ) , model : 'anthropic/claude-sonnet…

IntroductionEnglish | 简体中文TARS* is a Multimodal AI Agent stack, currently shipping two projects: Agent TARS and UI-TARS-desktop:Agent TARS UI-TARS-desktop agent-tars-book-hotel.mp4 computer-use-triple-speed.mp4 Agent TARS is a general multimodal AI Agent stack, it brings the power of GUI Agent and Vision into your terminal, computer, browser and product.

[2025-06-25] We released an Agent TARS Beta and Agent TARS CLI - Introducing Agent TARS Beta, a multimodal AI agent that aims to explore a work form that is closer to human-like task completion through rich multimodal capabilities (such as GUI Agent, Vision) and seamless integration with various real-world tools.

We released an Agent TARS B…

DeepSeek TUI is a coding agent that runs in your terminal.

You can also set it ahead of time:deepseek auth set --provider deepseek # saves to ~/.deepseek/config.toml deepseek auth status # shows the active credential source export DEEPSEEK_API_KEY= " YOUR_KEY " # env var alternative; use ~/.zshenv for non-interactive shells deepseek deepseek doctor # verify setupIf deepseek doctor says the rejected key came from DEEPSEEK_API_KEY , remove the stale export from your shell startup file, open a fresh shell, or run deepseek auth set --provider deepseek .

To rotate or remove a saved key: deepseek auth clear --provider deepseek .

Auto ModeUse deepseek --model auto or /model auto when you want Deep…

InsForge gives your coding agent database, auth, storage, compute, hosting, and AI gateway to ship full-stack apps end-to-end.

Configure primitives: Deploy edge functions, run database migrations, create storage buckets, set up auth providers, and configure other backend resources directly.

SetupYou can run InsForge locally using Docker Compose.

Or run from source:# Run with Docker git clone https://github.com/insforge/insforge.git cd insforge cp .env.example .env docker compose -f docker-compose.prod.yml up2.

Manage them with:docker compose -f docker-compose.prod.yml --env-file .env.project1 -p project1 ps # status docker compose -f docker-compose.prod.yml --env-file .env.project1 -p proje…

Install globally:npm install -g 9router 9router🎉 Dashboard opens at http://localhost:201282.

Connect a FREE provider (no signup needed):Dashboard → Providers → Connect Kiro AI (free Claude unlimited) or OpenCode Free (no auth) → Done!

Think of it as a "savings tracker" showing how much you're saving by using free models or routing through 9Router!

The current FREE providers (Kiro, OpenCode Free, Vertex) are genuinely free with no hidden charges.

OpenCode Free (No auth, auto-fetch models) Dashboard → Connect OpenCode Free → No login required (passthrough proxy) → Models auto-fetched from opencode.ai/zen/v1/models Pro Tip: Fastest setup.

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If i had to listen to another minute of my husband talking about Claude Code, I might have actually died.

There’s a strange and under-discussed side effect of the AI boom: what it’s doing to family dynamics.

Often it goes like this: He works in AI, and she does everything and anything else.

Other times, it’s bleaker: He desperately wants to work in AI—or feels he must work in AI—and she wants him to do literally anything else.

I call us the sad wives of AI.

NeedleWe distilled Gemini 3.1 into a 26m parameter "Simple Attention Network" that you can even finetune locally on your Mac/PC.

In production, Needle runs on Cactus at 6000 toks/sec prefill and 1200 decode speed.

Needle is an experimental run for Simple Attention Networks, geared at redefining tiny AI for consumer devies (phones, watches, glasses...).

Please use the UI in the next section to test on your own tools, and finetune accordingly, at the click of a button.

Quickstartgit clone https://github.com/cactus-compute/needle.git cd needle && source ./setup needle playgroundOpens a web UI at http://127.0.0.1:7860 where you can test and finetune on your own tools.

A locality domain is a domain name that’s associated with a location in the United States, such as frederick.seattle.wa.us (which currently redirects to fredchan.org).

Step 1: Choose a locality domainRegistration of many locality domains have been delegated to various companies who actually handle the domain registration.

If the locality domain you’re looking for isn’t on the list (i.e.

Step 4: Send the form and waitSend the form to the domain registrar you identified before for your locality domain.

I know someone who used to live in their locality, moved out of the country, and still has their locality domain.

How I Moved My Digital Stack to EuropeOn digital sovereignty, and why European cloud is better than you think10 min.

Digital SovereigntyDigital InfrastructureDigital AutonomyEuropean CloudEurope100% accurate European digital infrastructure, AI generatedThere’s a version of this post that starts with a spreadsheet and ends with a quiet sense of satisfaction.

Digital sovereignty sounds like a buzzword until you think carefully about what it means.

Proton Pass is end-to-end encrypted, open source, and benefits from the same Swiss jurisdiction as the rest of Proton’s stack.

For me, it’s a simple remote error log, when something breaks in production I get a stack trace and that’s enough.

This website is using a security service to protect itself from online attacks.

The action you just performed triggered the security solution.

There are several actions that could trigger this block including submitting a certain word or phrase, a SQL command or malformed data.

You can email the site owner to let them know you were blocked.

Please include what you were doing when this page came up and the Cloudflare Ray ID found at the bottom of this page.

Today, we’re announcing a research preview of interaction models: models that handle interaction natively rather than through external scaffolding.

Time-aware interaction models see a continuous stream of micro-turns, so silence, overlap, and interruption remain part of the model's context.

When a task requires deeper reasoning than can be produced instantaneously, the interaction model delegates to a background model that runs asynchronously.

Note that both the background and interaction models are intelligent — on its own, the interaction model is also competitive on both interactive and intelligence benchmarks.

CitationPlease cite this work as:Thinking Machines Lab, "Interaction Models: …

This is the story of what happened to every tool brand on the shelf.

TTI: Buy it, invest in it, leave it aloneTTI bought Milwaukee and basically let it run itself.

The biggest was Emerson Electric for power tools, followed by Vermont American and Western Forge for hand tools.

Multiple tradespeople and repair technicians report that newer Milwaukee tools have switched to bottom-of-the-barrel bearings.

One repair technician estimates he can only economically fix a Milwaukee tool about 30-40% of the time.

The vi editor is a terminal-based text editor which dates back to 1977.

I’m not going to list all the IDEs that have vi key bindings as an option, but other than that suggested additions are welcome.

https://github.com/n-t-roff/heirloom-ex-vi/The original 2.11BSD vi, upgraded to support UTF-8, with fixes for POSIX compliance.

IllumOS vi (2005–)#https://github.com/illumos/illumos-gate/tree/master/usr/src/cmd/viAT&T UNIX® vi from SVR4, open-sourced as part of OpenSolaris in 2005.https://github.com/lichray/nvi2Adds UTF-8 support to nvi, as well as various CJK encodings.

Also, some things which aren’t really vi, but…https://www.gnu.org/software/emacs/manual/html_mono/viper.htmlA set of vi key b…

However, it seems pretty obvious that using AI to perform a task means you don’t learn as much about performing that task.

Some software engineers think this is a decisive argument against the use of AI.

On the other hand, the transition from writing code by hand to using AI is arguably a bigger shift, so who knows?

Until around 2024, the best way to learn how to do software engineering was just doing software engineering.

We may be in the first generation of software engineers in the same position.

I’d like to introduce you to six easy rules that are pretty much guaranteed to position your text firmly in the FUTURE.

We’ll start with some simple sans-serif text, such as this randomly chosen word in Eurostile Bold.

We want it to look like the text is stretching towards 2020:Hmm.

Rule 4: Let’s combine a few letters into one, to make sure we’re not violating the Kern Tithe:Now we’re talking!

Let’s end with Rule 5: Remove an entirely pointless and arbitrarily segment of the text.

It shows a convincing likeness of the prime minister standing at a Downing Street lectern in Islamic dress.

“Our crazy violent Muslim immigrants, including our precious criminals and rape gangs, are the bedrock of our society.” Later in the video, the avatar uses a racist term for Pakistani people.

It had been posted by a devout Muslim man living in Pakistan.

This man, who we are not naming for his own safety, runs successful accounts pushing Islamophobic AI slop to UK audiences.

He uses the title “Hafiz” before his name, an honorific reserved for those who have memorised the entire Quran.

Senior developers worry about stability because they take responsibility for the business to continue serving customers.

Keep things working, keep things understandable, keep things debuggable, keep things fixable, keep things teachable, keep things stable.

Senior developer’s fail to communicate because they express their problems in terms of complexity management when they should be expressing their solutions in terms of uncertainty reduction.

This is what senior developers learn to do: they learn how to give people what they want by being resourceful with existing software.

Ah, well, it can’t yet do the one thing senior developers still do.

ShareIn the first week of August 1974, President Nixon was talking to the wallpaper.

So while Nixon was upstairs talking to Lincoln, Schlesinger was downstairs making sure he couldn’t start World War III.

By early August 1974, he had concluded that the President of the United States could no longer be trusted with the launch codes.

So he did the only thing a Secretary of Defense can do in that situation…He staged a small, polite, paperwork-averse coup.

They knew their names would be public, printed in the official record of the United States Congress, searchable forever, easy to find.

export AWS_ENDPOINT_URL=http://localhost:4566 export AWS_DEFAULT_REGION=us-east-1 export AWS_ACCESS_KEY_ID=test export AWS_SECRET_ACCESS_KEY=test # Try it aws s3 mb s3://my-bucket aws sqs create-queue --queue-name my-queue aws dynamodb list-tablesSDK IntegrationPoint your existing AWS SDK at http://localhost:4566 — no other changes needed.

create ( "test" , "test" ))) .

client ( "ssm" , endpoint_url = "http://localhost:4566" , region_name = "us-east-1" , aws_access_key_id = "test" , aws_secret_access_key = "test" ) client .

NewStaticCredentialsProvider ( "test" , "test" , "" ), ), config .

await ; let client = Client :: new ( & config ) ; client .

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.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

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

When agents help developers write code in minutes, validation becomes your bottleneck.

RWX gives agents programmatic control, sub-second cached builds, and semantic outputs they can act on.

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 Wire…

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.

Server ErrorOops!

Looks like the server had a hiccup.

Try reloading the page to see if the issue has cleared up.

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

ZDNET's key takeawaysHeadphone use at too high a volume for too long can damage your hearing.

Your headphones and smartphone have features to protect your hearing health.

This concern becomes more prevalent as headphones and earbuds are constantly in and around our ears.

You'll get the most robust hearing health awareness when pairing each manufacturer's headphones with their respective smartphone.

However, in everyday situations, ANC can reduce your environment's loudness, discouraging you from maxing out your headphones' volume, which is key.

Is Adobe Express or Canva better?

Adobe Express feels better once you want a more curated, task-oriented experience.

Why Adobe Express feels cleanerAdobe Express takes a more focused approach.

Adobe Express gives you more confidence that the final result will stay clean, while Canva gives you more room to try things.

Canva is more accessible for everyday team use, but Adobe Express gives stronger protection against edits that slowly push things off-brand.

ZDNET key takeawaysMaterial Files is a well-designed Android file manager.

When you open Material Files, you would think that it was built by Google specifically for Android, but it's not.

The method of accessing screenshots with the Google file manager is awkward at best, so that feature is a blessing.

You will not find a better file manager for Android.

Also: I'm a devoted iPhone user but Android 17 is tempting me with its new video and social featuresTrust me when I say this is the only Android file manager you need.

The LG B5 is a more affordable OLED option that offers the same signature picture quality as its flagship sibling at a fraction of the price.

ZDNET's key takeawaysThe new Googlebook looks promising, but questions remain to justify their cost.

Details on the devices themselves are also sparse, but Google says they will be a more premium product with higher-end hardware.

If the Googlebook is for Android power users, a lot of those folks are going to be on Galaxy devices.

If Samsung doesn't release a Googlebook, it wouldn't necessarily be a loss for the product line, but a well-designed, highly-integrated premium Samsung Googlebook with native Galaxy integrations seems like a massive win.

More questions remainWith Google's I/O developer conference next week, we can expect Google to release additional details around the Googlebook, i…

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

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

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

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

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

Get a $300 or $400 prepaid Mastercard when you bring your device and old number to T-Mobile. We break down the deal.

"The conversation is sort of happening in Silicon Valley around one thing, and a totally different conversation is happening among consumers."

Legal tech startups, including Clio, which just hit $500 million in ARR, are seeing massive customer adoption.

Notion’s new developer platform lets teams connect AI agents, external data sources, and custom code directly into their workspace as the company pushes deeper into agentic productivity software.

Gas turbines at xAI's Colossus 2 data center have drawn a lawsuit over the company's use of "mobile" gas turbines as power plants.

The head of product for Claude Code and Cowork says that the next big step for AI is proactivity.

What would some of the world's largest repositories of malware look like if they were stacked as hard drives, one on top of the other?

Fervo Energy's IPO was upsized several times after potential investors asked why the enhanced geothermal startup wasn't raising more money.

X’s new History tab combines bookmarks, likes, watched videos, and read articles into a single place, expanding the app’s role as a save-it-for-later tool.

The feature lets users share disappearing photos with their Close Friends or mutual followers that can be viewed only once and remain available for 24 hours.

Mind Robotics, which was first revealed in late 2025, has now raised more than $1 billion to date.

A man accused of stealing hard drives containing unreleased Beyonce music, tour plans, and other materials from a rental car in Atlanta has pleaded guilty and accepted a five-year sentence, including two years in custody. Slashdot Bruce66423 shares a report from The Guardian: Kelvin Evans was by the Atlanta police department in September in connection to a July 2025 car robbery where two suitcases containing Beyonce music and tour plans were stolen from a rental car. [...] According to a July police report, Beyonce choreographer Christopher Grant and dancer Diandre Blue called 911 to report a theft from their rental vehicle, a 2024 Jeep Wagoneer, before Beyonce's Cowboy Carter tour dates in…

BrianFagioli writes: SOLAI has launched the Solode Neo, a $399 Linux-based mini PC designed for always-on AI agents, browser automation, and persistent developer workflows. The compact system ships with an Intel N150 processor, 12GB LPDDR5 memory, 128GB SSD storage, Gigabit Ethernet, WiFi, Bluetooth, and a Linux-based operating system called Solode AI OS. The company says the device supports frameworks and tools including Claude Code, OpenAI Codex, Gemini CLI, and Hermes, while emphasizing local control, automation, and privacy-focused workflows running directly from a home network. While SOLAI markets the Solode Neo as an "AI computer," the hardware itself appears aimed more at lightweight…

An anonymous reader quotes a report from 404 Media: On Reddit, Hacker News and other places where people in software development talk to each other, more and more people are becoming disillusioned with the promise of code generated by large language models. Developers talk not just about how the AI output is often flawed, but that using AI to get the job done is often a more time consuming, harder, and more frustrating experience because they have to go through the output and fix its mistakes. More concerning, developers who use AI at work report that they feel like they are de-skilling themselves and losing their ability to do their jobs as well as they used to. "We're being told to use [A…

Microsoft is adding a Windows Update feature called Cloud-Initiated Driver Recovery that can automatically roll back faulty drivers to a previously known-good version without waiting for hardware makers or users to fix the problem manually. PCWorld reports: The way faulty drivers work today is that the hardware partner is responsible for pushing an updated driver, or the end user is responsible for manually uninstalling the problematic driver. "This creates a gap where devices may remain on a low-quality driver for an extended period," says the blog post. With Cloud-Initiated Driver Recovery, Microsoft will be able to remotely trigger a rollback of the faulty driver to a previously "known-g…

A new Linux local privilege escalation flaw called Fragnesia has been disclosed as a Dirty Frag-like vulnerability, allowing arbitrary byte writes into the kernel page cache of read-only files through a separate ESP/XFRM logic bug. Phoronix reports: Proof of concept code for Fragnesia is already out there. There is a two-line patch for addressing the issue within the Linux kernel's skbuff.c code. That patch hasn't yet been mainlined or picked up by any mainline kernel releases but presumably will be in short order for addressing this local privilege escalation issue. More details can be found here. Read more of this story at Slashdot.

An anonymous reader quotes a report from Reuters: LinkedIn planned to inform staff of layoffs on Wednesday, two people familiar with the matter told Reuters, in a widening of technology sector cuts this year. The Microsoft-owned social network plans to cut about 5% of its headcount as it reorganizes teams and focuses personnel on areas where its business is growing [...]. LinkedIn employs more than 17,500 full-time workers globally, its website says. Reuters was unable to determine the teams affected. The cuts come as revenue at LinkedIn, which sells recruiting tools and subscriptions, rose 12% in the just-ended quarter from a year prior, in an acceleration of growth in 2026, according to M…

The German Sovereign Tech Fund has invested 1.2 million euros ($1.4 million USD) in KDE Plasma technologies to help strengthen the structural reliability and security of the desktop environment's core infrastructure, including Plasma, KDE Linux, and the frameworks underlying its communication services. Longtime Slashdot reader jrepin shares an excerpt from the announcement: For 30 years, KDE has been providing the free and open-source software essential for digital sovereignty in personal, corporate, and public infrastructures: operating systems, desktop environments, document viewers, image and video editors, software development libraries, and much more. KDE's software is competitive, pub…

Harvard faculty are voting on a proposal (PDF) to curb grade inflation by limiting solid A grades to 20% of students in a class, plus four additional A's per course. Axios reports: Grade inflation is at a tipping point at Harvard. A move to make A grades harder to come by at one of the world's leading universities could influence grading debates at peer institutions. Solid A's account for nearly two-thirds of all undergraduate letter grades. That's up from roughly a quarter 20 years ago. More than 50 members of last year's class graduated with perfect GPAs. [...] Faculty are voting on three separate provisions. Each requires a simple majority to pass. A cap to limit solid-A grades to 20% of…

An anonymous reader quotes a report from Reuters: Meta employees distributed flyers at multiple U.S. offices on Tuesday to protest the company's recent installation of mouse-tracking software on their computers, according to photos of the pamphlets seen by Reuters. The flyers, which appeared in meeting rooms, on vending machines and atop toilet paper dispensers at the Facebook owner's offices, encouraged staffers to sign an online petition against the move. "Don't want to work at the Employee Data Extraction Factory?" they asked, according to the photos seen by Reuters. [...] The pamphlets and the petition both cite the U.S. National Labor Relations Act, saying "workers are legally protecte…

Ancient Slashdot reader ewhac writes: CERN, a longtime Open Source pioneer, has made several contributions over the years to KiCad ("KEE-kad"), an Open Source EDA (Electronic Design Automation) package widely used in the hobbyist and professional electronics communities. It's gotten so widely used that users can now submit their KiCad design files directly to several electronics fabricators (rather than the traditional step of converting the layouts to Gerber files). Over the years, CERN has also developed their own symbol and footprint libraries to support their own internal electronic designs. Last week, CERN released those KiCad component libraries, containing over 17,000 symbols, under …

fjo3 shares a report from Phys.org: Ever felt like mosquitoes bite you while ignoring everyone else? Scientists are now making progress in deciphering the complex chemical cocktail that makes particular people more enticing to these disease-spreading bloodsuckers. "It's not a misconception -- mosquitoes are attracted to some people more than others," Frederic Simard of France's Institute of Research for Development told AFP. "But we are not all magnets all the time," the medical entomologist added. A range of sensory cues can cause mosquitoes to pick one human over another -- mainly the smell and heat our bodies give off, and the carbon dioxide we exhale. Female mosquitoes -- which are the …

OpenAI CEO Sam Altman took the stand Tuesday in Elon Musk's trial against the company, testifying that Musk repeatedly sought control of OpenAI before leaving in 2018. Altman said he opposed putting AI "under the control of any one person," while Musk's lawyer used a pointed cross-examination to attack Altman's trustworthiness. An anonymous reader shares updates from the testimony via the New York Times: Before Elon Musk left OpenAI in a power struggle in 2018, he wanted to merge the nonprofit artificial intelligence lab with Tesla, his electric car company. Mr. Musk and other OpenAI co-founders met several times to discuss the merger. OpenAI's chief executive, Sam Altman, was even offered …

South Korea's presidential policy chief is calling for a "citizen dividend" that would return some AI-driven profits and tax revenue to the public. The Straits Times. From the report: Presidential policy chief Kim Yong-beom said in a Facebook post that a portion of the profits and tax revenue derived from the artificial intelligence boom "should be structurally returned to all citizens." That is because, Mr Kim argued, the economic gains from AI are based at least partly on industrial infrastructure built by the country over five decades. Mr Kim's comments come after tens of thousands of people gathered outside Samsung's main chip hub in April to demand employees get a greater share of AI p…

Instructure, the company behind the widely used Canvas learning platform, says it reached an agreement with the hackers who stole 3.5 terabytes of student and university data. The company says it received "digital confirmation" that the information was destroyed and that affected schools and students would not be extorted. The BBC reports: Paying cyber criminals goes against the advice of law enforcement agencies around the world, as it can fuel further attacks and offers no guarantee the data has been deleted. In previous cases, criminals have accepted ransom payments but lied about destroying stolen data, instead keeping it for resale. For example, when the notorious LockBit ransomware gr…

An anonymous reader quotes a report from the Financial Times (via Ars Technica): Amazon employees are using an internal AI tool to automate non-essential tasks in a bid to show managers they are using the technology more frequently. The Seattle-based group has started to widely deploy its in-house "MeshClaw" product in recent weeks, allowing employees to create AI agents that can connect to workplace software and carry out tasks on a user's behalf, according to three people familiar with the matter. Some employees said colleagues were using the software to automate additional, unnecessary AI activity to increase their consumption of tokens -- units of data processed by models. They said the…

Amazon looked behind in AI in the training era, but is well place in the inference era, thanks to its continued investment in the long-term.

I generated the same task with 33 different agents/models and I’m showing you 130 resulting images. The cost difference between the most expensive and the cheapest option is 410x.

There’s also an original Russian version of this post: mikeozornin.ru/blog/all/llm-and-ui-design

Sometimes colleagues, often non-designers, after announcements of various Claude-Design-type things, ask me what it’s like. How does it design, what is this thing in general. How good a design can you expect, can you take a design system, and how do you bring it to production afterwards. Maybe they want to hear that neural networks will replace not only them, the developers, but designers too — then we’ll go cut tables…

One of the hard parts of moving from school to “the real world” is adjusting

to all the ways that school is artificial. It’s different from the real

world.I’ve been thinking about this because of questions I see young learners

commonly asking. Too often the questions are meaningless in the real world, and

even if you could get answers, the answers would use useless.How long does it take to learn Python? In school, learning is divided

into discrete labelled chunks. A class called “Beginning Python” might last four

months. Everyone in the class will be taught the same things at the same pace.

The objectives are laid out by the teacher, and at the end you will get a

grade.Outside of school, le…

Tim Cook had an extraordinary run — and impeccable timing, both in terms of when he became CEO, and when he is stepping down.

Еще новинки самого лучшего в мире менеджера рецептов

Как вы помните (не помните, конечно), я делаю самый удобный и продвинутый менеджер рецептов — recipe-scaler.ru.

С момента прошлого поста прошла неделя. За это время я в фоне поделал еще пару классных штук. 1. Список покупок

Сейчас можно и список покупок вести в общей приложухе. Синхронизация, оффлайн — все будет работать как привычно. Можно пошарить ссылкой или текстом для месенджера. Можно весь рецепт отправить в покупки.

Ну не кайф ли? Плюс одно приложение внутри приложения. 2. Расширение для Хрома

Телеграм у некоторых не работает, чтобы можно было сохранить рецепт я сделал расширение. Жмакаете, и рецепт отправляет в приложение.

Recipe …

Does Aggregation Theory survive in a world of constrained compute? Yes, insomuch as controlling demand will give power over supply.

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

.rst files, but it grew into a Sphinx extension that works without changing the

source files.It all started with a topic in the discussion forums: Should

not underline links, which argued that the underlining was distracting from

the text. Of course we did not remove underlines, they are important for

accessibility and for seeing that there are links at all.But I agreed that there were places in the docs that had too many links. In

particular, there are two kinds of link that are excessive:

Links within a section to the same section. These arise naturally when

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

Как вы помните (не помните, конечно), я делаю самый удобный и продвинутый менеджер рецептов — recipe-scaler.ru.

С момента прошлого поста прошло два месяца. За это время я в фоне поделал еще немного разных штук. 1. Раздел Discovery

Можно почитать чужие рецепты. Пока рецепты людей, но потом будут еще и коллекции, ищу где можно найти рецептов так, чтобы не нарушить сразу 100 миллионов авторских прав 2. Универсальный импорт

Импорт сильно прокачался. Сейчас можно импортировать что угодно: много рецептов за раз, много ссылок, рецепты из произвольного текста или файла произвольного формата. Можно даже импортировать рецепты из фотограф…

Рассуждаю, что важно учесть при разработке сложного софтверного продукта сейчас, чтобы он остался актуальным через год или два

Мир софта меняется и скоро поменяется совсем. Да, я про ИИ и ЛЛМ в частности. Многие компании не пережили прошлую мобильную революцию (вспомните про нокию). Я размышляю как нам пережить эту. Поэтому, я хочу поразмышлять, что значит «ии-нативные продукты».

Я говорю не про конкретные ии-фичи, не про пресловутого бота, который отвечает мимо и невпопад, а скорее про общее ощущение от продуктов. Я говорю про по сути набор нефункциональных требований, касающихся ИИ, которые могут быть применимы ко всем нашим продуктам. Как сделать продукт, который: будет актуальным в сред…

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.

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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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And perhaps that is Malta’s real differentiator vis-à-vis other nomad destinations: it offers a credible pathway from remote work to long-term opportunity.

The Nomad Residence Permit grants eligible non-EU nationals a one-year residence permit:Renewable up to three timesAllows a stay of up to four yearsImmediate family members may also be included, subject to due diligence.

A stay in Malta that starts with the Nomad Residence Permit may well become your next strategic base in Europe.

Learn more and apply for Malta’s Nomad Residence Permit at nomad.residencymalta.gov.mt.

For details about the Malta Startup Residence Programme click herehttps://startup.residencymalta.gov.mt/

Stockholm-based EnergyTech company Elvy has closed a €5.9 million ($7 million) round to accelerate growth and establish Elvy’s subscription model as the market standard for homeowners across Europe.

Last December, the company secured €500 million from Scayl, a Swedish debt-funding platform.

Elvy notes that this credit facility is already in place, with funds earmarked for hardware deployment at scale.

Elvy has already built the technology needed for a stable Swedish energy system and low electricity costs for households.

With an Elvy subscription, you don’t need to worry about whether there’s no wind in Germany when you want to cook or do laundry.

DDD Invoices, a Ljubljana-based company building API-driven infrastructure for global e-invoicing compliance, has closed a €1.31 million Seed round supported by Fil Rouge Capital, 500 Global, and experienced operators from the ERP and e‑invoicing ecosystem.

We’re building the infrastructure to take that off their plate,” said Denis Vehovec Pondelak, CEO and co-founder of DDD Invoices.

DDD Invoices claims to abstract this complexity through a unified API for issuing, receiving, and archiving tax‑compliant e‑invoices, offering an “all‑encompassing” solution for modern scaling.

For companies using platforms such as Stripe, Bitrix, Shopify, and Chargebee, DDD Invoices states that it offers nati…

The 2026 edition of the EU-Startups Summit 2026 has officially come to a close.

Now, we’re excited to share the official event footage and photo galleries so you can relive your favourite moments from the Summit.

And after an incredibly competitive final, the winner of the EU-Startups Summit 2026 Pitch Competition was AlterEcho.

We can’t wait to welcome you back for the 2027 edition of the EU-Startups Summit – still in Malta!.

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.

Mantle8, a Grenoble, France-based natural hydrogen exploration company, has raised €31 million in Series A funding.

The existence of natural hydrogen is a well-established scientific fact; the challenge has been finding free gas accumulations of high-purity hydrogen that are commercially viable.

Mantle8 claims that its technology for identifying commercially viable natural hydrogen reserves reduces exploration risk and cost, with economic models projecting production costs as low as €0.80/kg.

The company plans to deploy this capital during the next two years to fund the world’s most advanced natural hydrogen exploration and drilling campaign.

It then went on to complete the world’s first 4D…

Dolfin, a Barcelona-based AI-native platform for sales compensation management, has closed a €2.1 million ($2.5 million) Seed round to accelerate product development and expand across Europe and the United States.

Founded in 2023, Dolfin helps RevOps, finance, and compensation teams design, manage, and adapt compensation plans without spreadsheets, complex implementations, or external consultants.

According to Dolfin, most companies with sales teams rely heavily on their compensation models.

Revenue teams devote a lot of time to fixing and clarifying a process that should be more agile and automated, states the company.

With this funding, Dolfin plans to accelerate product development and e…

It claims to be building the “Workforce Infrastructure for Europe’s new Industrial Era” and aims to empower the workers who will never be replaced by AI.

There are currently 28 million skilled blue-collar workers across the EU, yet an estimated 5.8 million additional workers will be required by 2030.

Over the next few years, the product will expand towards upskilling, learning and workforce productivity tools for electricians.

David Guérin, Partner at Brighteye, commented, “Europe has 2.7 million electrical workers and a €3 billion hiring market that has been chronically underserved.

“Gyver uses AI not to replace skilled electricians but to make each one more productive and more valuable, w…

If that sounds like your company, the DayOne Accelerator could be worth a closer look.

DayOne describes itself as a leading launchpad for startups transforming pharma R&D.

More specifically, DayOne is looking for ventures developing high-potential products that can transform pharma R&D and that are interested in collaborating or partnering with pharmaceutical companies.

Key informationApplications for the 2026 DayOne Accelerator are open until 31 May 2026.

For early-stage ventures developing solutions for pharma R&D, the programme offers more than mentorship and visibility.

DesignVerse, a Bucharest-based enterprise software startup helping modernise aviation infrastructure across Europe, has raised more than €4.6 million ($5.5 million) in Seed funding.

Andrei Manolache, CEO of DesignVerse, said, “Large organisations still lose enormous amounts of time translating design work into production software.

Using AI, DesignVerse states that its technology allows teams to modernise operational software far faster than traditional development processes.

The platform grounds its AI models in each customer’s design systems, component libraries and technical documentation.

Prior to this round, DesignVerse raised €725.3k ($850k) in pre-Seed funding, which enabled the team …

Milan-based Webidoo, the AI technology company focused on making advanced digital tools more accessible and viable for SMBs, today announced the closing of a €21 million ($25 million) funding round.

The round positions Webidoo to expand its AI-driven execution model across the SMB market.

The closest comparables include AI marketing platforms such as Aizy and DOJO AI, sales-execution tools such as Sillage, Realm and Zynt, and broader orchestration or operational layers such as Contents, Toyo and Kestra.

Through its proprietary ecosystem, including Jooice, Groow, and Welpy, Webidoo enables companies to adopt AI across marketing, sales, and operations.

In 2025, Webidoo reported more than €15 …

It is positioned as a curated intelligence layer for Africa’s startup ecosystem.

Although Africa’s startup ecosystem is attracting increasing regional and international attention, many startups, founders, ecosystem builders, and innovations emerging across the continent still do not receive the visibility they deserve.

Our goal is to do the same for Africa’s startup ecosystem, but in a way that reflects the continent’s diversity, challenges, and potential.

“Alongside daily news coverage, the platform will also report on investor profiles, the VC landscape, and the innovation shaping Africa’s startup ecosystem.

One such platform is the Global Startup Awards (GSA), the world’s largest indepen…

DDD Invoices, a Ljubljana-based company building API-driven infrastructure for global e-invoicing compliance, has raised a €1.31 million seed round backed by Fil Rouge Capital, 500 Global, and experienced operators from the ERP and e-invoicing ecosystem.

DDD Invoices is building an API-first infrastructure designed to simplify this process.

For unstructured files such as PDFs, DDD Invoices also applies AI-based document processing to extract and structure invoice data automatically.

Denis Vehovec Pondelak, CEO and co-founder of DDD Invoices, said modern software companies are increasingly challenged by local compliance complexity as they scale across markets.

With the new funding, DDD Invoi…

UK company Fractile has today raised a $220M Series B as it continues to build next-generation inference hardware for AI.

Founded in 2022, Fractile is building next-generation inference hardware for frontier AI.

Its thesis is that the next major limit on AI progress is the time and cost required to produce useful outputs at scale.

As advanced AI systems take on harder, longer-running tasks that can require tens of millions of tokens to generate, Fractile is developing chips and systems designed to make faster inference economically viable, spanning AI research, chip microarchitecture, and foundry process innovation.

Looking ahead, Goodwin sees value in not accelerating today's workloads, bu…

A London-based AI startup set up just months ago, which believes it’s pursuing the fastest path to surpassing human intelligence, has today come out of stealth, having raised over $650m at a $4.65bn valuation.

Called Recursive Superintelligence, the funding round was led by GV, Google’s VC arm, and US VC Greycroft, with participation from chip makers Nvidia and AMD.

Recursive Superintelligence’s “bold bet” is that AI systems will improve themselves by analysing their own performance, without human intervention.

Others who work at the startup, which has a team of less than 30, previously worked at Meta and OpenAI.

The potential benefits for humanity of safely creating such an advance cannot …

Glocalzone, the platform connecting travellers with cross-border delivery requests, has been acquired by MovitOn as part of a deal focused on expanding peer-to-peer logistics infrastructure and integrating decentralised delivery technology.

Founded as a marketplace linking travellers with users seeking international deliveries, Glocalzone has built a network of more than 1.3 million registered users.

MovitOn said the acquisition gives it access to an established international user base while expanding the reach of its decentralised logistics network.

The company is developing a delivery platform that combines AI-powered courier matching with blockchain-enabled payment and verification syste…

Gyver, the Italian startup developing workforce infrastructure for Europe’s industrial and energy sectors, has raised €1.4 million in pre-seed funding.

As Europe accelerates investment into renewable energy, data centres and grid modernisation, demand for skilled electrical workers continues to increase.

While there are currently around 28 million skilled blue-collar workers across the EU, industry estimates suggest an additional 5.8 million workers will be needed by 2030.

The company plans to expand the platform beyond recruitment into areas including upskilling, learning and workforce productivity tools for electricians.

Gyver’s broader aim is to become a workforce platform for electrical…

Bucharest-based DesignVerse, the enterprise software startup using AI to modernise complex legacy systems, has raised more than $5.5 million in seed funding as demand grows for tools that can safely accelerate software development in mission-critical industries.

Prior to the seed round, the company raised $850,000 in pre-seed funding to build its core platform and begin working with early enterprise design partners.

Founded by former Oracle product design lead Andrei Manolache and software engineer Robert Dragutoiu, DesignVerse develops AI-powered infrastructure for organisations operating complex software environments across sectors, including aviation, finance, cybersecurity and governmen…

This week, Nordic Compass launches, a new pan-Nordic industry alliance for resilience and competitiveness.

Initiatives in four critical areas will be presented at the Nordic Compass Summit in Gothenburg on 4-5 November.

Nordic Compass is chaired by former Prime Minister of Finland, Jyrki Katainen.

The ambition is to strengthen Nordic and European resilience and competitiveness amid rising geopolitical tensions.

Taken together, the Nordic Region ranks among the world's largest economies, yet industrial cooperation across the region remains underutilised, according to the alliance.

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.