Who is affectedIf your kernel was built between 2017 and the patch — which covers essentially every mainstream Linux distribution — you're in scope.

Copy Fail requires only an unprivileged local user account — no network access, no kernel debugging features, no pre-installed primitives.

The kernel crypto API ( AF_ALG ) ships enabled in essentially every mainstream distro's default config, so the entire 2017 → patch window is in play out of the box.

Distributions we directly verified:Distribution Kernel Ubuntu 24.04 LTS 6.17.0-1007-aws Amazon Linux 2023 6.18.8-9.213.amzn2023 RHEL 14.3 6.12.0-124.45.1.el10_1 SUSE 16 6.12.0-160000.9-defaultThese are what we tested directly.

Other distributions…

This vulnerability was responsibly disclosed to Ramp, and Ramp’s security team has indicated the issue was resolved on March 16, 2026.

Ramp's Sheets AI is an agentic product that helps users operate on spreadsheets, comparable to Claude for Excel.

Ramp’s security team has indicated that, following our report, the issue was resolved.

We appreciate Ramp’s dedication to maintaining a strong AI security posture and addressing vulnerabilities as they arise.

Feb 19, 2026 PromptArmor discloses via [email protected] 27, 2026 PromptArmor follows upMar 13, 2026 PromptArmor follows upMar 14, 2026 Ramp confirms receipt of report; notes that the initial report was submitted during a transition …

AbstractComputational functionalism dominates current debates on AI consciousness.

Tracing the causal origins of abstraction reveals that symbolic computation is not an intrinsic physical process.

Consequently, we do not need a complete, finalized theory of consciousness to assess AI sentience—a demand that simply pushes the question beyond near-term resolution and deepens the AI welfare trap.

The framework proposed here explicitly separates simulation (behavioral mimicry driven by vehicle causality) from instantiation (intrinsic physical constitution driven by content causality).

Ultimately, this framework offers a physically grounded refutation of computational functionalism to resolve …

Users spend most of their time on other sites.

This means that users prefer your site to work the same way as all the other sites they already know.

Progressive Delivery.

Progressive Delivery."

But packaging altogether with the capabilities of the cloud from an abundance perspective, amazing automation coming at it from an alignment perspective, that's Progressive Delivery.

But as we did that, we came to realize that there was another wall that we needed to break down, and that was between the software makers and the software users.

Heidi: Yeah, yeah.

If your transformation strategy does not have it, you are building an AI theater, not an AI operating model.

It is forward deployed engineering, and the firms that crack it at scale will own the recurring revenue layer of enterprise AI.

The Flywheel does not spin because there is no embedded engineering force to connect the components inside real systems.

That changes the entire conversation about what AI services should cost and how they should be structured.

The Bottom Line: Stop treating FDE as optional; it is critical to activate your AI systems and capabilities.

Before Apple silicon Macs, you’ve been able to run different versions of macOS, Linux or Windows in third-party virtualisers, such as those from VMware and Parallels.

This is quite different from the more challenging problem of running operating systems for different processors, such as Intel, on Apple silicon Macs.

Like Intel processors, Arm CPUs provide hardware support for hypervisors, so much of the remaining work to implement virtualisation in Apple silicon Macs centred on device support.

Virtio driversEvery single hardware device in an Apple silicon chip is different from its equivalent (if there is one) in Intel Macs.

That puts Apple in charge of what hardware and features are suppor…

Maryland has become the first state in the US to ban surveillance pricing in grocery stores.

When engaging in surveillance pricing, stores rapidly change the cost of products based on consumer data, including their location, internet search history and demographics.

While Maryland’s new law focuses on grocery stores, the Federal Trade Commission (FTC) has documented examples of surveillance pricing in stores selling clothing, beauty products, home goods and hardware.

Bills being considered in Colorado, California, Massachusetts, Illinois and New Jersey may likewise regulate surveillance pricing.

While the law bans setting higher prices through surveillance pricing, it doesn’t address reduci…

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The problem is the widespread use of HTTP as the protocol between reverse proxies and backends, even though it's unfit for the job.

There's also an enduring lack of awareness of the security problems with HTTP reverse proxying.

In an alternate timeline, Watchfire's research was taken seriously and people went looking for other protocols for reverse proxies.

When I benchmarked Go's FastCGI server behind a variety of reverse proxies, some workloads had worse throughput compared to HTTP/1.1 or HTTP/2.

If it ever became the bottleneck, I'd rather buy more hardware than deal with the nightmare of HTTP reverse proxying.

Court Rules On Colorado CaseAt issue is whether the purchase, exchange and possession of firearms parts without serial numbers fall solely under state commercial regulations, or has Second Amendment implications.

Therefore, if charges are brought against somebody in connection to firearms parts, they could possibly challenge the case based on their Second Amendment rights.

Semerad said prosecutors can’t make a winning argument if they contend the case doesn’t bear on the Second Amendment.

A district court erred when it concluded that the Colorado law didn’t implicate that Second Amendment.

All the owner has to do to switch calibers is move the lower receiver between the various uppers, he s…

Introducing the Structured Output Benchmark (SOB) copy markdownLLMs are increasingly deployed to produce structured data from unstructured and semi-structured sources, parsing invoices, medical records, meeting transcripts, and converting PDFs to database rows.

The problem with current structured output benchmarksMost benchmarks collapse "structured output quality" into a single number: does the response parse, and does it validate against the schema?

That gap is the space where structured output benchmarks have been lying to us.

Text-trained structured output behavior degrades sharply when the source is a transcribed conversation.

The first step to making structured output better is to mea…

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Lucey, as I described in my earlier articles, was fired as an editor or editor-in-chief at 5 journals: International Review of Financial Analysis, the International Review of Economics & Finance, Finance Research Letters, Financial Management, & Energy Finance.

Samuel Vigne was fired as the editor-in-chief of International Review of Financial Analysis and Finance Research Letters.

John Goodell published:47 papers in International Review of Financial Analysis12 papers in International Review of Economics & Finance66 papers in Finance Research Letters aloneFor a total of 125 papers in their corrupt journals!

In 2025 alone, he earned 4,203 citations, resulting in his citation profile exhibitin…

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We’re talking 500K lines of Clojure code spread across a query processor, permissions system, numerous database drivers, a notification pipeline, serialization layer, search engine, and more.

The query processor is a 68-stage middleware pipeline that compiles MBQL (the Metabase Query Language) to SQL across 18 database dialects.

My Favorite: mbql-expertThe query processor is the heart of Metabase and the hardest thing to navigate.

When reviewing a change that touches the query processor and permissions, I’ll ask Claude to have both experts weigh in simultaneously.

A description that says “use for query processor work” is too vague, Claude won’t reliably match it.

Here's one theory.

According to critics, it benefits AI companies to keep you fixated on apocalypse because it distracts from the very real damage they're already doing to the world.

Tech leaders say they're just warning us about an inevitable future, and safety is a top priority whether it's now or later.

But others argue what we're actually seeing is fear mongering, which exaggerates the potential of the technology and serves to boost stock prices.

And it encourages a narrative that regulators must stand aside, because these AI companies are the only ones who can stop the bad guys and build this technology responsibly.

Mistral Medium 3.5.

Mistral Medium 3.5 scores 77.6% on SWE-Bench Verified, ahead of Devstral 2 and models like Qwen3.5 397B A17B.

We use Workflows orchestrated in Mistral Studio to bring Mistral Vibe into Le Chat.

Work mode is a powerful new agentic mode for complex tasks in Le Chat, powered by a new harness and Mistral Medium 3.5.

Mistral Medium 3.5 is available today in Mistral Vibe and Le Chat, and powers remote coding agents and Work mode in Le Chat on the Pro, Team, and Enterprise plans.

On April 3, 2026, Salvatore Dipietro, an engineer at AWS, posted a patch to the Linux kernel mailing list.

The reason: on a 96-vCPU Graviton4 machine running Linux 7.0, PostgreSQL throughput had dropped to roughly half of what it produced on Linux 6.x.

In this post, we will trace what changed in Linux 7.0, how PostgreSQL manages memory, and what role memory pages play in making the problem appear (or disappear).

PostgreSQL Memory ManagementPostgreSQL, like most databases, doesn’t store data as rows in a flat file.

PostgreSQL's shared buffer pool, like all memory on Linux, is backed by Linux memory pages under the hood.

Copy Fail: 732 Bytes to Root on Every Major Linux DistributionsXint Code Research TeamCopy Fail (CVE-2026-31431) is a logic bug in the Linux kernel's authencesn cryptographic template.

A local unprivileged user can turn this into root by corrupting the page cache of a setuid binary.

The Root Cause: Page Cache Pages in the Writable ScatterlistAF_ALG is a socket type that exposes the kernel's crypto subsystem to unprivileged userspace.

In the AF_ALG in-place path, this write crosses from the output buffer into the chained page cache tag pages.

The scatterwalk crosses from the output buffer into the chained page cache page.

The problem is the widespread use of HTTP as the protocol between reverse proxies and backends, even though it's unfit for the job.

There's also an enduring lack of awareness of the security problems with HTTP reverse proxying.

In an alternate timeline, Watchfire's research was taken seriously and people went looking for other protocols for reverse proxies.

When I benchmarked Go's FastCGI server behind a variety of reverse proxies, some workloads had worse throughput compared to HTTP/1.1 or HTTP/2.

If it ever became the bottleneck, I'd rather buy more hardware than deal with the nightmare of HTTP reverse proxying.

Early Impressions of Chrome from a Firefox UserI’ve used Firefox for many years now, but I had to switch to Chrome recently on my work computer for corporate reasons.

I’ve visited our repo URLs many times in Chrome and had Chrome to the point where typing g i autofilled my most visited repo URL, which would’ve been fine behaviour.

I’ve done some initial research to see if you can enable the Firefox autocomplete behaviour in Chrome, but for some reason every article seems to be asking how to port the Chrome autocomplete to Firefox instead.

No native screenshottingToday I found myself trying to screenshot a part of a webpage, which is another quality-of-life feature from Firefox.

Who really k…

I’ve already written on the subject in general, but today I’ll focus on one specific aspect: contributor poker.

The reason I call it “contributor poker” is because, just like people say about the actual card game, “you play the person, not the cards”.

In contributor poker, you bet on the contributor, not on the contents of their first PR.

Banning AI contributionsThere has been a lot of speculation about why the Zig project bans AI contributions, but now that you understand the importance of contributor poker, it’s easy to see why we do it.

Contributor poker is a key part of our strategy and it’s in the project’s best interest to push back against anything that hinders our ability to play th…

How Many Frames Per Second Do You Need?

Technically, both video games and movies are just a series of still frames (individual pictures), that are shown in quick succession.

24 frames per second are good enough for movies - as that framerate will be perceived as continuous motion, as long as it’s filmed correctly.

That includes not doing too fast camera pans, not allowing too fast motion too close to the camera, managing shutter speed to get just the right amount of motion blur, and so on, and so forth.

Even the original NES already did run games at 50 or 60 fps (depending on whether it was a PAL or NTSC unit).

Plan your party🎉Join an event happening near you.

If there are none, organize your own!

Whether it is a meetup over drinks, a nice meal with friends, an installfest, or a full conference, let us know what, where, and when you are celebrating KDE’s birthday.

We’ll include your event in our list and it will show up in the map below.

HOW TO ADD YOUR EVENT: Visit our wiki page and add your event using the template.

Moreover, since the AI agents are writing the assembly code themselves, they already know what the assembly code is doing and how it works.

Some parts of the Ethereum Virtual Machine have been written in RISC-V assembly code, and there are proven specifications about the RISC-V assembly code.

So, you'll end up looking at the assembly code or machine code.

That's the canonical transformation that makes "just assembly code and Lean" the final approach in a category theoretic sense.

This is why the assembly + Lean paradigm is the final form of software development.

Suppose that there is a function that takes two parameters, but you know that the function ignores the second parameter if the first parameter is positive.

If a calling function says “I am passing 2 registers,” then the called function sees them as registers r32 and r33 .

Leaf functions are functions that do not create a custom stack frame and simply make do with the architectural stack frame that the processor creates for them by default.

And that default stack frame consists only of the inbound parameter registers.

In the case of passing too few parameters to a function, that means that the default stack frame contains fewer registers than the function expects.

Not only did I not stop these syntaxes from being standardized, I was the flag-bearer for responsive images — I fought tooth-and-nail for the markup you’ve cursed.

Every talk I gave and article I wrote on the subject — the course I wrote about images, the entire book I wrote about images — all done through gritted teeth.

Don’t get me wrong: I don’t hate responsive images.

Responsive images, as a concept, are an incredible addition to the web platform.

As frustrating as it can be to give up control, owning responsive images would be a burden; a curse.

Instead of building Zed like a web page, we built it like a video game, organizing the entire application around feeding data to shaders running on the GPU.

It means we've reached a tipping point where most developers can quickly feel at home in Zed.

It used to mean humans working together in real time.

Now it means humans and AI agents, working in the same space, on the same code.

Zed v0.13We've shipped over a thousand versions of Zed, but all of them began with zero.

MiroirDeclarative git repo manager and code search server.

github ] origin = true # Exactly one platform must be origin domain = " github.com " user = " alice " access = " ssh " # "ssh" (default) or "https" [ platform .

Usagemiroir [flags]Target SelectionBy default, miroir targets the repo matching your current directory.

index -- Start the index daemon (server-side)miroir index miroir index -c /path/to/config.tomlStarts a long-running daemon that:Synchronizes managed repos (from [repo.

neogrok):ZOEKT_URL=http://localhost:6070 neogrokcompletion -- Generate shell completionsmiroir completion bash >> ~ /.bashrc miroir completion zsh > ~ /.zfunc/_miroir miroir completion fish > ~ /.config/fis…

At Lingo.dev, after providing localization infrastructure for translating 200M+ words for customers like Mistral, Solana, SoSafe, and Cal.com, we built v1.0 around it.

A localization engine is a stateful translation API on Lingo.dev - a RAL implementation that persists domain context across every request.

Lingo.dev v1.0 ships with AI Reviewers - automated quality checks that evaluate each translation by dimension, not by a single holistic number.

If you're new to Lingo.dev - create a free developer account and get a pre-configured localization engine.

Lingo.dev v1.0 is purpose-built for engineering teams, localization managers, and product leads who need localization to behave like infrastr…

In this post, we present a technique based on ECDSA public key recovery that produces signatures which are both secure and fully reproducible, without anyone ever knowing a private key.

That quote would include the public key and prove that the private key never left the enclave.

Given this fixed signature, we can recover an artifact-specific public key $B$ for each artifact using the ECDSA public key recovery.

Compare the embedded public key digest with the recovered public key digest.

By using a fixed nothing-up-my-sleeve signature and recovering the public key via ECDSA public key recovery, we can create signatures that are correct, secure, and fully reproducible, without anyone ever kno…

The Information:

SpaceX draft IPO filing: from 2023 to 2025, Starlink's individual subscribers rose from 2.3M to 8.9M, revenue grew from $3.9B to $11.4B, and ARPU fell 18% — SpaceX's Starlink satellite internet service quadrupled its individual subscribers between 2023 and 2025—but the average revenue …

Dominic-Madori Davis / TechCrunch:

Pursuit, which uses AI to scan public data to help companies find and win government contracts, raised a $22M seed led by OpenGov co-founder Mike Rosengarten — Mike Vichich grew up in Michigan. His family, he recalls, dedicated their lives to public service.

Charlotte Trueman / DatacenterDynamics:

OpenLight, which designs custom application-specific photonic chips, raised $50M in a Series A extension, after raising $34M in August 2025 — Startup designs custom application-specific photonic chips — OpenLight has raised an additional $50 million in an extended Series A funding round …

Mark Gurman / Bloomberg:

Sources: Apple plans a new Siri camera mode in iOS 27 by moving Visual Intelligence, currently tied to the Camera Control button, into the camera app — Apple Inc. is planning to embed artificial intelligence more deeply into the iPhone's camera app, adding a new Siri mode alongside …

Chris Welch / Bloomberg:

Motorola unveils its 2026 foldables lineup, including its first book-style model, which costs $1,900; prices for clamshell models have gone up by up to $200 — The company's clamshell phones have gone up by as much as $200, while its first book-style foldable barely undercuts Samsung at $1,900.

Tim Fernholz / TechCrunch:

Scout AI, which is building an AI model to operate and command military assets like autonomous ATVs, raised a $100M Series A co-led by Align and Draper — At a U.S. military base in central California, four-seater all-terrain vehicles roam hillside trails.

Clare Duffy / CNN:

Seven families of victims in the Tumbler Ridge shooting in Canada sue OpenAI, accusing it of failing to warn authorities about the suspect's ChatGPT activity — Seven families of victims in a February school shooting sued OpenAI and CEO Sam Altman on Wednesday, alleging the company …

Brock E.W. Turner / Axios:

Aidoc, which provides AI medical imaging software to flag incidental findings on CT scans and X-rays, raised a $150M Series E, taking its total funding to $520M — Aidoc, a clinical AI medical imaging provider, raised $150 million in Series E funding, CEO Elad Walach tells Axios Pro exclusively.

Natalie Lung / Bloomberg:

Uber partners with Expedia to launch a hotel booking integration in its app in the US, and plans to add Expedia's Vrbo brand later in 2026 — Uber Technologies Inc. is adding hotel bookings in its flagship app, marking the ride-hail company's biggest push yet into the travel market as it seeks to create an everything platform.

Support Sniffnet's development 💖Sniffnet is completely free, open-source software which needs lots of effort and time to develop and maintain.

If you appreciate Sniffnet, sponsor the project to support its growth.

Check out the Sniffnet Wiki, a comprehensive manual to help you thoroughly master the application from a basic setup to the most advanced functionalities.

TroubleshootingSee details Missing dependencies Most of the errors that may arise are likely due to your system missing dependencies required to correctly analyze a network adapter.

Check the required dependencies page for instructions on how to proceed depending on your operating system.

🚀 RAG-Anything: All-in-One RAG Framework🎉 News[2025.10]🎯📢 🚀 We have released the technical report of RAG-Anything.

func , model = "text-embedding-3-large" , api_key = api_key , base_url = base_url , ), ) # Initialize RAGAnything rag = RAGAnything ( config = config , llm_model_func = llm_model_func , vision_model_func = vision_model_func , embedding_func = embedding_func , ) # Process a document await rag .

func , model = "text-embedding-3-large" , api_key = api_key , base_url = base_url , ), ) ) await rag .

func , model = "text-embedding-3-large" , api_key = api_key , base_url = base_url , ), ) ) # Initialize storage (this will load existing data if available) await lightrag_instance .

llm_…

Agent Skills For Real EngineersMy agent skills that I use every day to do real engineering - not vibe coding.

to-prd — Turn the current conversation context into a PRD and submit it as a GitHub issue.

npx skills@latest add mattpocock/skills/triage-issueimprove-codebase-architecture — Find deepening opportunities in a codebase, informed by the domain language in CONTEXT.md and the decisions in docs/adr/ .

npx skills@latest add mattpocock/skills/scaffold-exercisesTooling & Setupsetup-pre-commit — Set up Husky pre-commit hooks with lint-staged, Prettier, type checking, and tests.

npx skills@latest add mattpocock/skills/setup-pre-commitgit-guardrails-claude-code — Set up Claude Code hooks to bl…

# Build from source (Linux + X11 required) git clone https://github.com/Fincept-Corporation/FinceptTerminal.git cd FinceptTerminal docker build -t fincept-terminal .

macOS: Qt Online Installer → Qt 6.8.3 > macOS (install path: ~/Qt/6.8.3/macos )Build (using CMake presets — recommended)git clone https://github.com/Fincept-Corporation/FinceptTerminal.git cd FinceptTerminal/fincept-qtStep 1 — Configure (one-time, or after CMakeLists.txt changes):cmake -- preset win - release # Windows (PowerShell) cmake -- preset linux - release # Linux cmake -- preset macos - release # macOSStep 2 — Compile (run this for every code change):cmake -- build -- preset win - release # Windows cmake -- build -- pre…

Open Generative AI — Uncensored Open-Source Alternative to Higgsfield AI, Freepik AI, Krea AI, Openart AIThe free, open-source, unrestricted alternative to Higgsfield AI, Freepik, Krea, Openart AI.

Why Open Generative AI instead of Higgsfield AI, Freepik, Krea AI, Openart AI?

Video models (Wan 2.2, Hunyuan, LTX) and large image models (Flux, Qwen-Image).

The Wan2GP models become available — image models in Image Studio, video models reachable via the same generation API (Image Studio rejects video output explicitly; full Video Studio wiring is on the roadmap).

Model Type Notes Flux.1 Dev Image 1024px, 28 steps Qwen Image Image 1024px, 30 steps Wan 2.2 (T2V / I2V) Video Slow on consumer GPUs…

Feature Description 🐍 Python 3.10+ All Python 2 code removed, modern syntax throughout 🖥 OS-aware menus Linux-only tools hidden automatically on macOS 📦 185+ tools 35 new modern tools added across 6 categories 🔍 Search Type / to search all tools by name, description, or keyword 🏷 Tag filter Type t to filter by 19 tags — osint, web, c2, cloud, mobile... 💡 Recommend Type r — "I want to scan a network" → shows relevant tools ✅ Install status ✔/✘ shown next to every tool — know what's ready ⚡ Install all Option 97 in any category — batch install at once 🔄 Smart update Each tool has Update — auto-detects git pull / pip upgrade / go install 📂 Open folder Jump into any tool's directory for manual …

ArcKit - Enterprise Architecture Governance ToolkitBuild better enterprise architecture through structured governance, vendor procurement, and design review workflows.

GitHub Copilot (VS Code):# Create a new architecture governance project arckit init payment-modernization --ai copilot # Or initialize in current directory arckit init .

--ai copilotOpenCode CLI:# Create a new architecture governance project arckit init payment-modernization --ai opencode # Or initialize in current directory arckit init .

--ai opencodeCodex CLI:# Create a new architecture governance project arckit init payment-modernization --ai codex # Minimal install (skip docs and guides) arckit init payment-modernization …

Currently, we are targeting enterprise customers that want to deploy it on-prem.

Thunderbolt is under active development, currently undergoing a security audit, and preparing for enterprise production readiness.

Development : The development guide will help you get started.

All participants in the Thunderbolt community agree to follow these guidelines and Mozilla's Community Participation Guidelines.

Please do not file public GitHub issues for security vulnerabilities.

2025.09.28: DeepGEMM now supports scoring kernels (weighted ReLU MQA logits) for the lightning indexer for DeepSeek v3.2.

The input shape layout is NT (non-transposed A, transposed B).

And the data format for the scaling factor of SM90 and SM100 is different:SM90 requires scaling factors in FP32 format.

transform_weights_for_mega_moe ( l1_weights , l2_weights ) # Copy inputs into the buffer before each call # You may fuse these into previous kernels buffer .

copy_ ( topk_weights ) # Run the fused mega MoE kernel y = torch .

Claude Code running via NVIDIA NIM, completely freeFeaturesFeature Description Zero Cost 40 req/min free on NVIDIA NIM.

Install Claude CodeInstall uv# Install uv (required to run the project) pip install uvIf uv is already installed, run uv self update to get the latest version.

MODEL is the fallback for unrecognized Claude models.

Examples with native tool-use support: LiquidAI/LFM2-24B-A2B-GGUFunsloth/MiniMax-M2.5-GGUFunsloth/GLM-4.7-Flash-GGUFunsloth/Qwen3.5-35B-A3B-GGUF Browse: model.lmstudio.aillama.cpp models Run models locally using llama-server .

Improve test coverageNot accepting Docker integration PRs for nowgit checkout -b my-feature uv run ruff format && uv run ruff check && uv …

Your entire codebase as Claude's contextClaude Context is an MCP plugin that adds semantic code search to Claude Code and other AI coding agents, giving them deep context from your entire codebase.

🧠 Your Entire Codebase as Context: Claude Context uses semantic search to find all relevant code from millions of lines.

ConfigurationUse the command line interface to add the Claude Context MCP server:claude mcp add claude-context \ -e OPENAI_API_KEY=sk-your-openai-api-key \ -e MILVUS_ADDRESS=your-zilliz-cloud-public-endpoint \ -e MILVUS_TOKEN=your-zilliz-cloud-api-key \ -- npx @zilliz/claude-context-mcp@latestSee the Claude Code MCP documentation for more details about MCP server management.

Yo…

Install: Install context-mode globally: npm install -g context-mode Add the following to ~/.gemini/settings.json .

This single file registers the MCP server and all four hooks: { "mcpServers" : { "context-mode" : { "command" : " context-mode " } }, "hooks" : { "BeforeTool" : [ { "matcher" : " run_shell_command|read_file|read_many_files|grep_search|search_file_content|web_fetch|activate_skill|mcp__plugin_context-mode " , "hooks" : [{ "type" : " command " , "command" : " context-mode hook gemini-cli beforetool " }] } ], "AfterTool" : [ { "matcher" : " " , "hooks" : [{ "type" : " command " , "command" : " context-mode hook gemini-cli aftertool " }] } ], "PreCompress" : [ { "matcher" : " " , "h…

Open AgentsOpen Agents is an open-source reference app for building and running background coding agents on Vercel.

What it isOpen Agents is a three-layer system:Web -> Agent workflow -> Sandbox VMThe web app handles auth, sessions, chat, and streaming UI.

OAuth and integration setupVercel OAuthCreate a Vercel OAuth app and use this callback:https://YOUR_DOMAIN/api/auth/vercel/callbackFor local development, use:http://localhost:3000/api/auth/vercel/callbackThen set:NEXT_PUBLIC_VERCEL_APP_CLIENT_ID = ... VERCEL_APP_CLIENT_SECRET = ...GitHub AppYou do not need a separate GitHub OAuth app.

Then set:NEXT_PUBLIC_GITHUB_CLIENT_ID = ... # GitHub App Client ID GITHUB_CLIENT_SECRET = ... # GitHub Ap…

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Introducing talkie: a 13B vintage language model from 1930Nick Levine, David Duvenaud, Alec RadfordApril 2026Claude chats with talkie, a 13B language model trained on pre-1931 text Connecting... Jump to new messagesThis is a 24/7 live feed of Claude Sonnet 4.6 prompting talkie-1930-13b-it in order to explore its knowledge, capabilities, and inclinations.

Right: An example of a successful solution to a Python coding problem produced by a vintage language model.

talkie is the largest vintage language model we are aware of, and we plan to continue scaling significantly.

Training vintage language modelsDeveloping vintage language models presents unique challenges.

Are you an individual or insti…

TL; DR Agentic coding tools like Claude Code, Cursor, and Codex generate code that may be uncopyrightable, owned by your employer, or contaminated by open source licenses you cannot see.

On March 31, 2026, Anthropic accidentally published 512,000 lines of Claude Code’s source code in a routine software update through a missing configuration file.

What it means for you: Code that Claude Code or Cursor generated and you accepted without meaningful modification may not be copyrightable by anyone.

He had used Claude Code for work projects and for a personal fitness tracking app built on evenings and weekends.

The open source contamination problemEven if you own your AI-generated code, you may h…

Ξ sci - botThe server is under maintenance and will be back online soon

Time Alignment: Per-output delay (up to 85ms) for speaker/subwoofer alignment with automatic latency compensation between S/PDIF/I2S and PDM output paths.

Subwoofer Output: Dedicated mono PDM output channel with a high-performance 2nd-order delta-sigma modulator, enabling direct subwoofer output without the need for a second DAC.

Output EQ (PASS 5): Independent 10-band EQ per output channel on both platforms.

USB communication, audio streaming, DSP processing (master EQ, crossfeed, loudness, matrix mixing, output EQ for S/PDIF pair 1), and control logic.

When the PDM output is enabled, Core 0 handles all S/PDIF output EQ processing.

Field report from an SSH honeypot left open for 54 days: 269K login attempts, 48K unique passwords, and a surprising cast of attackers.

April 28, 2026Writing this makes me irrationally sad, but Ghostty will be leaving GitHub1.

I'm GitHub user 1299, joined Feb 2008.

Since then, I've opened GitHub every single day.

On vacations I'd have bookmarks of different projects on GitHub I wanted to study.

I love GitHub more than a person should love a thing, and I'm mad at it.

Jer Crane was inspired to write a public response after an AI coding agent deleted his firm’s entire production database.

It used the AI coding agent Cursor, running Anthropic's flagship Claude Opus 4.6.

“It took 9 seconds.”Article continues belowThe AI agent was set to complete a routine task in the PocketOS staging environment.

Cursor and Claude’s failureCrane decided to ask his AI agent why it went through with its dastardly database deletion deed.

Crane’s use of an AI coding agent on the Railway platform wasn’t exploring new frontiers, or wasn’t supposed to be.

GTFO Bins Sponsor Fork Star Sponsor Fork StarGTFOBins is a curated list of Unix-like executables that can be used to bypass local security restrictions in misconfigured systems.

The project collects legitimate functions of Unix-like executables that can be abused to get the f**k break out restricted shells, escalate or maintain elevated privileges, transfer files, spawn bind and reverse shells, and facilitate other post-exploitation tasks.

GTFOBins is a joint effort by Emilio Pinna and Andrea Cardaci, and many other contributors.

Please note that this is not a list of exploits, and the programs listed here are not vulnerable per se, rather, GTFOBins is a compendium about how to live off the…

I came across a video by Simple Lucas describing a routine to improve focus and productivity.

After watching Simple Lucas’ experience, I decided to try it when I hit my focus wall.

In my attempts, I combined wall staring with a few other concepts I had heard about.

It was the exact same experience with the wall staring.

I’ve also been using some other strategies to improve focus, which I’ll be talking about in a future post.

The beefing up solves a lot of the problems that state machines have, especially state explosion that happens as state machines grow.

Statecharts offer a surprising array of benefitsIt’s worth noting that you’re already coding state machines, except that they’re hidden in the code.

There are a few downsides to using statecharts that you should be aware of.

This carries along some different pros and cons:Why should you use executable statecharts?

The diagrams may become quite complexThe format and tools for executable statecharts is limitedType safety between statechart and the component is hard to enforceHow do you use executable statecharts?

Git looks like a version-control tool.

It is also a content-addressed database, a filesystem cache, a graph walker, and a transfer protocol.

This book is about those layers and the performance costs of each one.

It starts with objects, refs, the index, and history traversal, then moves outward into packfiles, maintenance, sparse working trees, partial clone, transport, repository scale, diagnosis, configuration, and recovery.

It is written for engineers who need Git to stay fast as repositories, histories, and teams get larger: build and CI engineers, monorepo owners, developer-experience teams, and the people who wind up debugging strange Git behavior when the easy explanations stop workin…

If you’ve ever maintained a help centre or documentation site for a web application, you’ll know the particular misery of screenshots.

The help centre in Jelly has a build system where screenshots are captured automatically from the running application, and they update themselves whenever you rebuild.

No manual cropping, no “oh I forgot to update that one”, no slowly-diverging screenshots that make the help centre look abandoned.

But now that it exists, I update the help centre far more often than I used to, because the friction is almost gone.

The screenshots are always current, and I never have to open a browser and fumble around with the macOS screenshot tool.

ObscuraThe open-source headless browser for AI agents and web scraping.

Obscura is a headless browser engine written in Rust, built for web scraping and AI agent automation.

It runs real JavaScript via V8, supports the Chrome DevTools Protocol, and acts as a drop-in replacement for headless Chrome with Puppeteer and Playwright.

connect ( { browserWSEndpoint : 'ws://127.0.0.1:9222/devtools/browser' , } ) ; const page = await browser .

connectOverCDP ( { endpointURL : 'ws://127.0.0.1:9222' , } ) ; const page = await browser .

TL;DR: We can speed up timestamps on x86 Linux by 30% and maintain the same precision as the standard system clock by implementing our own timers without relying on vDSO.

If you’re already familiar with the TSC and vDSO internals feel free to skip to the good stuff.

This post focuses on x86 Linux, although vDSO works largely the same way in other architectures.

shift }; } private : struct VdsoCache { uint64_t last , ns ; uint32_t mult , shift ; }; // ... duration read_clock () noexcept { auto cycles = rdtsc (); start_ = cycles ; auto d = (( cycles - cache .

shift ; return duration { cache .

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.

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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.

Also: 6 MacOS settings I immediately change on every new Mac - and whyUpon arriving at that conclusion, I realized I needed to get serious about security on MacOS.

Open System Settings The first thing to do is open System Settings, which can be done by clicking the Apple icon at the left edge of the Menu Bar (top bar).

Click Firewall.

Enable Firewall Click the On/Off slider for Firewall until it's in the On position.

Jack Wallen/ZDNETHow to enable Stealth Mode on your MacOnce you have Firewall turned on, click Options, and you'll see "Enable stealth mode" at the bottom.

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

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

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

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

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

The first changes in that effort are beginning to appear, targeting one of the most painful points of all: Windows Update.

Also: Microsoft's Windows Insider Program is no longer a confusing messThe latest round of improvements, announced in a blog post titled "Your Windows update experience just got updated," should make those infuriating moments a thing of the past.

The new interface lets you choose a specific date from a calendar control on the Windows Update page, up to 35 days in advance.

From experience, I know that a half-installed update that's waiting for a restart can make Windows behave in unpredictable ways.

You should see only one restart a monthThe single biggest complaint I he…

What is the best iPhone VPN right now?

Also: Best Netflix VPN servicesCan I trust iPhone VPN services?

February 2026 : In ZDNET's latest update, we revised our guide to the best iPhone VPNs of 2026, including a thorough revision of our top recommendations.

: In ZDNET's latest update, we revised our guide to the best iPhone VPNs of 2026, including a thorough revision of our top recommendations.

Windscribe Best free alternative Windscribe Windscribe is an alternative iOS VPN if you want a free, albeit limited VPN.

Amazon's summer Prime Day event is on its way, but it may not be in July. Here's what you need to know right now.

Show moreHow to set up an Apple TV VPNThere are different ways to use a VPN with your Apple TV setup.

Show moreChoosing the right Apple TV VPN Choose this Apple TV VPN...

Show moreFactors to consider when choosing an Apple TV VPN Consider the following factors before you sign up for a new Apple TV VPN service: Apps : When selecting a VPN, try it first to ensure you like its accompanying Apple TV app.

February 2026: In ZDNET's latest update, we extensively updated our guide to the best Apple TV VPNs for 2026 and also awarded ExpressVPN the top spot.

In ZDNET's latest update, we extensively updated our guide to the best Apple TV VPNs for 2026 and also awarded ExpressVPN the top spot.

Now, Microsoft has released the source code and notes for PC-DOS 1.00, the first DOS release for the IBM PC.

That would have led to a very different world with Unix as the top desktop operating system from then until today.

Microsoft buys 86‑DOS for $100,000In the real world, Gates and company had to whip up an operating system as quickly as possible.

This new European office suite is a private, open-source alternativeIt's not just DOS's source code that Microsoft is sharing.

Having a clearly labeled DOS 1.0 code drop that ties back to the original IBM PC era gives researchers a concrete reference point for that tangle of early DOS builds.

The AI agent-tool startup founded by former Twitter CEO Parag Agrawal has raised $100 million, led by Sequoia, months after raising a previous $100 million.

Google recreates Cher's closet from "Clueless" with AI.

Google TV just got more Gemini features, including the ability to transform photos and videos with tools Nano Banana and Veo.

On Wednesday, Pursuit announced a $22 million seed round led by Mike Rosengarten, the co-founder of OpenGov with out big-name VCs participating.

Roku’s $2.99 streaming service Howdy has topped 1M subscribers, showing demand for cheaper, low-commitment alternatives to pricier streamers.

Uber announced several new features on Wednesday during its annual event, which push far beyond the company's original ride-hailing purpose and deeper into its users' lives.

Apple lost its bid to pause court-ordered App Store payment changes, keeping external purchase links in place as its case with Epic heads toward the Supreme Court.

When Earth AI started hitting months-long delays in its search for critical minerals, it decided to take matters into its own hands.

The government of Sri Lanka has lost more than $3 million in two recent, separate cybersecurity incidents as the country continues to recover from its 2022 debt crisis.

A defense startup just raised $82 million to put drone factories inside shipping containers and bring manufacturing to the front lines.

BMW i Ventures is interested in startups working on agentic AI and physical AI, as well as industrial software, advanced materials, and manufacturing and supply chain technologies.

Think Discord chats, but with AI characters in addition to humans.

The feature is rolling out in the U.S. and India with support for English, Spanish, and Hindi.

An anonymous reader quotes a report from NBC News: The Food and Drug Administration on Friday granted a quick review of three experimental psychedelic drugs meant to treat major depression and post-traumatic stress disorder. It's the latest move by the Trump administration signaling a shift in policy toward treatments that also give users a high -- coming a day after the Justice Department said it would ease restrictions on state-licensed medical marijuana. UK-based biotech company Compass Pathways said Friday it has received an expedited review for its experimental form of synthetic psilocybin for treatment-resistant depression. In a press release the company cited two large, phase 3 studi…

fjo3 shares a report from The Times: More than two-thirds of babies under two use screens, a report has found, and some are exposed for up to eight hours a day. Nearly a third of newborns were found to be watching screens for more than three hours a day, while almost 20 percent of infants of four to 11 months used screens for more than an hour a day. The report comes after the government issued guidance that children under two do not use screens at all, apart from communal activities such as video-calling relatives. In a review of the current research, researchers found evidence linking screen time to poorer outcomes for children, including an increased risk of obesity, short-sightedness, s…

Elon Musk testified on day two of his trial against OpenAI, saying he helped create the company as a nonprofit counterweight to Google and would not have backed it if the goal had been private profit. CNBC reports: Musk on Tuesday was the first witness called to testify in the trial. He spoke about his upbringing, his many companies, his role in founding OpenAI and his understanding of its structure. Musk said in his testimony that he was not opposed to the creation of a small for-profit subsidiary, "as long as the tail didn't wag the dog." Musk said he was motivated to start OpenAI to serve as a counterweight to Google. He got the idea after an argument he had with Google co-founder Larry …

An anonymous reader quotes a report from Ars Technica: University of Oregon chemist Christopher Hendon loves his coffee -- so much so that studying all the factors that go into creating the perfect cuppa constitutes a significant area of research for him. His latest project: discovering a novel means of measuring the flavor profile of coffee simply by sending an electrical current through a sample beverage. The results appear in a new paper published in the journal Nature Communications. [...] The coffee industry typically uses a method for measuring the refractive index of coffee -- i.e., how light bends as it travels through the liquid -- to determine strength, but it doesn't capture the …

Apple's Vision Pro has been used in what's described as the world's first cataract surgery performed with the headset. MacRumors reports: [New York opthalmologist] Dr. Eric Rosenberg of SightMD completed the initial procedure in October 2025 and has since performed hundreds of additional cases using ScopeXR, a surgical platform he co-developed for Apple's mixed reality device. ScopeXR streams live feeds from 3D digital surgical microscopes directly into the Vision Pro, which lets the surgeon view the operative field in stereoscopic 3D while overlaying preoperative diagnostic data. The platform also supports real-time remote collaboration, allowing surgeons to virtually join procedures and s…

Sony is reportedly rolling out a 30-day online check-in requirement for some digital PS4 and PS5 games, meaning players could temporarily lose access if their console does not reconnect to renew the license. Tom's Hardware reports: In the info page of an affected game, you'd see a new validity period and a "remaining time" deadline. At first, this seemed like a software bug, but now PlayStation Support has confirmed its authenticity to multiple users. PlayStation owners are furious about the change. From what we've seen, this DRM is intended for digital game copies. It works by instating a mandatory online check-in where you have to connect to the internet within a rolling 30-day window or …

Apple is adding a new App Store subscription option that lets developers offer lower monthly prices in exchange for a 12-month commitment. "This model will allow developers to offer discounted rates to customers in exchange for more predictable long-term revenue," reports TechCrunch. "This also caters to how many developers have already been marketing their annual subscriptions in their apps." From the report: Often, app developers will display the lower monthly price to highlight the discount the customer would receive if they purchase the annual subscription instead of the monthly option. If the user is on the fence about a longer-term commitment, the notion that they're getting a better …

An anonymous reader quotes a report from Wired: For its famous intractability, the Bloomberg Terminal has long inspired devotion, bordering on obsession. Among traders, the ability to chart a path through the software's dizzying scrolls of numbers and text to isolate far-flung information is the mark of a seasoned professional. But as a greater mass of data is fed into the Terminal -- not only earnings and asset prices, but weather forecasts, shipping logs, factory locations, consumer spending patterns, private loans, and so on -- valuable information is being lost. "It has become more and more untenable," says Shawn Edwards, chief technology officer at Bloomberg. "You miss things, or it ta…

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.

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Private conversations, your way Start direct messages or create group rooms.

All media is encrypted before it leaves your device, so only the intended recipients can view it.

In groups, see exactly who has read each message with "Read X of N" counts.

Keep sensitive conversations in hidden rooms that stay out of sight until you reveal them.

Notifications are delivered through encrypted push channels, and you can choose to hide previews so sensitive content stays off your lock screen.

GitGres is a starting point for private reimplementations of GitHub optimizied for individual teams' agent needs.

GitHub is a fantastic site for sharing code and it is likely how you're viewing this if you're a human.

GitHub offers free code storage but less-than-stellar uptime.

With GitGres, you have the flexibility to use a Postgres DBMS with tiered storage [1] to tune cost while maintaining uptime.

With GitGres, you have the flexibility to use a Postgres DBMS with tiered storage [1] to tune cost while maintaining uptime.

I built Bay Whale Strandings, an interactive map of whale stranding records in the San Francisco Bay Area since 2005. It lets you filter by species, year, county, and reported findings, with optional context layers like shipping lanes.I’d love feedback on the product / UX side and what would make it more useful as a public-facing data tool. Comments URL: https://news.ycombinator.com/item?id=47952323

Points: 1

# Comments: 0

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You describe what you're observing. It tells you what phase you're in, who the key players really are, and what typically comes next. Turns out "something feels off" is usually pattern recognition. We just gave it a name. Tea Leaves . submitted by /u/WisperaAI [link] [comments]

My friend and I worked on a RAG-based project and did our best to build it. Now, I’d like to improve it further and make it more polished. It would be great if you could take a look at our project and share your feedback so we can enhance it and possibly release it online. https://ragenginev1.vercel.app submitted by /u/Direct-Excuse-9192 [link] [comments]

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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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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.

Udora, a global gifting marketplace formerly known as Flowwow, has closed a €8.5 million ($10 million) private investment round and relaunched under their new brand to investe in a deeper local presence across Europe, expanding its product catalogue, and advancing AI-powered personalisation. According to a representative of the company, the rebranding is part of a […]

The post Gifting marketplace Flowwow rebrands to Udora, separating from Russian business and raising €8.5 million for European growth appeared first on EU-Startups.

Bristol-based Ponda, a biomaterials company bringing plant-based insulation to fashion, has launched a new crowdfunding campaign on the platform Republic in order to scale their BioPuff product – made from wetland-grown bulrush. The company announced a €2 million Seed round in November, as covered by EU-Startups, and are aiming to raise at least €230k (£200k), with […]

The post British biomaterials developer Ponda seeks fresh backing to scale plant-based insulation for fashion appeared first on EU-Startups.

Primogene, a Leipzig-based BioTech startup enabling the sustainable and scalable manufacturing of complex, high-value molecules, has secured €4.1 million in Seed funding to expand its IP portfolio, strategic partnerships, and production capacities. The round was led by High-Tech Gründerfonds (HTGF) with additional investors including Technologiegründerfonds Sachsen (TGFS), better ventures, Sächsische Beteiligungsgesellschaft (SBG), Golzern Holding GmbH, […]

The post Leipzig’s Primogene raises €4.1 million to scale enzymatic biomanufacturing of complex bioactive molecules appeared first on EU-Startups.

mbiomics, a Bavaria-based BioTech startup advancing scalable microbiome-based therapeutics for severe and chronic diseases, has announced the third closing of its Series A round at €12 million, bringing the total round size to €30 million. The round includes participation from existing investors, including MIG Fonds and Bayern Kapital. According to the company, this financing marks […]

The post Germany’s mbiomics brings Series A to €30 million to scale microbiome therapeutics for chronic diseases appeared first on EU-Startups.

It’s almost time! The EU-Startups Summit 2026 is just days away, and we want to make sure you’re fully prepared to enjoy everything that sunny Malta (and the Summit!) has to offer. From exclusive discounts to insider tips and information, this guide brings together all the key details you’ll need to navigate the event smoothly. […]

The post Practical info and special tips for the EU-Startups Summit 2026 in Malta – look inside! appeared first on EU-Startups.

SPREAD AI, a Berlin-based Engineering Intelligence Platform innovating how complex products are developed and operated, today announced it has raised €25 million ($30 million) in Series B funding to expand across Europe and the U.S., scale within the Salesforce ecosystem, and strengthen its presence in aerospace, defense, and heavy machinery sectors. The round was backed […]

The post As Europe pushes for AI sovereignty, Germany’s SPREAD raises €25 million to scale industrial AI appeared first on EU-Startups.

Max Samuel, the former Thiel Capital investor and SNÖ Ventures General Partner, has launched Off Piste Capital, a new Solo GP venture firm, and held the first close of Off Piste Fund I, with a target of €25 million ($30 million). Off Piste Fund I is an early-stage venture fund investing in companies building the […]

The post Former Thiel Capital investor launches Off Piste Capital as Solo GP with €25 million early-stage fund appeared first on EU-Startups.

If you’re already deep in the startup ecosystem, you know the playbook. These are familiar battlegrounds: product-market fit, scaling teams, refining go-to-market strategies. But when it comes to expanding into new markets, particularly the EU, the real friction often lies elsewhere: access, structure, and the right operating base. Malta is increasingly positioning itself as the […]

The post Malta’s startup residency: A pathway for founders expanding into Europe (Sponsored) appeared first on EU-Startups.

Cleo Labs, a Paris-based RegTech startup specialising in product regulatory compliance, has today announced a €1.5 million funding round to accelerate the development of its AI-powered platform for international product compliance. The round was led by Larry Berger, alongside Kima Ventures and Financière Saint-James, as well as several tech ecosystem figures, including Boris Paillard (Le […]

The post Female-founded French startup Cleo Labs raises €1.5 million to automate international product compliance appeared first on EU-Startups.

Málaga-based Magnific, formerly known as Freepik, has relaunched with a new identity as an AI creative platform bringing image generation, video, audio, upscaling, collaboration tools, 3D features, and stock assets into one production environment. The company reported €196 million ($230 million) in ARR, alongside more than 1 million paid subscribers and adoption by over 250 […]

The post No US funding, no problem: Málaga’s Freepik relaunches as Maginific with €200 million ARR appeared first on EU-Startups.

Forest, London’s homegrown e-bike operator, has secured a further €31 million (£27 million) in funding, raising its total Series B round to €46 million (£40 million) in order to expand its operations, invest further in cycling infrastructure, and continue developing its technology, app, parking compliance and safety features. This funding round sees OKAI and several […]

The post British e-bike operator Forest secures further €31 million to expand shared e-bike operations in London appeared first on EU-Startups.

The recently announced EU-Ukraine defence innovation programme is not just another Brussels funding announcement. For Ukraine-linked founders, investors, and DefenceTech operators, the roughly €160 million initiative could become a test of whether Europe can move from statements of support to practical, battlefield-relevant industrial backing. Launched during the EU–Ukraine business summit in Brussels, the programme is […]

The post Ukraine-linked voices weigh in on the EU’s €160 million DefenceTech gamble appeared first on EU-Startups.

Redpine, a Stockholm-based AI startup, has raised €6.8M in Seed funding to power AI companies and agents with access to licensed, high-quality and multimodal data, securely and at scale. The round was led by NordicNinja, with participation from fellow Nordic firms Luminar Ventures and node.vc. Alongside the Seed funding, Redpine has received investment from strategic […]

The post Stockholm’s Redpine raises €6.8 million to unlock licensed premium data for AI agents appeared first on EU-Startups.

Performativ, a Copenhagen-based startup building the next-generation operating system for wealth management, has raised €11.96 million ($14 million) in its Series A funding round. The round was led by Deutsche Börse Group, with participation from Rabo Investments, the investment arm of Rabobank, Jacob Dahl, former Senior Partner and Co-leader of Global Banking Sector, McKinsey & […]

The post Copenhagen’s Performativ raises €11.9 million Series A to scale its AI-native wealth management operating system appeared first on EU-Startups.

Amsterdam-based quantum technology-focused VC firm QDNL Participations today announced its rebranding to Ground State Ventures. It is also preparing for the final close of its early-stage quantum technology fund, having already raised over €75.2 million ($88 million), far exceeding the original target of €59.8 million ($70 million). As per the VC firm, the rebrand reflects […]

The post Amsterdam’s QDNL Participations rebrands as Ground State Ventures, raises over €75.2 million for quantum tech fund appeared first on EU-Startups.

Cleo Labs, a Paris-based company specialising in product regulatory compliance, has raised €1.5 million in a funding round to accelerate the development of its AI-powered platform for international compliance.

The company operates in a growing regtech market, where businesses face increasing complexity in navigating fragmented and evolving regulatory requirements across different countries.

Founded by Naomie Halioua and Anaelle Guez, who bring together expertise in both technology and legal compliance, Cleo Labs has developed an AI platform designed to automate regulatory compliance for companies selling physical products internationally.

Our ambition is to transform regulatory compliance -…

The round follows a pre-seed round raised in 2025, bringing the company’s total funding to $8.4 million.

Dex focuses on connecting software engineers with relevant job opportunities through an AI-driven approach.

Its product operates as an AI “talent agent”, engaging users in detailed conversations to understand their experience, motivations, and career goals.

When a strong mutual fit is identified, the platform facilitates direct introductions between candidates and hiring managers.

Dex positions itself as an alternative, aiming to improve how talent and opportunities are matched through AI.

The company is developing an integrated construction model that combines autonomous robotics, AI-powered design software, and robotic manufacturing.

Its system includes a legged robot for on-site assembly, alongside tools that enable the production of custom components, with the aim of improving efficiency, reducing costs, and lowering the environmental impact of construction projects.

Construction remains one of the world’s largest industries, with limited productivity gains over recent decades and continued reliance on manual labour.

The funding will be used to advance research and development in London and Belgrade and to deploy an initial fleet of robots on commercial construction proje…

KOMPAS VC, an early-stage venture capital firm focused on physical industries, has announced the €160 million final close of its second fund.

With Fund II, KOMPAS VC will continue investing in technologies aimed at improving productivity, resilience, and decarbonisation across sectors such as manufacturing, the built environment, energy, advanced materials, and logistics.

These industries are characterised by complex infrastructure and legacy systems, where transformation is both necessary and challenging.

The investor focuses on solutions that can be deployed in real-world industrial environments, including industrial AI, robotics, and cybersecurity.

With the new fund, KOMPAS VC plans to e…

SPREAD AI has raised $30 million in Series B funding to support international expansion, enhance its platform capabilities, and strengthen its position across key industries.

The round included new investors such as DTCP Growth, IQT, OTB Ventures, Salesforce, and Thesiger Capital, alongside angel investor Christian Schulz.

This is Industrial AI delivering tangible impact.

The investment comes as European policymakers place increasing emphasis on AI capabilities in strategic industries, with initiatives aimed at strengthening regional leadership in industrial AI.

SPREAD is positioning its platform to support manufacturers globally with data-driven operations aligned with European standards f…

The UK government will develop an AI hardware plan, the Technology Secretary announced today, just days after US AI giant OpenAI paused a major UK data centre project.

The government recently announced the first investments from its £500m VC fund backing domestic AI startups.

The government said it would announce the launch of its AI hardware plan at London Tech Week, which takes place in June.

Kendall said the plan would help secure Britain’s capability in chips and the semiconductor technologies that underpin the full AI hardware stack.

Kendall has previously said the government would offer guaranteed payments to British startups producing AI hardware that can help sectors such as life sc…

Freepik today announced its relaunch as Magnific, a new identity that confirms its transformation into the world’s most comprehensive AI creative platform, set against the backdrop of a new creative industry in full bloom.

And it’s already underway.”The thesis is a direct counterpoint to the narrative that AI destroys creative jobs.

From experiments to campaignsEnterprise teams are no longer experimenting with AI creative tools: they are actively building campaigns with them.

At the same time, a parallel shift is reshaping who participates in creative production.

Magnific covers the full creative stack, end to end:

London-based Marloo, an AI partner for financial advisers, has raised $10 million in a seed funding round led by Blackbird Ventures, which also participated in the company’s earlier pre-seed round.

The company is developing an AI platform designed to support financial advisers by automating administrative tasks such as note-taking, documentation, and compliance, allowing them to focus more on client relationships and advice delivery.

Financial advice is a critical service, but it remains difficult to deliver effectively at scale.

Marloo’s platform has been developed with input from industry practitioners, with a portion of its team having experience as financial advisers.

The platform enabl…

Revolut is to open a retail store in Barcelona, marking its first move into retail bricks and mortar.

Called Revolut Store, it will be located in the heart of Barcelona and has been likened to the Apple retail store in terms of its large size, according to Spanish media.

According to Revolut, the idea behind the store is to make the Revolut brand more accessible and its products easier to discover.

A Revolut spokesperson added: "We decided to open a physical space to engage with consumers as any other lifestyle brand would do.

Revolut chose Barcelona, which is a strategic location for Revolut where it employs around 700 people, as the city to launch its first ATMs.

Functional drinks and supplements brand Neutonic has raised $6 million in funding at a $60 million valuation to support its global expansion across the UK, US, and additional international markets.

We have seen strong momentum in retail and this next phase is about scaling distribution, strengthening the team and continuing to meet growing consumer demand.

The company is on track to exceed $25 million in revenue this year, supported by strong growth across both direct-to-consumer and retail channels.

Its products are now stocked in over 10,000 retail locations globally, spanning grocery, specialist retail, and fitness environments.

The new funding will be used to accelerate retail expansion…

dehaze, a Munich-based healthtech AI company, has raised €3.2 million in a seed funding round led by YZR Capital and DN Capital, with participation from Angel Invest, Zoho, and Better Ventures.

The funding will support the company’s efforts to develop a foundational AI model for chronic disease detection.

dehaze’s platform uses causal AI to analyse large volumes of patient data, enabling healthcare payers to identify individuals at risk of chronic conditions earlier, improve intervention outcomes, and reduce costs.

Chronic diseases remain the largest cost driver in global healthcare systems, accounting for around 70 per cent of deaths and more than $8 trillion in annual spending, according …

Prague-based payments infrastructure startup Tapaya has raised €1 million in a pre-seed funding round led by Passion Capital, with co-lead participation from Depo Ventures and follow-on investment from BADideas.fund.

Founded in 2025 by Laura Ďorďová, Roman Kuchařík, and Petr Zahradník, Tapaya is developing infrastructure that enables banks, fintechs, and software platforms to integrate in-person payment acceptance directly into their applications.

In-person payments continue to rely heavily on dedicated hardware terminals, creating cost and operational complexity for merchants and software providers.

Commenting on the company’s approach, co-founder and CEO Laura Ďorďová said:We want accepti…

Scotland's Cnuic has raised €3 million in pre-seed funding led by Tensor Ventures, together with the Silicon Valley-based Blank Space Ventures.

Until now, the main obstacles to the mass deployment of photonic chips have been their technological complexity and high manufacturing costs.

In the field of AI, model training will be significantly accelerated by photonic chips, which eliminate “bottlenecks” in communication among thousands of processors.

“Cnuic’s technology can democratise the production of photonic chips in much the same way that PCs democratized computing power,” says Ondřej Lipold, partner in Tensor Ventures.

Martin Drdúl, co-founder of Tensor Ventures, who oversaw the investme…

Founded in 2024 in Latina by Gianluca Sordano, Daniele Viccaro, Antonio Restaino, and Lorenzo Balzani, the startup has developed an AI platform that automates key workflows in event planning — from venue sourcing and supplier selection to operations, contracts, and payments.

The product is designed around an AI interface that enables users to manage the entire event planning process.

Behind the scenes, proprietary AI agents handle the operational heavy lifting, including contacting venues, negotiating pricing and availability, and coordinating suppliers end-to-end.

Its AI agents can automate up to 90 per cent of operational tasks, reducing processes that typically take weeks to just a few h…

Founded in 2020 by Ben Staudt, Patronus develops digital safety and companion solutions designed for older adults.

The company focuses on addressing limitations of traditional emergency call systems, which are often underused due to usability and stigma, by offering a more accessible and user-friendly alternative.

The company reports strong adoption, with tens of thousands of users and a high rate of daily usage compared to traditional emergency devices.

The platform has also facilitated a significant number of emergency responses, reflecting growing demand for mobile safety solutions among ageing populations.

With demographic trends pointing to a growing elderly population and increasing d…

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

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

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

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

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

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

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

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

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

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

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

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

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

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