As of early 2026, Sega Retro has more than 300 pages about Unreleased Saturn games.

Our best guess was that it was a version of Pyramid no Nazo: Ankh 2, an unreleased Saturn FMV game.

The Saturn version seems to be a tech demo.

You can’t do all of that in the Saturn version, alas – the cistern doesn’t work, so you can’t fill the bucket with water.

Regarding Pyramid, Alexander confirmed what we suspected: A publisher was exploring doing console ports of education games and hired him to work on a Saturn version.

Open DesignThe open-source alternative to Claude Design.

English · Deutsch · 简体中文 · 繁體中文 · 한국어 · 日本語Why this existsAnthropic's Claude Design (released 2026-04-17, Opus 4.7) showed what happens when an LLM stops writing prose and starts shipping design artifacts.

Project Role here Claude Design The closed-source product this repo is the open-source alternative to.

bergside/awesome-design-skills Source of 57 design skills added directly as normalized DESIGN.md files under design-systems/ .

StatusThis is an early implementation — the closed loop (detect → pick skill + design system → chat → parse → preview → save) runs end-to-end.

The Century-Long Pause in Fundamental PhysicsMost readers first encountered quantum mechanics through its interpretations debate: Copenhagen, Everett, Bohm, hidden variables, many-worlds.

If QM were a physical theory, the persistence of the disagreement would be intolerable.

If QM is a mathematical model (a probability calculus on a wave-mechanical system), the situation is unremarkable.

For a physical theory, that is a serious problem requiring resolution, because two different ontologies cannot both be how the world actually is.

The Hilbert-space formalism that surrounds it is a mathematical model: a calculus any wave-mechanical system would satisfy.

Comments

Comments

Comments

Please enable JS and disable any ad blocker

Comments

Work With Your Own AI Data AnalystAsk questions.

Get answers.

MLJAR Studio includes an AI assistant that understands your data and helps you explore it.

Ask questions in plain language and the AI will generate Python code, run it locally, and show the results.

You stay fully in control — every line of code is visible and reproducible.

Given current interest in running a VM on a MacBook Neo, I thought it would be worth examining these afresh, from macOS Tahoe.

We might hope that macOS would process AI tasks using the CPU and GPU rather than the neural engine, when running in a VM.

To assess how small a macOS VM could be, I ran the same VM of macOS 26.4.1 on progressively smaller CPU core and memory allocations, using my virtualiser Viable.

Any macOS VM significantly smaller than 50 GB isn’t going to be able to update its macOS, and for comfort and safety you should aim for at least 60 GB.

Fortunately, APFS comes to your aid here, as VMs are stored as sparse files, and a basic 100 GB VM should only require about 54 GB on d…

Comments

Try one of these:Help me fill this form What's this form about?

1730s – 1960s • American HistoryThe World’s FirstAI Newspaper Archive& Research Platform…and the only one that has read the papers.

6 million stories — and growing daily — are waiting for you to explore.

Extracted and organized by our AI from 250 years of American History.

You won’t find these on Google.

They’re only here on…

If you snoop around your environment variables, you may notice that there are two variables that propose to specify the location of temporary files.

That sounds like a strange place to start a discussion of environment variables, but it’s actually important.

Since it had no environment variables, there was consequently neither a TMP nor a TEMP environment variable.

Sure, you could set a TEMP or TMP environment variable, but nobody would pay attention to it.

In the ensuing chaos of the marketplace, two environment variables emerged as the front-runners for specifying where temporary files should go: TEMP and TMP .

SKILL.make: Makefile Styled Skill file.

A Simple ExampleBelow is a typical code-review skill written in SKILL.make format:--- name : code-review description : A full code review workflow.

--- ``` makefile # Variables CODE_DIR = src/ # Target: review — run a full code review review : lint test summary lint : @ cd $( CODE_DIR ) && eslint .

--format json test : @ cd $( CODE_DIR ) && npm test summary : lint test ?

Format ComparisonWe tested a complete SKILL collection (from the well-known "Skills for Real Engineers" — https://github.com/mattpocock/skills) using the Makefile format.

⬡ BALISTIC V6.0Advanced Ballistic Fire Control Simulator / Zaawansowany Symulator Balistyczny🇬🇧 A ballistic fire control simulator featuring NASA SRTM terrain masking (real elevation data, horizon scan algorithm), asymmetric blast zones blocked by real mountains, nuclear blast zones, radioactive fallout, cluster munitions, Coriolis effect and hybrid ballistic model.

🇵🇱 Symulator balistyczny z maskowaniem terenowym NASA SRTM (rzeczywiste dane wysokościowe, algorytm horizon scan), asymetrycznymi strefami rażenia blokowanymi przez prawdziwe góry, strefami jądrowymi, opadem radioaktywnym, głowicami kasetowymi, efektem Coriolisa i hybrydowym modelem balistycznym.

All data from publicly available…

It is with great disappointment that on May 2, 2026, Spirit Airlines started an orderly wind-down of our operations, effective immediately.

To our Guests: all flights have been cancelled, and customer service is no longer available.

We are proud of the impact of our ultra-low-cost model on the industry over the last 34 years and had hoped to serve our Guests for many years to come.

This website contains information about the wind-down process.

If you have any further questions, please contact our claims agent, Epiq, by emailing [email protected] or calling (855) 952-6606 (for toll-free U.S. and Canada calls) or (971) 715-2831 (for international calls).

Your Progress Is Saved LocallyYour progress is stored on this device only.

If you clear your browser data or play in incognito / private / guest mode, your progress may be lost.

RoleWe are hiring a Senior Forward Deployed Engineer to lead customer implementations end-to-end.

You’ll work at the intersection of engineering and operations, building the integrations and technical systems that bring clients into production.

This role blends software engineering with hands-on customer work.

ResponsibilitiesBuild and maintain custom integrations with client systems.

Experience building products in a production environment (your own startup, working at an early-stage startup, or a meaningful project from scratch).

Comments

As IAC continues to sharpen its focus, we have made the decision to discontinue our search business, which includes Ask.com.

After 25 years of answering the world's questions, Ask.com officially closed on May 1, 2026 .

"To the millions who asked..."We are deeply grateful to the brilliant engineers, designers, and teams who built and supported Ask over the decades.

And to you—the millions of users who turned to us for answers in a rapidly changing world—thank you for your endless curiosity, your loyalty, and your trust.

Jeeves’ spirit endures.

K3k: Kubernetes in KubernetesK3k, Kubernetes in Kubernetes, is a tool that empowers you to create and manage isolated K3s clusters within your existing Kubernetes environment.

It enables efficient multi-tenancy, streamlined experimentation, and robust resource isolation, minimizing infrastructure costs by allowing you to run multiple lightweight Kubernetes clusters on the same physical host.

An existing RKE2 Kubernetes cluster (recommended).

Any K3k clusters you create will reside within the Kubernetes cluster that your kubectl is currently pointing to.

LicenseCopyright (c) 2014-2025 SUSELicensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in comp…

Getting Started With CodexOpen Codex and ask it to install the skill:Install the web scroll video skill from https://github.com/upenn/web-scroll-videoRestart Codex after the install finishes.

Then ask Codex to check your computer:Check the web scroll video dependencies and install anything missing.

Codex will create a cue sheet, render the MP4, and keep the cue sheet and video together so revisions are easy.

Manual Install ReferenceManual install:mkdir -p " ${CODEX_HOME :- $HOME / .codex} /skills " git clone https://github.com/upenn/web-scroll-video.git \ " ${CODEX_HOME :- $HOME / .codex} /skills/web-scroll-video "If using the Codex skill installer helper directly:python3 " ${CODEX_HOME :- …

Governor for Claude CodeKeep Claude Code concise, clean, and under control.

Compact professional output, context hygiene, tool-output filtering, and usage telemetry for Claude Code Max users.

Quick Startbash install.sh --forceRestart Claude Code, then run:/governor:status /governor:audit /governor:compress CLAUDE.mdGovernor auto-starts in compact professional mode when the plugin is loaded.

FeaturesAlways-on compact mode: SessionStart and UserPromptSubmit hooks keep responses concise in every Claude Code chat.

Professional memory compression: /governor:compress CLAUDE.md rewrites verbose memory files into dense prose.

agent-desktop is a native desktop automation CLI designed for AI agents, built with Rust.

It gives structured access to any application through OS accessibility trees — no screenshots, no pixel matching, no browser required.

Shallow overview — depth-3 map, truncated containers show children_count agent-desktop snapshot --skeleton --app Slack -i --compact # 2.

Drill into a region of interest (named containers get refs as drill targets) agent-desktop snapshot --root @e3 -i --compact # 3.

Act on an element found in the drill-down agent-desktop click @e12 # 4.

Nick Nickolov brought to my attention comments by Dijkstra on APL [0] that I had not seen before.

I think that a major reason for shunning APL is that many people are repelled by the influence APL has on its devotees.

I know of a visiting professor at an American University [sic] who, trying to teach APL, bitterly complained about the absence of APL terminals.

Even with APL, perhaps especially with APL, one can reasonably do non-trivial things without ever executing it on a computer.

Like Dijkstra’s “visiting professor at an American university”, I would be distressed if I had to teach a course on APL without an APL machine.

Recently a new submodule has landed in Kirigami: “Forms”.

Until this point, Kirigami had only offered the classic “FormLayout” component.

Since most of KDE’s QML applications already use the existing card-style kirigamiaddons FormCard components, the new look will be used there.

And then in the future, when trends change again, we can re-style all the settings pages in one go.

With your help, soon KDE’s settings will benefit from greater consistency, a more modern style, and easier adaptation to future designs.

They’re cheap, reasonably powerful, not too old, and make great k8s nodes for light workloads.

The big problem, however, is that they have Realtek RTL8111/8168/8211/8411 NICs in them, which are not good.

I run my k8s nodes on debian stable, and the r8168-dkms package is available there, so I give it a shot.

I blindly do this on the three k8s nodes that have this NIC, and reboot.

One of the k8s nodes takse a little bit too long pulling container images from the local registry cache.

remove-circle Internet Archive's in-browser bookreader "theater" requires JavaScript to be enabled.

It appears your browser does not have it turned on.

Please see your browser settings for this feature.

By night, I was in the shed, building whatever I felt like.

The enterprise work taught me how to engineer at scale, but it was the personal projects that kept me an engineer.

The freedom to break thingsWhen you’re building for yourself, the cost of a bad decision is a wasted evening.

You stop building things because you want to, and start building them because the business says so.

Protect your personal projects at all costs.

Comments

Test vectors are maintained as JSON test vector data, with accompanying JSON schema files that document the structure of the test vector data.

Development PrioritiesWe're in the process of revitalizing development and maintenance of Project Wycheproof as a C2SP project with a renewed focus on the test vector data.

Project Wycheproof is named after Mount Wycheproof, the smallest mountain in the world.

Wycheproof test vectors are used in some form by a number of important cryptography projects and libraries.

Instead, we encourage downstream projects to regularly test their code using Wycheproof test vectors as part of their development process.

— Domenic Denicola, in Windows Native App Development Is a MessLinuxThe UI inconsistency in Linux was created by design.

Apple’s Human Interface Guidelines used to be cited by every User Interface course over the world.

Looking at my dock, I have 8 native apps (text mate and macOS system utilities) and 6 electron apps (Slack, Discord, Mattermost, VScode, Cursor, Plexampp).

TUIs are filling the void left by Apple and Microsoft in the post-apocalyptic world where every application looks different.

Every developer should learn the theory of what makes a good User Interface (software or not!

I’ve run 2G (GSM) networks in production.

There’s a few dozen production LTE/5G networks out there I’ve put my stamp on, but…Never, have I ever, run UMTS.

As a company, Omnitouch supports 2G, 4G & 5G networks – But we’ve never had the need to deploy 3G.

Imagine drawing a pie chart and rationing out this percentage for the internets, and that percentage for voice calls, and that’s pretty much how it went.

So for now, I’m giving up, knowing slightly more about RNC architecture, but still having never done a UMTS attach.

ChaCha20 is an electronic cipher thought to be secure against advanced adversaries.

The core consists of the quarter-round function, which takes in four variables and kneads them like so:a = a plus b, d = d xor a, d = d rol 16 c = c plus d, b = b xor c, b = b rol 12 a = a plus b, d = d xor a, d = d rol 8 c = c plus d, b = b xor c, b = b rol 7This quarter-round function is applied to each column of the matrix, giving you one round.

< and > scroll through the tapeand scroll through the tape + and - in/decrement the value at the tape headand in/decrement the value at the tape head .

After writing over 140K Brainfuck instructions, I present the Brainfuck ChaCha encryptor.

I still went with ChaC…

Wall Street Journal:

A profile of OpenAI CFO Sarah Friar, who sources say helped keep OpenAI's Microsoft deal on track and has privately suggested waiting until 2027 for an IPO — The chief financial officer is managing Sam Altman—and ambitions for one of the biggest IPOs ever. She has pulled off impossible ones before.

New York Times:

Ripple Labs investor and exec Chris Larsen plans to spend $3.5M to help Alex Bores, a NY congressional candidate at the center of a proxy war over AI regulation — Chris Larsen, who hails from California, plans to spend $3.5 million to help Alex Bores, a New York congressional candidate …

Lauren Thomas / Wall Street Journal:

Sources: GameStop is preparing to make an offer for eBay after quietly building a stake; GameStop had a market cap of ~$11B as of May 1, while eBay had ~$45B — Retailer's CEO Ryan Cohen has been eyeing a major deal, in part to clinch a huge payday — GameStop is preparing to make an offer for eBay …

Allie Garfinkle / Fortune:

Avoca, whose AI agents let physical services businesses handle inbound calls and dispatch, raised $125M+ across seed, Series A, and Series B at a $1B valuation — Tyson Chen and Apurva Shrivastava were chasing restaurants when they found an HVAC company. — The two engineers had first met …

Sam Tobin / Reuters:

A UK court orders Samsung to pay ZTE $392M for patents needed to enable phone network access; Samsung faces similar suits from ZTE in China, Germany, and Brazil — Samsung Electronics (005930.KS) must pay a $392 million lump sum for a licence to use ZTE's (000063.SZ) patents for mobile phones …

Aarian Marshall / Wired:

Waymo says it is continuing to “refine” its system preventing kids under 18 from riding alone, after adult riders reported new age-verification checks — As adult riders report new age-verification checks, the self-driving car company says it's continuing to “refine” …

Carl Franzen / VentureBeat:

xAI launches Grok 4.3, featuring “always-on reasoning”, 1M token context window, and low API pricing, and releases a voice cloning suite called Custom Voices — While Elon Musk faces off against his former colleague and OpenAI co-founder Sam Altman in court, Musk's rival firm xAI …

Dan Goodin / Ars Technica:

Servers operated by Ubuntu and its parent company Canonical have been down for more than a day, following a “sustained, cross-border attack” — Servers operated by Ubuntu and its parent company Canonical were knocked offline on Thursday morning and have remained down ever since …

Joe Rossignol / MacRumors:

Apple has stopped offering a 256GB storage option for the Mac mini globally; Mac mini now starts at 512GB for $799 in the US — Apple this week stopped offering a 256GB storage option for the Mac mini worldwide. As a result, the desktop computer now has a higher starting price.

Lisa Richwine / Reuters:

The Academy of Motion Picture Arts and Sciences issues new rules saying acting and writing must be performed by humans and not AI to be eligible for Oscars — Academy Awards organizers issued new rules on Friday to clarify that acting and writing must be performed by humans …

Bloomberg:

Sources: Cerebras is seeking to raise as much as $4B in its IPO and is targeting a valuation of about $40B — Cerebras Systems Inc. is seeking to raise as much as $4 billion in its initial public offering, according to people familiar with the matter, as demand for the artificial intelligence chipmaker …

Taylor Lorenz / Wired:

How influencers boosting US-based AI and opposing Chinese AI are paid with money tied to Leading the Future, funded by execs from OpenAI, Palantir, a16z, others — Build American AI, a nonprofit linked to a super PAC bankrolled by executives at OpenAI and Andreessen Horowitz …

Ashley Carman / Bloomberg:

“Podslop” is flooding listening platforms like Spotify; Podcast Index: of ~11K new podcast feeds in a recent 9-day span, ~39% were likely for AI content shows — Over the past nine days, 39% of new podcasts were likely AI-generated, according to the Podcast Index. — Welcome back to Soundbite.

Ben Shimkus / Business Insider:

Pushing back on AI job loss fears, AWS CEO Matt Garman says Amazon plans to hire 11,000 software engineering interns in 2026, a figure in line with recent years — - AWS's CEO, Matt Garman, said Amazon sees demand for hiring new software engineers “accelerating.”

Emily Nicolle / Bloomberg:

Some retail traders are training AI agents to buy and sell assets on their behalf, as exchanges like Polymarket and Bybit roll out agent-friendly interfaces — Jake Nesler's AI trading bot got one big decision right in its first week. It ignored the chase.

Greg Otto / CyberScoop:

The US, UK, Australia, Canada, and New Zealand publish guidance on orgs' use of agentic AI systems, saying many give AI more access than can be safely monitored — The guidance warns that agents capable of taking real-world actions on networks are already inside critical infrastructure …

Issie Lapowsky / Bloomberg:

The gender gap in AI use may be a matter of visibility more than usage, as data suggests women face more judgment for using AI and are less likely to admit it — Women are using artificial intelligence at lower rates than men. But are they being “left behind”?

Pierluigi Paganini / Security Affairs:

The FBI warns of rising cyber cargo theft, where attackers hack freight brokers' accounts and dupe carriers; 2025 cargo theft losses in N. America rose 60% YoY — The FBI warns of rising cyber cargo theft, with hackers targeting brokers and carriers. Experts say digital attacks are replacing traditional cargo theft.

Mark Gurman / Bloomberg:

Meta acquires a startup Assured Robot Intelligence to bolster its robotics team, which is working on humanoid hardware and the underlying AI that powers it — Meta Platforms Inc. has acquired Assured Robot Intelligence, a startup developing artificial intelligence models for robots …

Jonathan Greig / The Record:

A bug in popular cPanel, WHM, and WP Squared software has reportedly been exploited since Feb.; CISA it gives a 9.8 CVSS score, tells agencies to patch by May 3 — Federal agencies have until May 3 to resolve a security issue impacting a critical system for server and website management.

Jessica Lyons / The Register:

Experts say supply chain attacks compromised SAP and Intercom npm packages, plus the PyPI package Lightning, in a campaign that calls itself Mini Shai-Hulud — The wave of supply chain attacks aimed at security and developer tools has washed up more victims, namely SAP and Intercom npm packages, plus the lightning PyPI package.

Ben Weiss / Fortune:

Fun, which builds fiat and crypto payment rails for platforms like Polymarket and Aave, raised a $72M Series A in January, co-led by Multicoin and SignalFire — The finer details of back-end payment systems are enough to make most people's eyes glaze over, even those in crypto.

Wall Street Journal:

Sources: Coatue formed Next Frontier in 2025 to buy land for data centers; Next Frontier has a JV with neocloud Fluidstack that's raised $5.7B via junk bonds — Philippe Laffont's firm has launched Next Frontier, whose facilities will be meant for AI companies including Anthropic

Mike Stone / Reuters:

The US Navy awards Domino Data Lab a contract worth up to $100M for AI software that teaches underwater drones to identify new mines in the Strait of Hormuz — The U.S. Navy is ramping up its AI capabilities to hunt for Iranian mines in the Strait of Hormuz, one of the world's most critical shipping lanes …

Natasha Mascarenhas / Bloomberg:

Sources: Peter Thiel's Founders Fund raised $6B for a fund to invest in later-stage companies, marking its largest haul ever; $4.5B comes from limited partners — Peter Thiel's Founders Fund has raised $6 billion for a new fund to invest in later-stage companies, according to people familiar …

Lauren Forristal / TechCrunch:

Amazon launches “Join the chat”, an AI-powered feature that allows users to ask questions about products and receive conversational audio responses in real time — Amazon launched a new AI-powered feature on Tuesday that allows users to ask questions about products …

Juli Clover / MacRumors:

Tim Cook says that the Mac Studio and the Mac mini, used for AI and agentic tools, “may take several months to reach supply demand balance” — During today's earnings call for the second fiscal quarter of 2026, Apple CEO Tim Cook said that the Mac mini and Mac Studio could be hard to get for months to come.

Katrina Manson / Bloomberg:

Sources: the US DOD strikes agreements with Nvidia, Microsoft, Reflection AI, and AWS to use their AI tools on classified military networks for “lawful” use — The Pentagon has struck agreements with four more technology companies for expansive use of advanced artificial intelligence tools …

pip install cua# Requires Python 3.11 or later from cua import Sandbox , Image # Same API regardless of OS or runtime async with Sandbox .

linux ()) as sb : # or .macos() .windows() .android() result = await sb .

screenshot () await sb .

click ( 100 , 200 ) await sb .

) await sb .

ML InternAn ML intern that autonomously researches, writes, and ships good quality ML related code using the Hugging Face ecosystem — with deep access to docs, papers, datasets, and cloud compute.

Quick StartInstallationgit clone [email protected]:huggingface/ml-intern.git cd ml-intern uv sync uv tool install -e .That's it.

UsageInteractive mode (start a chat session):ml-internHeadless mode (single prompt, auto-approve):ml-intern " fine-tune llama on my dataset "Options:ml-intern --model anthropic/claude-opus-4-6 " your prompt " ml-intern --model openai/gpt-5.5 " your prompt " ml-intern --max-iterations 100 " your prompt " ml-intern --no-stream " your prompt "Supported GatewaysML Intern curren…

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

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

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

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

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

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

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…

submitted by /u/sr_local [link] [comments]

submitted by /u/AgentBlue62 [link] [comments]

submitted by /u/talkingatoms [link] [comments]

submitted by /u/sr_local [link] [comments]

submitted by /u/Reddituser45005 [link] [comments]

submitted by /u/ubcstaffer123 [link] [comments]

submitted by /u/Plastic_Ninja_9014 [link] [comments]

submitted by /u/ControlCAD [link] [comments]

submitted by /u/Krankenitrate [link] [comments]

submitted by /u/Saltedline [link] [comments]

submitted by /u/tommos [link] [comments]

submitted by /u/_Dark_Wing [link] [comments]

submitted by /u/AndroidOne1 [link] [comments]

This suggest that instead of a binary search, we might want to try a quaternary search: instead of splitting arrays in halves, we might split them in quarters.

Firstly, let us compare the linear search with the binary search.

The binary search beats the linear search as soon as the arrays get large.

We have established that the binary search is the net winner over the linear search.

It has the same SIMD optimization, but I am dropping the quaternary interpolation search and replacing it with a standard binary search.

I’m still not a fan of MCP, but what follows is what I’ve learned about making tool chains actually work, condensed from swearing at logs rather than reading papers.

The short version: the MCP servers I design do most of the work, while the model walks breadcrumbs.

I also make liberal use of activation sets–the surface the model sees is small; the surface it can reach is large.

Naming is the chainAgain, models chain whatever is most likely (or rhymes), and the most effective tactic, for me, has been taking advantage of that.

Every mutating tool returns a standard envelope with status , matched_targets , unmatched_targets , and next_tools .

An unexpected visitor gave my team the evidence we needed to prove that the government was secretly wiretapping Americans.

A small macOS menu bar app that tells you, in plain English, what each USB-C cable plugged into your Mac can actually do, and why your Mac might be charging slowly.

Note: The manual install gives you the menu bar app only.

Homebrewbrew tap darrylmorley/whatcable brew install --cask whatcableThis installs the menu bar app and symlinks the whatcable CLI into your PATH.

Build from sourceswift run WhatCable # menu bar app swift run whatcable-cli # CLIRequires Swift 5.9 (Xcode 15+).

The diagnostic engine lives in WhatCableCore , which is shared by the menu bar app and the whatcable CLI in Sources/WhatCableCLI/ .

BetaDesign taste, extracted.

Search curated references by brand, mood, color, typography, or URL.

Open any style for colors, type, spacing, components, and a DESIGN.md your agent can use.

A large oil refinery will occupy thousands of acres and cost billions of dollars to construct, ultimately refining hundreds of thousands of barrels of oil each day.

Refinery basicsA refinery makes use of several different methods to separate and process crude oil, but the most important process of all is probably distilling.

Essentially every oil refinery first distills crude oil into various fractions in a distillation column, though the exact fractions separated might vary from refinery to refinery.

The map below shows Chevron’s Richmond, California refinery, a moderately large refinery capable of processing about a quarter million barrels of crude oil a day.

A broader look at oil refinin…

The Social Edge of IntelligenceA room of secretaries at typewriters circa 1925.

The Social Edge Framework outlined here is a direct counterpoint to Amodei, Aschenbrenner, and Altman.

The Social Edge Framework says: yes, scaling matters, architecture matters, and compute matters.

The Social Edge Framework suggests this calculus can be self-defeating in ways that compound slowly but surely.

The Social Edge is more than a metaphor.

Why it matters

Depending on who you ask, the goblins are a delightful or annoying quirk of the model. But they are also a powerful example of how reward signals can shape model behavior in unexpected ways, and how models can learn to generalize rewards in certain situations to unrelated ones. Taking the time to understand why a model is behaving in a strange way, and building out ways to investigate those patterns quickly, is an important capability for our research team. This investigation resulted in new tools for the research team to audit model behavior and fix behavior problems at their root.

10Gb/s Ethernet: what I actually did to get it working in my homeHaving learned enough about 10Gb/s Ethernet to be comfortable about setting it up in my house, it was time to bite the bullet: order it from the ISP, buy some kit, and get started.

I bought a reasonably cheap managed 10Gb/s switch , a MikroTik CRS305-1G-4S+IN, with a single 10GBASE-T adapter to allow me to connect it to the wall socket.

Next, a 10Gb/s SFP+ PCIe card -- an Asus XG-C100F -- for perry and a DAC cable to connect the two.

Patch panel socket corresponding to that wall socket to port 0 on the downstairs RJ45-only switch, nelly .. nelly port 1 to the patch panel corresponding to my study's wall socket.

nigel port 2: D…

Zig has one of the most stringent anti-LLM policies of any major open source project:No LLMs for issues.

But @bunjavascript says:We do not currently plan to upstream this, as Zig has a strict ban on LLM-authored contributions.

In Contributor Poker and Zig's AI Ban (via Lobste.rs) Zig Software Foundation VP of Community Loris Cro explains the rationale for this strict ban.

Instead, we try our best to help new contributors to get their work in, even if they need some help getting there.

Zig values contributors over their contributions.

Website · Code · Agents · Terminal · Drive · Docs · How Warp WorksNote OpenAI is the founding sponsor of the new, open-source Warp repository, and the new agentic management workflows are powered by GPT models.

Open Source & ContributingWarp's client codebase is open source and lives in this repository.

Join the Warp Slack community first, then jump into #oss-contributors .

Join our Slack Community to connect with other users and get help from the Warp team — contributors hang out in #oss-contributors .

Open Source DependenciesWe'd like to call out a few of the open source dependencies that have helped Warp to get off the ground:

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.

★ ★ ★ ★ ★ True iCloud backup of my photos and drive has been a nagging todo list item for me for years.

iMacMaestro 🇺🇸 Apr 11, 2026Ideales iCloud Backup für MacBooks mit kleinen internen Festplatten ★ ★ ★ ★ ★ Auf der Suche nach einem Backup-Programm für iCloud bin ich letztlich bei Parachute Backup gelandet.

ExtraordinaryWavelength 🇨🇦 Oct 31, 2025Simple, reliable, and well-designed backup tool ★ ★ ★ ★ ★ Parachute Backup is a wonderfully simple and effective backup tool.

My primary goal was backing up family photos from iCloud Photos, but I discovered you can add ANY folder alongside iCloud Drive (!).

After downloading Parachute Backup I was easily able to backup 3,614 (21 gb) photos and vid…

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

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

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

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

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

Changelog News!

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

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

Server ErrorOops!

Looks like the server had a hiccup.

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

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

If you're a T-Mobile customer on an Experience Beyond or Go5G Next plan, Hulu and Netflix (both with ads) are now included with your service.

Samsung's BOGO monitor deal is back. Here's what you need to know.

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.

Also: ZDNET AI policyWe somtimes work with vendors to obtain access to their products and services in order to review them.

How we test AI in 2026So let's talk about how we test AI here at ZDNET.

We look at large language models, development tools, image generators, AI-enabled applications, and even the occasional AI device like vacuum cleaners (good use of AI) and AI pins (not so much).

We test products and services based on a wide range of factors.

Some of my favorite comparative reviews for the AI category include:Living with the productsAnother way we review AI products is by living with them and doing projects with them.

Limitations compared to the Raspberry Pi or Flipper Zero.

Mention a computer you can fit into your pocket, and people seem to have one of two reactions:They either say "So, it's like a Raspberry Pi!"

That means that if we wanted to compare the Cardputer Adv to anything, it would be the Raspberry Pi 400/500 systems.

Like with a new Raspberry Pi or Arduino, you'll soon be doing things that amaze you.

Cardputer Adv vs. Raspberry Pi vs. Flipper ZeroA question I've seen a lot is whether someone should get a Cardputer Adv, a Raspberry Pi, or a Flipper Zero.

I have one golden rule: It's not about the mower, it's about the yard. Here's my checklist for deciding which to buy.

The TCL QM8 is an excellent Mini LED TV that offers high-quality picture and audio, and you can save thousands with this Best Buy deal.

OLED is the king of TV tech, but the latest developments in Mini-LED put it in close second. I've broken down the differences to help you decide.

Just months ago, at MWC, Motorola let journalists like me go hands-on with the upcoming Razr Fold -- and again at the Razr launch event in Los Angeles this week.

Motorola also introduced a FIFA edition of the Motorola Razr Fold, which complements the FIFA edition flip from CES.

In the US, the Fold checks in at $1,900, which still feels high, even if the Samsung Galaxy Fold 7 and Google Pixel 10 Pro Fold both live in that same neighborhood.

The Motorola Razr Fold (left) and the Samsung Galaxy Z Fold 7 (right).

Yes, the Samsung Galaxy Z Fold 7 has a 200-megapixel main sensor, but after that, things fall off pretty quickly.

You don't have to install any software, because the ability is baked right into the Google Drive app.

How to turn your scans into PDFs on AndroidWhat you'll need: To make this work, you'll need the Google Drive app installed on your phone.

Open Google Drive The first thing to do is open the Google Drive app on your phone.

Jack Wallen\ZDNETAlso: How to turn on Data Saver mode on your Android phone - and why it's critical to do so3.

As you can see, the Android Google Drive PDF scanner does a great job.

Last fall, I had way too much fun with the Photoshop Harmonize feature, which automatically adjusts an object's color, lighting, and shadows to match a background.

This time, it's the Rotate Object feature, which rotates a 2D object in 3D space.

This new Rotate Object interface lets you rotate an object in three dimensions and generates the part of the image you can't see.

When you choose Rotate Object, the AI presents a lower resolution view of what it thinks the object looks like.

There's a Photoshop tool called Perspective Warp that should help with this task, but I couldn't make it happen to my satisfaction.

The AirPods Pro 3's new earbud and ear tip design should help most people achieve a better seal, resulting in improved sound immersion and noise-canceling performance.

Also: AirPods Pro 3 vs. AirPods Pro 2: I compared the two models, and here's who should upgradeThe AirPods Pro 3's noise-cancelation is tangibly improved over its predecessor, although Bose's noise-cancelation still has an edge at canceling lower frequencies.

The AirPods Pro 2 feature an IP57 rating, making them more resistant to dust, sweat, and water than the AirPods Pro 2 (USB-C).

The AirPods Pro 2, AirPods Pro 3, and AirPods 4 all utilize Apple's H2 chip, which enables all earbuds to feature Live Translation, Adaptive Aud…

Sometimes, I'm just sick of using a laptop, so I want to try something new.

I thought you might like to know some alternate ways to create content, even if you're not on a laptop.

It attaches to the back of your iPhone or Android phone using MagSafe (a magnetic ring is included in the packaging) and pairs via Bluetooth.

I was skeptical about using this device because my brain doesn't normally work by flowing directly to the page.

SpeakOn attaches to the back of your phone using MagSafe.

Business leaders must identify high-impact workflows to assign to AI agents as a key capability to scaling adoption.

A strong data foundation and governance are key, but how can companies mature from pockets of AI agent innovation and pilots to realizing business-wide value from AI?

Accenture research based on more than 6,000 AI engagements identified five ways AI can create business-wide value.

The best use of AI agents is when the workflow requires reasoning; otherwise, traditional automation can do the job.

AI-ready cloud environments are modular in design and support machine learning, generative, and agentic AI orchestration.

Interior designers and decorators share their picks for the best smart home products that both look sleek and offer useful features.

Praveen Neppalli Naga, Uber's chief technology officer, revealed the plan in an interview at TechCrunch's StrictlyVC event in San Francisco on Thursday night, describing it as a natural extension of a nascent program the company announced in late January called AV Labs.

At TechCrunch's sold-out StrictlyVC event in San Francisco on Thursday night, we covered a lot of ground in a short time, beginning with the question everyone in the industry is asking right now: in a world where rival Cursor is reportedly in talks to be acquired by SpaceX for $60 billion, is Replit also bound to sell?

The DTC skin, hair, and menopause care brand will use the non-dilutive capital to super-charge customer acquisition.

Meta bought humanoid startup Assured Robot Intelligence to beef up its AI models for robots, the company said.

Coatue, one of the biggest names in venture capital, has a new venture that is reportedly buying land near large power sources.

The deals come as the DOD has doubled down on diversifying its exposure to AI vendors in the wake of its controversial dispute with Anthropic over usage terms of its AI models.

A group of hacktivists have claimed responsibility for a distributed denial-of-service attack, which has affected several Ubuntu and Canonical websites, and prevented users from updating the Linux-based operating system.

Elon Musk spent the better part of three days on the witness stand this week in his lawsuit against OpenAI, and it’s already getting messy. Emails, texts, and his own tweets are surfacing in court, and there are plenty more witnesses to come. Musk’s argument against OpenAI? By converting the company to a for-profit model, Sam Altman betrayed the “nonprofit for the […]

The company saw a 30% year-on-year jump in the number of people using search every week, CEO Steve Huffman said on Thursday.

Users in India are embracing ChatGPT Images 2.0 for creative, personal visuals — from avatars to cinematic portraits.

Cook warned that Apple is facing supply chain headwinds from RAMaggedon that could impact its business.

Subscription billing fintech Skio sold to its competitor Recharge in what was a healthy exit, according to its founder and former CEO.

Anthropic is asking investors to submit allocations for the AI company’s latest fundraise within the next 48 hours, according to sources familiar with the matter.

NASA engineers have tested a next-generation lithium-plasma electric propulsion system that reached 120 kilowatts, a new U.S. record and about 25 times the power of the electric thrusters on NASA's Psyche spacecraft. "Designing and building these thrusters over the last couple of years has been a long lead-up to this first test," said James Polk, who is a senior research scientist at NASA Jet Propulsion Laboratory. "It's a huge moment for us because we not only showed the thruster works, but we also hit the power levels we were targeting. And we know we have a good testbed to begin addressing the challenges to scaling up." Universe Today reports: While 120 kilowatts is a new record, NASA es…

An anonymous reader quotes a report from Ars Technica: Amazon's cloud customers will need to wait several more months before the US tech company can repair war-damaged data centers and restore normal operations in the Middle East. The announcement comes two months after Iranian drone strikes targeted three Amazon data centers in the United Arab Emirates and Bahrain -- meaning that full recovery from the cloud disruption could take nearly half a year in all. The Amazon Web Services (AWS) dashboard posted an April 30 update describing how its UAE and Bahrain cloud regions "suffered damage as a result of the conflict in the Middle East" and are unable to support customer applications. The upda…

Microsoft is rolling out Xbox mode to all Windows 11 PCs, bringing a full-screen Xbox PC app interface similar to Steam's Big Picture Mode. "Some players in select markets will be able to download the Xbox mode experience today, with availability expanding to more players in those markets over the next several weeks," says the Xbox team. The Verge reports: Xbox mode aims to try and bridge the gap between Xbox consoles and Windows, but its original debut felt like a beta on the Xbox Ally devices. "Since first introducing Xbox mode, formerly known as 'full screen experience,' on Windows handhelds, we've been listening closely to player feedback and continuing to evolve the experience across d…

joshuark shares a report from Live Science: An AI coding agent designed to help a small software company streamline its tasks instead blew a hole through its business in just nine seconds. PocketOS founder Jer Crane, said that the AI coding agent Cursor --powered by Anthropic's Claude Opus 4.6 model -- deleted the company's entire production database and backups with a single call to its cloud provider, Railway, on April 24. [...] "This isn't a story about one bad agent or one bad API [Application Programming Interfaces]," Crane wrote in an X post. "It's about an entire industry building AI-agent integrations into production infrastructure faster than it's building the safety architecture t…

The Pentagon says it has reached deals with seven AI companies -- SpaceX, OpenAI, Google, Nvidia, Reflection AI, Microsoft, and AWS -- to deploy their tools on classified Defense Department networks. The odd one out is Anthropic, which remains excluded after being labeled a supply-chain risk amid a dispute over military-use guardrails. Reuters reports: SpaceX, OpenAI, Google, Nvidia, Reflection, Microsoft, and Amazon Web Services (AWS), several of which already work with the Pentagon, will be integrated into its secret and top-secret network environments, providing more military access to their products for use on sensitive topics, the Pentagon said in a statement. The lesser-known Reflecti…

ICANN has opened applications for new generic top-level domains for the first time since 2012. The Register reports: ICANN hasn't offered new gTLDs since 2012, but on Thursday opened applications for new domains in 27 scripts. A 439-page Applicant Guidebook explains the process. The Register suggests paying attention to the string evaluation FAQ, which explains which gTLDs are valid, and those ICANN will likely frown upon. An FAQ describes this round of applications as giving "businesses, communities, and others the opportunity to apply for new top-level domains tailored to their community, culture, language, business, and customers." "A TLD can be a branding opportunity for a business, but…

ZipNada shares a report from ZDNet: Given the dour headlines as of late concerning the diminishing amounts of entry-level software development jobs, coupled with predictions of applications entirely AI-generated, one could be forgiven for assuming that software developers may soon be an endangered species. However, the data tells a different story. James Bessen, professor at Boston University, has been pushing back for some time against the talk of AI and automation displacing jobs on a mass scale, and lately has been arguing that the roles of software developers are nowhere near extinction. AI is certainly not killing the software developer, Bessen said in a recent analysis (PDF). AI is ta…

An anonymous reader quotes a report from Ars Technica: Last month, Anthropic made a big deal about the supposedly outsize cybersecurity threat represented by its Mythos Preview model, leading the company to restrict the initial release to "critical industry partners." But new research from the UK's AI Security Institute (AISI) suggests that OpenAI's GPT-5.5, which launched publicly last week, reached "a similar level of performance on our cyber evaluations" as Mythos Preview, which the group evaluated last month. Since 2023, the AISI has run a variety of frontier AI models through 95 different Capture the Flag challenges designed to test capabilities on cybersecurity tasks, such as reverse …

Spotify is adding "Verified by Spotify" badges to distinguish human artists from AI-generated personas, using signals like linked social accounts, consistent listener activity, merchandise, and concert dates. The BBC reports: The world's most-used music streaming service said the 'Verified by Spotify' text and green checkmark icon would appear next to artist names when they meet "defined standards demonstrating authenticity." This could include having linked social accounts on their artist profile, consistent listener activity or other "signals of a real artist behind the profile," the company said, such as merchandise or concert dates. In its blog post, Spotify said "more than 99%" of the …

Hackers are actively exploiting a critical cPanel and WHM vulnerability, tracked as CVE-2026-41940, that allows remote attackers to bypass the login screen and gain full administrative access to affected web servers. Major hosts including Namecheap, HostGator, and KnownHost have taken mitigation steps or patched systems, but cPanel is urging all customers and web hosts to update immediately because the software is widely used across millions of websites. TechCrunch reports: cPanel and WHM are two software suites used for managing web servers that host websites, manage emails, and handle important configurations and databases needed to maintain an internet domain. The two suites have deep-ac…

An anonymous reader quotes a report from the San Francisco Standard: If state lawmakers have their way, you'll have to get a license plate for your e-bike, and if you're planning to buy one next year, it'll be slower. Amid growing concerns about e-bike safety, particularly among children in Bay Area suburbs, two bills introduced this year aim to make it easier to ticket riders and reduce the top speed of some models. AB 1942 would require certain e-bikes to be registered with the Department of Motor Vehicles and display license plates, and AB 1557 would slow e-bikes that children are allowed to operate. Both bills are still being reviewed in committee. If either bill passes this year, it wi…

fjo3 shares a report from the Washington Post: Surging concentrations of carbon in the atmosphere, caused largely by burning fossil fuels, have produced potent changes in the way plants grow -- from increasing their sugar content to depleting essential nutrients like zinc. Experts fear the degradation of Earth's food supply will cause an epidemic of hidden hunger, in which even people who consume enough calories won't get the nutrients they need to thrive. "The diets we eat today have less nutritional density than what our grandparents ate, even if we eat exactly the same thing," said Kristie Ebi, a professor at the University of Washington's Center for Health and the Global Environment. Pe…

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…

Blocks distracting websites.

It adds a small timeout before you can access a distracting site.

How it works: - Add distracting websites to your blocklist and choose whether to apply a timeout or block them completely.

- When you visit a distracting site, a timeout is applied before you gain access.

- When you stop visiting distracting sites, your timeout gradually decreases.

Hi HN,Seamless co-op increases the multiplayer limit in elden ring from 4 to 20+.

Whilst this is great, the game becomes too easy with so many players, and the world feels lifeless.

To fix this, we hand-placed more spawns for every enemy, and removed all limits on the AI's aggression.

Elden ring is already grand in scale, but this pushes it up a notch, and gives it some much needed dynamism.

Here’s a video:https://www.youtube.com/watch?v=7rp-rXYtI2MHere’s the mods:Seamless Coop - https://www.nexusmods.com/eldenring/mods/510More Spawns - https://www.nexusmods.com/eldenring/mods/1790Aggression Mod - https://www.nexusmods.com/eldenring/mods/2361

Article URL: https://toggles.tinytown.studio/

Comments URL: https://news.ycombinator.com/item?id=47985575

Points: 1

# Comments: 0

droasta dockerfile linter that actually has opinions.

usage# the basics droast Dockerfile # lint an entire project droast ** /Dockerfile # boring mode (no roasts, just facts) droast --no-roast Dockerfile # only care about real problems droast --min-severity warning Dockerfile # disagree with a rule?

valid, we respect it droast --skip DF001,DF012 Dockerfile # ci-friendly output droast --format github Dockerfile # github actions annotations droast --format json Dockerfile # machine-readable droast --format compact Dockerfile # one line per finding droast --format sarif Dockerfile # SARIF 2.1.0 for GitHub Advanced Security / IDEsconfigurationdroast works out of the box with zero configuration.…

Hello HN,This is toposonico, a music recommender and navigable map. At core it's a skipgram word2vec model trained over ~6M playlists. Tracks are embedded in a 128d space. Embeddings for albums, artists and labels are computed marginalizing over tracks. The 2D map was built with UMAP.Both the model and UMAP were trained in the cloud over a NVIDIA A100. All things considered it cost me around ~50EUR, over two main training sessions and a few experiments. For the slippy map I experimented with a few libraries. Ended up with Maplibre GL JS. Loved working with it, kudos to their developers. For the recommender indexes I used FAISS, another fantastic piece of software. Pretty happy with the thin…

I searched for a simple, self-hosted journal app for my girlfriend and everything I found was either too

complex, too feature-heavy, too feature-less for what I needed or required trusting a cloud service.So I built Piruetas (it means lollipops in Spanish - she chose the name btw).It's a day-per-page diary with rich text editing, drag-and-drop image uploads, auto-save, public

share links, and a clean mobile UI. It can be set up for Personal or Multi-user usage via docker compose deployment.She seems to like it so I decided to give back to the community and make it available for everyone (after some QA)Live demo: https://piruet.app (login: demo / piruetas — data resets every 30 min!)

GitHub:…

Work With Your Own AI Data AnalystAsk questions.

Get answers.

MLJAR Studio includes an AI assistant that understands your data and helps you explore it.

Ask questions in plain language and the AI will generate Python code, run it locally, and show the results.

You stay fully in control — every line of code is visible and reproducible.

G-Shock Smart Sync WebappManage your G-Shock watch directly from your browser—no phone app required.

📅 Alarm Management : Easily set and toggle all 5 watch alarms.

: Easily set and toggle all 5 watch alarms.

Watch Connection ModesHow you initiate the connection on your watch determines what the app does:Long-press Lower Left Button (Mode) : Full Connection.

⚠️ LimitationsManual Pairing Only: Browser security requires an explicit user gesture (a button click) to initiate a Bluetooth connection.

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

I read more markdown than all other languages combined. Self made notes, research notes, Claude Code reports, READMEs. I got irritated of reading raw markdown. Its very tiring and honestly? Unreadable. So, I built Markdown Studio. Highlights: Notion-style WYSIWYG, but the file on disk stays clean .md. No surprises. Clean diffs: Minimal changes to markdown, all controlled via customizable settings. Rich git diffs: See the rendered version, not the raw text. Seamless sync between rich editor, default editor, and browser Sticky headings, table of contents, full GFM: tables, task lists, inline math, block math, code MIT licensed Available for VS Code, Cursor and friends GitHub link if anyone's …

I keep starting side projects and abandoning them halfway. Six months later I find out one of them is still costing me $5/mo somewhere because I can't remember which Vercel account I used. The renewal emails go to throwaway addresses. It's chaos. So I built StackMemo. It's a board where you list every project, what services back it (hosting, DB, domain, analytics), what each costs, and any revenue. Connectors pull live data from the providers - GitHub, Stripe, Neon, Cloudflare, Koyeb so far - so the cost and KPI numbers update on their own. Two questions for anyone else running a side-project graveyard: Do you have a system for this already, or are you also finding forgotten subscriptions i…

I made a small open-source side project: https://github.com/AkoliteZA/hermes-agent-idea-workflow It’s called **Hermes Agent Idea Workflow**. The problem: AI coding agents can build quickly, but they often start from vague prompts. This repo is meant to help with the phase before coding. It helps turn a rough idea into: - an idea note - a guided interview - a design doc - an implementation spec - a final build handoff for another agent - a spec review The idea is to make the actual coding step easier and less ambiguous. It’s written for Hermes Agent, but most of it is plain Markdown, so it should be easy to adapt. Current status: - v0.1.0 - MIT licensed - public repo - beta / ready for real …

Hey founders 👋 Everytime I'm launching a new SaaS product, hunting down all those directories to submit it to is such a headache. So I've curated a list of the best places with direct submission links to list your product and get some early traction. Check it out here: https://github.com/theshubh77/awesome-saas-directories If you know of any great directories or platforms I missed, please feel free to contribute and submit a PR. Let's build the ultimate launch list together! 🚀 submitted by /u/theshubh77z [link] [comments]

Hi, I’m in a long distance relationship and I built Covey for the two of us first. We needed a space that felt ours. Somewhere to talk without notifications from everyone else bleeding in. Somewhere to keep our photos and moments without Meta and Google quietly mining them for ads. Somewhere to plan flights, anniversaries, and small reminders without juggling three calendars. The whole app is locked between just the two of you. Every chat, every photo, every voice note, every call, every calendar entry, only the two of you can ever see or hear any of it. Not me, not the servers, no one. So Covey is one private space for two people: A shared vault for our moments: Photos, videos, voice notes…

been making YouTube Shorts and got tired of guessing which hooks would work. same effort every video, completely random results. so I built something to fix it. shipped in a week. what it does: → scores any hook 0-100 before you post (saturation, hook strength, viral potential) → batch analyzer — test up to 10 hooks at once, ranked → hook generator — give it a topic, get 5 viral hooks back → comparator — head to head between 2 hooks → dashboard with score history and trends → examples page with real viral vs flopped hooks so you can see the scoring in action stack: next.js + claude AI + vercel. 3 free analyses every 24 hours, no signup. $9 monthly for unlimited. real users from this exact c…

I have just started my online retail store named as SunSerene Store, You can checkout our instagram page: sunserenestore https://www.instagram.com/sunserenestore?igsh=Y3VicndzaXBxa3Ji submitted by /u/gargdevansh999 [link] [comments]

Hey r/SideProject, I’ve been spending way too much time juggling tabs, trying to remember what was said in Zoom calls, and generally feeling like my browser could be smarter. I love using AI tools, but switching contexts constantly can be a real productivity killer. So, I started hacking away at something that could just live where I work – my browser. That's how SideBrain came about. It’s a Chrome extension that sits in your sidebar and basically tries to be that smart assistant you always wished your browser had. The core idea is to let you record audio from any tab (think online lectures, podcasts, or even just video calls), analyze any web page, and even document meetings without needin…

I built this app because there are a lot of potholes in the UK, and councils aren't held accountable for how slow they fix some of them. This is a community-based app, where someone can take a picture, leave a description of it, and give it a rating. The location is geolocated on a map and linked to a council. Councils have a rating from A-F regarding response time in fixing potholes, which holds each council accountable. The stats say 1.4-2 million potholes are filled every year. What is in this app: 6-layer anti-fraud pipeline — camera-only capture, EXIF GPS cross-check vs device GPS, perceptual + exact image hashing, atomic server-side submission, trust scores, community confirmations. N…

EMOJI WAR – The Ultimate Emoji Action Shooter! Discussion | Link

One keystroke blurs everything behind your active window Discussion | Link

Build an entire business by texting Discussion | Link

Interactive iOS Demo Builder Discussion | Link

Diagrams that don't look like they were auto-generated Discussion | Link

High-performance, open source, multiplayer code editor Discussion | Link

Pause media or lock your screen when you step away Discussion | Link

UI Agentic framework for quicker output & less token usage Discussion | Link

A dedicated cloud machine for bots and software Discussion | Link

Generate a high-converting landing page in seconds Discussion | Link

Operational intelligence for virtual infrastructure Discussion | Link

Learn ciphers by breaking them Discussion | Link

Drop your tasks. AI auto-schedules your whole week. Discussion | Link

One workspace for Claude, Codex, Gemini and your stack Discussion | Link

AI agents debate the markets Discussion | Link

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.

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

VNYX, an Amsterdam-based FashionTech startup that aims to make fashion resale more scalable and more profitable than dumping, has secured over €1M in total funding. The funding includes strategic investment and government grants, and marks the startup’s transition to a post-revenue, client-focused phase. “We have proven that fashion resale isn’t only the right thing to […]

The post Amsterdam’s VNYX secures over €1 million to make fashion resale more profitable than dumping and burning appeared first on EU-Startups.

Decameal, a Grindsted-based FoodTech company developing a patent-pending process to convert invasive shore crabs into sustainable protein and lipid ingredients for the feed industry, has raised a Seed round of funding. The round was raised from Delphinus Venture Capital and Rockstart, alongside strategic co-investor Aller Aqua. The amount has not been disclosed. “The waste of […]

The post Denmark’s Decameal raises Seed funding to turn invasive shore crabs into sustainable feed ingredients appeared first on EU-Startups.

Five months after launching its first beta version, Vienna-based AI canvas for architects, Synaps, has announced its €3.06 million ($3.6 million) pre-Seed investment round from US-based Plug and Play and Fil Rouge, among others. This beta debut took place in November 2025 in Tirana, and the official launch of the first full product will take […]

The post “If Figma and Lovable had a child that became an architect”: Synaps raises €3.06 million to rival AutoCAD appeared first on EU-Startups.

This article is visible for CLUB members only. If you are already a member but don’t see the content of this article, please login here. If you’re not a CLUB member yet, but you’d like to read members-only content like this one, have unrestricted access to the site and benefit from many additional perks, you […]

The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Apr. 27 – May 01) appeared first on EU-Startups.

Schlieren-based ALP Bio AG today announced it has raised €1.9 million in pre-Seed financing to accelerate their platform which combines human immune organoid biology with generative AI to help antibody developers identify, understand, and reduce immunogenicity risk earlier in drug development. The round was led by Munich-based VC 42CAP, with participation from Venture Kick and […]

The post Swiss BioTech startup ALP Bio raises €1.9 million to advance immune organoid and AI platform appeared first on EU-Startups.

ManaMind, a British autonomous game testing company, has closed a €1.2 million ($1.5 million) pre-Seed round in order to continue their work in replacing repetitive manual Quality Assurance (QA) with autonomous AI agents. The round was led by SVV (Sure Valley Ventures), with participation from EWOR, Ascension, Syndicate Room, and Heartfelt. Emil Kostadinov, CEO and […]

The post AI game testing startup ManaMind lands €1.2 million to automate Quality Assurance appeared first on EU-Startups.

Kigen, a Cambridge-based startup specialising in eSIM and Remote SIM Provisioning (RSP) security technologies, has secured €11.5 million (£10 million) in funding from Salica Investments, a UK-based investment firm. The growth debt investment will support Kigen’s next phase of growth across the UK, EU, and US. “This investment allows us to accelerate our next phase […]

The post Cambridge-based Arm spin-out Kigen secures €11.5 million to scale eSIM cybersecurity appeared first on EU-Startups.

Groove Quantum, a Delft-based quantum computing startup developing scalable germanium spin-qubit processors, has raised €16 million in combined funding and unveiled an 18-qubit semiconductor spin-qubit processor, which the company says is the largest of its kind ever built. The round includes €10 million in equity co-led by Innovation Industries and 55 North, with participation from […]

The post Dutch quantum startup Groove Quantum raises €16 million to advance scalable chip manufacturing appeared first on EU-Startups.

Rocsys, a Rijswijk-based startup specialising in hands-free depot solutions for autonomous electric vehicles, has announced the Rocsys M1, the world’s first hands-free charging solution capable of serving multiple bays in robotaxi operations. The company has also announced a €11.1 million ($13 million) Series A extension led by Capricorn Partners, with participation from Scania Invest, Forward.One, […]

The post Rocsys raises €11.1 million and unveils world’s first multi-bay hands-free charging solution for robotaxi fleets appeared first on EU-Startups.

Stockholm’s Legora today announced a €42 million ($50 million) extension of its previously announced Series D financing, bringing the total round to €513 million ($600 million) in equity and valuing the company at €4.7 billion ($5.6 billion) post-money. The extension adds Atlassian and NVentures (NVIDIA’s venture capital arm) as corporate investors, alongside new financial investors, […]

The post Swedish legal AI startup Legora raises €42 million extension to Series D – bringing total to over €500 million appeared first on EU-Startups.

Mosaic SoC, a Swiss semiconductor startup building dedicated perception chips that bring spatial intelligence to energy-constrained devices, has announced a €3.2 million ($3.8 million) pre-Seed round. The round was led by Founderful with participation from Kick Foundation. Last year, the company secured €162.4k (CHF 150k) from Venture Kick. “Spatial intelligence shouldn’t require an application-class processor […]

The post Swiss semiconductor startup Mosaic SoC raises €3.2 million to bring spatial intelligence to low-power devices appeared first on EU-Startups.

Berlin-based VC firm Earlybird VC has closed its eighth early-stage tech fund at €360 million. This marks the pan-European VC firm’s largest raise to date, as it maintains a steady fund cadence across market cycles. The firm asserts that it has consistently raised a new fund every three to four years, without fail, across both […]

The post Earlybird VC closes €360 million Fund VIII, its largest yet, as it implements perpetual active ownership model appeared first on EU-Startups.

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.

This week, we tracked more than 65 tech funding deals worth over €2.2 billion and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

If email is more your thing, you can always subscribe to our newsletter and receive a more robust version of this round-up delivered to your inbox.

Either way, let's get you up to speed.

💸 Notable and big funding rounds🇬🇧 Ineffable Intelligence launches with record-breaking $1.1B seed round🇬🇧 Ebury financing of over £550M🇩🇪 Robotics startup Sereact raises $110M🫱🏽‍🫲🏻 Noteworthy acquisitions and mergers🤖 Nebius buys US AI inference startup Eigen AI in $643M deal🇫🇷 Rivage raises €50M and acquires Infoclip to build a major managed ser…

European AI infrastructure company Nebius has acquired a US startup which specialises in improving the performance of leading open-source AI models, it said today.

Amsterdam-headquartered Nebius has acquired San Francisco-based Eigen AI for approximately $643m in cash and stock.

Eigen AI’s co-founders Ryan Hanrui Wang and Wei-Chen Wang are alumni of MIT’s HAN Lab, led by Professor Song Han, a leading researcher in AI computing and model efficiency.

Nebius said Eigen AI tech will help alleviate bottlenecks in running AI inference, due to issues in memory, routing and compute.

Nebius said: “By integrating Eigen AI’s optimisation layer directly into Nebius Token Factory, Nebius removes this bo…

This week sees the publication of the 4th annual Berlin Salary Trends report, published by Handpicked Berlin in partnership with Ravio and Factofly.

The 2026 edition is based on 4,627 cleaned responses from Berlin tech professionals (a 2.5× increase on last year's sample) of whom 4,138 are full-time employees.

The picture is "comparable, not premium": at the median, Berlin essentially matches Europe across executives (€179,515 vs €182,160) and managers (€115,345 vs €114,195), while Berlin Professionals earn slightly less than the European median (€83,950 vs €86,595).

Berlin’s gender pay gap narrows on paper — but structural disparities persistFurther, the gender pay gap narrowed but did not…

Google DeepMind alumni have founded dozens of European startups or plan to launch startups in the past 18 months, new data shows.

Ex-DeepMind luminary David Silver captured headlines last month when his new UK AI lab Ineffable Intelligence landed a massive $1.1bn seed funding round.

But data shows that Silver is one of 112 alumni of DeepMind, which was founded in the UK, who in the past 18 months have launched a startup or are believed to be launching one.

UK startupsIn the UK, examples include former DeepMind scientist Olivier Henaff, who is now the co-founder of Cursive, an AI foundation model startup.

Guanming Wang has set up vision-language-model AI startup General Instinct; Arhaan Shai…

There is something faintly gladiatorial about startups being ushered into Westminster, whether the House of Commons or the House of Lords. Not literally, of course, there are no lions behind Select Co...

Invest Europe has published the seventh edition of its Private Equity at Work report, highlighting continued job creation by private equity (PE) and venture capital (VC)-backed companies across Europe.

The report shows that PE- and VC-backed businesses increased employment by 4 per cent in 2024, marking the seventh consecutive year of net job growth and outperforming overall European employment trends.

Key industries such as ICT, Energy & Environment, and Financial & Insurance Activities all recorded job growth above the 4 per cent industry average.

Eric de Montgolfier, CEO of Invest Europe, said:When we first published Private Equity at Work, our aim was to show that private equity and ven…

Mosaic SoC, which builds dedicated perception chips that bring spatial intelligence to energy-constrained devices, has raised a $3.8 million Pre-Seed round led by Founderful with participation from Kick Foundation.

Mosaic SoC takes a different approach: a dedicated perception chip that provides a baseline layer of spatial intelligence, with a full application layer that ODMs can integrate and build on.

“Spatial intelligence shouldn’t require an application-class processor and a GPU,” said Alfio Di Mauro, CEO and co-founder of Mosaic SoC.

In smartphones, Mosaic SoC can act as a co-processor for the front camera, running always-on tracking and classification at a fraction of the power.

In its…

SPRIND has launched the Next Frontier AI challenge, inviting up to ten teams from across Europe to develop new approaches that expand current paradigms in artificial intelligence.

The selected teams will receive seed funding from SPRIND totalling €125 million.

"Europe produces top AI talent, but has so far failed to translate technological expertise into world-leading AI companies.

The 'Next Frontier AI' Challenge aims to create an environment in which technological expertise, entrepreneurial excellence and funding combine to ensure the next generation of leading AI companies comes from Europe," explains Jano Costard, Head of Challenges at SPRIND.

The new SPRIND Challenge aims to catalyse t…

The extension adds Atlassian and NVentures (NVIDIA’s venture capital arm) as corporate investors, alongside new financial investors, including Airtree, Barclays, Geodesic, Insight, Liberty Global and Nikesh Arora.

Legora recently surpassed $100 million in annual recurring revenue – placing it among the fastest-growing enterprise software companies in history.

It now serves tens of thousands of legal professionals at major corporate legal departments, such as Barclays, as well as leading global firms, such as White & Case, HSFK, and Linklaters.

For legal teams, this means moving beyond isolated use cases to integrated systems that combine firm data, jurisdictional knowledge, and intelligent …

Estonian-Dutch deeptech startup Spiral Hydrogen has raised €2.7 million in pre-seed funding to advance its bubble-free electrolysis technology, with backing from byFounders, Norrsken Evolve, and Superangel, alongside €0.7 million in grants.

Spiral Hydrogen is developing a rotating, bubble-free electrolyser designed to improve the efficiency of green hydrogen production.

Its approach removes this constraint by routing gases through a porous electrode into a dedicated channel, enabling efficiency levels above 90 per cent and lowering the cost of hydrogen production.

Our technology solves one of the industry’s most persistent challenges - gas bubbles - and enables efficiency levels that could …

In 2025, Europe’s software ecosystem raised €8.1 billion and grew more focused, selective, and AI-driven.

While overall funding remained below peak levels, capital concentrated around a smaller number of scale-stage companies, with large rounds going to players like Bending Spoons, Your.World, and Brevo.

Beneath the headline rounds, early-stage funding stayed resilient, particularly for vertical software targeting regulated and operationally complex industries.

Overall, 2025 marked a transition to a more mature European software market, defined by disciplined investment at the top and a broad base of AI-native innovation underneath (for more detailed analyses of the European technology ecos…

Hands-free EV charging company Rocsys has introduced the Rocsys M1, a hands-free charging solution designed specifically for robotaxi depot operations.

As part of a broader autonomous depot platform, the M1 is currently in pilot deployment, with large-scale rollout planned for 2027.

The global robotaxi market is projected to reach $45.7 billion by 2030, increasing fleet utilisation and placing growing pressure on depot infrastructure.

Technically, the Rocsys M1 features a modular, multi-bay architecture capable of serving up to 10 charging bays with a single system.

As part of the broader Rocsys platform, the M1 integrates hardware, software and services into a connected ecosystem.

UK-based maritime defence startup Online Oceans has raised £4 million in funding to scale its autonomous surface vessels and fleet software platform.

Founded in 2025 by George Morton and Alistair Douglas, Online Oceans is developing autonomous systems designed to enable persistent maritime coverage.

Its platform supports dense, continuously connected fleets, offering an alternative to traditional approaches that rely on costly crewed vessels or limited autonomous deployments.

Commenting on the need for more cost-effective maritime monitoring, George Morton, founder and CEO of Online Oceans, said:We built Online Oceans to provide a more practical and scalable way for governments and operator…

London-based ManaMind has raised $1.5 million in a pre-seed funding round to advance its AI-driven game testing platform.

Founded by Emil Kostadinov and Sabtain Ahmad, ManaMind is developing autonomous AI agents designed to replace repetitive manual quality assurance (QA) processes in game development.

By running testing in parallel with development, the platform aims to support faster release cycles and improve overall software quality.

Gaming is our launchpad, but our vision is to build the autonomous testing layer for all software and, ultimately, robotics.

While gaming is its initial focus, ManaMind aims to extend its autonomous testing approach to broader software and robotics applicat…

Early bets from Fund VIIIThe first deployments from Fund VIII reflect Earlybird’s focus on AI infrastructure, vertical applications, and foundational technologies emerging across Europe.

From the new fund, Earlybird has already backed promising companies such as Black Forest Labs, SpAItial AI, Sintra, Arago, Porters, and Rivia.

Many of the Earlybird partners come from technical backgrounds in areas like aerospace and industrial engineering, which shapes how they see opportunities.

Before joining Earlybird, Retterath worked as a process automation engineer at ThyssenKrupp and as a management consultant with GE North America.

At a time when several European VC firms are exploring partial exit…

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, […]