I built a small free open-source utility that bridges Bluetooth LE MIDI keyboards into the new Windows MIDI Services stack so any DAW or Web MIDI app can use them as if they were wired.

I bought a Roland FP-90X piano partly because it had Bluetooth MIDI.

The new Windows MIDI Services stack ships with a feature called loopback endpoints: anything written to one comes out the other, and any winmm/WinRT/WMS app sees them as normal MIDI ports.

After ruling out pairing, encryption, write-mode, and proprietary characteristics, the only obvious lever left was the MIDI channel itself.

Pete from the Microsoft Windows MIDI Services team commented positively on the BLE integration when I shared it on …

The Rotary Un-Smartphone is a followup to this personal project.

It's a production-ready ground-up design with all new parts (yes, the rotary dial too) and many neat bells and whistles.

5G mainly adds mm-wave high-bandwidth service capabilities for extremely fast data rates, but this is not a useful feature for a voice-only cell phone like the Rotary Un-Smartphone.

The point of the phone isn't to use the rotary dial every time you call someone, which would get tiresome fast.

When the less frequent need to dial a new number arises, the novelty of the satisfying-to-use rotary dial is fun rather than annoying.

InstallationInstall from pypi# CPU(Xeon)/GPU(CUDA) pip install auto-round # CPU(Xeon)/GPU(CUDA) nightly pip install auto-round-nightly # HPU(Gaudi) # install inside the hpu docker container, e.g.

Model Quantization (CPU/Intel GPU/Gaudi/CUDA)If you encounter issues during quantization, try using pure RTN mode with iters=0, disable_opt_rtn=True.

quantize_and_save ( output_dir = "./qmodel" , format = "auto_round" )Important Hyperparameters Quantization Scheme & Configuration scheme (str|dict|AutoScheme) : The predefined quantization keys, e.g.

Supports local JSON files and dataset combinations, e.g. . nsamples (int) : Number of samples for tuning (default is 128 ).

from auto_round import AutoR…

WhatCableWhat can this USB-C cable actually do?

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.

Anything from a USB 2.0 charge-only cable to a 240W / 40 Gbps Thunderbolt 4 cable, all looking identical in your drawer.

Most USB-C cables under 60 W are unmarked.

— common cable, charger, hub, dock, and storage vendors are recognised; others fall back to the hex VID.

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The ScentLast week, our users started seeing errors that didn't make sense.

For context, anetd is Google's implementation of Cilium, the networking layer inside our Kubernetes clusters.

This matters because it means the bug was in Google's implementation, not in WireGuard itself.

The fix was simple once we understood it: reroll all the nodes to get a consistent MTU configuration across the cluster.

There was good collaboration with Google's team.

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In 1917, American Tobacco launched an ad campaign for its cigarette brand Lucky Strike, with the slogan It’s Toasted.

In his testimony, he argued that platform safety features were implemented appropriately and that Meta has invested heavily in youth safety measures.

However, the repeated focus on investing in safety measures is essentially the It’s Toasted strategy in action.

Meta is taking a page out of Big Tobacco’s PR playbook, telling us that It’s Toasted.

Meta should now shift direction and make meaningful, proactive design changes to make its products safe, not just toasted.

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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.

"We think, looking forward, that the ‌Mac mini‌ and ‌Mac Studio‌ may take several months to reach supply demand balance," Cook said.

Apple underestimated demand for the ‌Mac mini‌ and the ‌Mac Studio‌.

Shipping delays for the ‌Mac mini‌ and the ‌Mac Studio‌ have been increasing over the last few months, and the waits for some models stretch into months.

As of last week, the base ‌Mac mini‌ was listed as "Currently Unavailable" from Apple's online store because it is out of stock.

Which got me thinking: have employers just lost the plot on what compensation is actually for?

Rent costs currency, food costs currency, electricity costs currency, water and sewage and garbage and healthcare and childcare and education all cost currency.

The point is that wages aren't meant to merely compensate labor; they're also meant to protect the company.

They're not just compensation for doing your job, they're compensation for not burning down warehouses, not going on strike, not sabotaging workloads, and not unionizing in the first place.

It's the single biggest security vulnerability in your organization, and I promise you that there is not, and never will be, a technological cont…

New winpodx check CLI + GUI Health card surface live pod / RDP / agent / round-trip / disk state.

First install still takes ~5-10 minutes (Windows VM ISO download + Sysprep + OEM apply); winpodx pod wait-ready --logs shows live progress.

Each Windows app becomes its own Linux window with its real icon — pinnable, alt-tabbable, file-associated.

Drop into a full Windows desktop only when you actually want one ( winpodx app run desktop ).

DRM-heavy software / hardware dongle apps winpodx Apps that ship kernel-mode drivers (some VPNs, security suites) winpodx Banking / tax / government tools with regional certificates winpodx Visual Studio, WinUI 3 / WinRT, .NET features Wine hasn't caught up t…

常见问题 关于 OpenWarpOpenWarp 与 Warp 官方是什么关系?

OpenWarp 是基于 Warp 开源代码的社区分支,与 Warp 官方公司无附属关系,遵循上游的 AGPL / MIT 双许可。我的 API Key 会被上传吗?

不会。所有自定义提供商凭证仅保存在本地配置文件中,直接由 OpenWarp 与你指定的 Base URL 通信,不经任何中转。支持哪些模型提供商?

只要兼容 OpenAI Chat Completions 流式协议都可以接入:OpenAI、DeepSeek、Qwen、Groq、Together、本地 Ollama / LM Studio,以及众多代理网关。

With this in mind, let's peek inside a Super Nintendo.

Two heartsIn the X2 slot, the blue thingy is a 24.576 MHz ceramic resonator.

Documentation discrepanciesLooking at the Super Nintendo developer guide[11] reveals it does not match our observations.

They may not have been wrong since a common issue for the Super Nintendo console is to render in black and white.

If we open a MM2 PCB, we find a 20 MHz oscillator (X1 slot) which feeds the CX4 CLK pin.

Efforts within Biohub and across the scientific communityA much larger global effort will be needed to reach the necessary scale.

In doing so, Biohub’s Virtual Biology Initiative will build on its longstanding support of the global community working on single-cell biology.

Arc Institute is a full-stack institute for AI and biology research, dedicated to understanding the root causes of complex diseases.

A global coordinated data foundation for modern AI-powered biology is exactly what we need to break siloes and accelerate progress towards high-fidelity simulators of biology.

A global coordinated data foundation for modern AI-powered biology is exactly what we need to break siloes and accel…

Six new lines now live as separate top-level records in the session file.

The cache file has the entire injection bundled inside the pass value - no top-level hasroot or successful_internal_auth_with_timestamp to be seen.

There must be somewhere in the codebase where the raw session file is read again, and the JSON cache is updated?

That's the keyword that tells LoadConfig to skip the cache file and go straight for the raw file on disk.

Let's look at handle_one_connection , which runs after handle_auth:handle_form_login(); … handle_auth(); my $authtype = $server_obj->auth->get_auth_type || ''; my $document = $server_obj->request->get_document; $user = $server_obj->auth->get_user; my $pass =…

In order to fit in a cell and remain organized, DNA is carefully wrapped around spool-like protein clusters called nucleosomes.

For decades, the prevailing view held that DNA is coiled so tightly around a nucleosome that it’s basically locked away and the cell can’t access it.

This is why researchers often study chromatin—which is all of a cell’s DNA packaged using nucleosomes—to get a sense of what genes a cell is using.

The same patterns appeared in human stem cells being coaxed into liver-like cells, and in liver cells taken directly from mice.

Ramani envisions using IDLI to map how nucleosome states shift across different tissues during aging.

Credit: MTUDuring the Sturtian glacial period during the Neoproterozoic Era, Earth underwent periods of global glaciation, which have been described as either "Snowball" and "Slushball" Earth scenarios.

In Snowball Earth models, the planet was completely covered in ice for around 56 million years.

Issues with 'Snowball' and 'Slushball' Earth modelsThe dramatic swings in global temperature that cause periods of glaciation are linked to carbon and oxygen cycles.

While the new model is somewhat simplified and does not capture all possible biogeochemical processes, it puts forth a compelling explanation for some of the outstanding inconsistencies in the Snowball and Slushball Earth explanations…

Pu.sha full coding-agent harness in 400 lines of shell.

pronounced exactly how you think.

> a slop cannon small enough to fit your pocket.

copy $ curl -sL pu.dev/pu.sh -o pu.sh && chmod +x pu.sh $ ./pu.shno npm · no pip · no docker · just curl, awk, and an api key

SimpleX Channels, SimpleX Network Consortium and Community Crowdfunding — to Preserve Freedom of SpeechPublished: Apr 30, 2026Freedom of speech needs infrastructure that protects it by design — not only the protocols and servers, but the governance and funding to support them.

SimpleX Channels — more public, more freedom, more privatev6.5 release brings SimpleX Channels: a new model for online publishing built for participation privacy.

This is only possible because SimpleX network was built without user profile identifiers of any kind.

This release is a beginning of a very important new layer of SimpleX Network.

SimpleX Network Consortium — to preserve network independenceNo single company…

CUPERTINO, CALIFORNIA Apple today announced financial results for its fiscal 2026 second quarter ended March 28, 2026.

“Today Apple is proud to report our best March quarter ever, with revenue of $111.2 billion and double-digit growth across every geographic segment,” said Tim Cook, Apple’s CEO.

“iPhone achieved a March quarter revenue record, fueled by such extraordinary demand for the iPhone 17 lineup.

During the quarter, Services achieved yet another all-time record, and we were excited to introduce remarkable new products to our strongest lineup ever.

The board of directors has also authorized an additional program to repurchase up to $100 billion of the Company’s common stock.

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+----------------------- Kubernetes Cluster ---------------------+ | | | +--------------- Control Plane ----------------+ | | | | | | | +-----------+ +------+ +-----------+ | | | | |API Server | | etcd | | Scheduler | | | | | +-----------+ +------+ +-----------+ | | | | +------------------+ +----------------+ | | | | |Controller Manager| |Cloud Controller| | | | | +------------------+ +----------------+ | | | +----------------------------------------------+ | | | | | kubectl / API | | | | | +--------------- Data Plane -------------------------------+ | | | | | | | +--- Node 1 ---+ +--- Node 2 ---+ +--- Node N ---+ | | | | | kubelet | | kubelet | | kubelet | | | | | | kube-proxy | | kube-pro…

SupersimpleSupersimple is a lightweight OpenCode profile for routine software work.

When you start a session with this profile active, OpenCode uses the profile's AGENTS.md, opencode.jsonc, agent/ definitions, command/ commands, and skills/ skills from this directory.

Escalate to Conductor when the work needs track state - use the Conductor commands when work becomes multi-phase or needs persistent planning artifacts.

They provide step-by-step workflows for agent, profile, skill, and tool creation.

If you change the profile's commands, agents, or skills, update this README in the same change.

Feel free to tell what you plan on doing this weekend and even ask for help or feedback.

Please keep in mind it’s more than OK to do nothing at all too!

Users of modern versions of Windows 11 have a powerful security feature for keeping their devices secure, known as Smart App Control.

Previously, Smart App Control could not be turned back on if you ever turned it off.

What is Smart App Control?

End-users can enable Smart App Control in the Windows Security App.

One early problem with Smart App Control is that the Code Integrity codepath didn’t support ECC signatures.

Python:n_layer = 1 n_embd = 16 block_size = 16 n_head = 4 head_dim = n_embd // n_head matrix = lambda nout , nin , std = 0.08 : [[ Value ( random .

gauss ( 0 , std )) for _ in range ( nin )] for _ in range ( nout )] state_dict = { 'wte' : matrix ( vocab_size , n_embd ), 'wpe' : matrix ( block_size , n_embd ), 'lm_head' : matrix ( vocab_size , n_embd )} for i in range ( n_layer ): state_dict [ f 'layer { i } .attn_wq' ] = matrix ( n_embd , n_embd ) state_dict [ f 'layer { i } .attn_wk' ] = matrix ( n_embd , n_embd ) state_dict [ f 'layer { i } .attn_wv' ] = matrix ( n_embd , n_embd ) state_dict [ f 'layer { i } .attn_wo' ] = matrix ( n_embd , n_embd ) state_dict [ f 'layer { i } .mlp_fc1' ] …

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The Tiny UDP Cannon: An Android VPN BypassOn Android 16, a regular app with no special permissions can leak the user’s real IP, even with “Always-On VPN” + “Block connections without VPN” turned on.

A bit of backgroundEvery socket on Android carries an SO_MARK (the “fwmark”) that tells the kernel which netId it belongs to.

bindSocket (socket); // physical Wi-Fi network socket.

In practice Wi-Fi is what’s there, because when a VPN is active stock Android tears cellular down to save battery.

Attack flow at a glanceATTACKER APP (UID 10331 , INTERNET + ACCESS_NETWORK_STATE only) | | 1. cm .

This is a card in Dave's Virtual Box of Cards Ruby for "shell scripting" Page started: 2024-04-10 Page published: 2026-04-28Back to Ruby.

Like Perl, Ruby can be used as a better AWK or Sed for field splitting or regex match substitution.

Versus shell Sometime in the last decade, I’ve become disillusioned with using various flavors of shell, AWK, and Sed to write my scripts for my Linux/BSD systems.

Versus Sed and Awk Sed and Awk, quite simply, have let me down in various ways.

In fact, I’ve learned to write Ruby in a very imperative (top-to-bottom execution like a recipe) fashion.

Here’s an example of what that can look like in Zig 0.16.0:const std = @import ( "std" ); pub fn main ( init : std .

print ( "Good {s}, {s}!"

Instead of definging separate variables for time and name , we can wrap them up in a Greeting :const Greeting = struct { name : [] const u8 , time : [] const u8 }; const greeting = Greeting { .

, greeting ); try stdout .

What’s nice about this is you don’t need to worry about the order of the fields because they’re extracted from the format string.

The API server can also be run locally when actively developing it.

All three clients — browser, desktop, and mobile — share a single lustre_dev_tools dev server for hot reload, which proxies their API requests to the Gleam API server (in Docker) or a local instance, avoiding CORS issues.

┌────────────────Docker────────────────┐ │┌─────────────PostgreSQL─────────────┐│ ││┌───────────────┐ ┌──────────────┐││ │││ Test Database │ │ Dev Database │││ ││└──────▲────────┘ └───────▲───▲──┘││ │└───────┼────────────────────┼───┼───┘│ │ │ │ └────┼──────────┐ │ │ ┌──────────┴───────┐│ ┌────────┴─────────┐ │ │ │ Gleam API Server ││ │ Local API Server │ │ │ └─────────────▲────┘│ └───▲──────────────┘ └───…

Evelyn Cheng / CNBC:

China's EV makers are competing on in-car AI features; ByteDance says its Doubao AI is used in 7M+ cars across 145 models, including from Mercedes, Audi, and VW — - China's EV price war is evolving into a “feature war” focused on AI and cockpit tech — ByteDance's Doubao AI chatbot …

Dan Goodin / Ars Technica:

Researchers detail CopyFail, a now-patched Linux vulnerability that lets unprivileged users gain admin access, as many distributions have yet to add fixes — Publicly released exploit code for an effectively unpatched vulnerability that gives root access to virtually all releases of Linux …

Zijing Wu / Financial Times:

Sources: Huawei expects AI chip revenue to hit ~$12B in 2026, up 60% from $7.5B in 2025, as orders for its Ascend 950PR chip surge and Nvidia stalls in China — Chinese tech companies place large orders for the Shenzhen-based group's latest range of AI processors

Wired:

Musk v. Altman: OpenAI lawyers claim Shivon Zilis, a longtime Musk employee and mother to four of his children, acted as a covert liaison between him and OpenAI — Messages presented at trial reveal how Zilis, the mother of four of Musk's children, acted as an intermediary between him and OpenAI.

Jasmine Sun / New York Times:

The persistent notion that AI disruption could create a permanent underclass signals how much collateral damage AI companies might tolerate in pursuit of AGI — Most people I know in the A.I. industry think the median person is screwed, and they have no idea what to do about it.

Jason Beeferman / Politico:

Sens. Kirsten Gillibrand and Dave McCormick introduce a bill banning members of the legislative and executive branches from trading on prediction markets — The bill comes two days after a U.S. soldier was arraigned in federal court on charges he used insider knowledge of the military's plans …

Mark Gurman / Bloomberg:

Apple forecasts Q3 revenue above estimates and reports Q2 results above projections in China but below expectations in the Americas and Europe regions — Apple Inc. delivered a surprisingly strong revenue forecast for the third quarter, even as it warned that memory-chip costs will increase …

Katie Tarasov / CNBC:

Intel shares jumped 114% in April, hitting a record on April 24 and lifting its market cap past $470B, closing out the chipmaker's best month on record — Intel is on a winning streak unlike any since it became one of the first companies to go public on the Nasdaq nearly 55 years ago.

Anhata Rooprai / Reuters:

Western Digital reports Q3 revenue up 45% YoY to $3.34B, vs. $3.25B est., and forecasts Q4 revenue above estimates; WDC drops 7%+ after hours — Western Digital (WDC.O) forecast quarterly revenue above Wall Street estimates on Thursday, expecting strong demand for data storage …

Britney Nguyen / MarketWatch:

Sandisk reports Q3 revenue up 251% YoY to $5.95B, vs. $4.72B est., consumer revenue below est., and forecasts Q4 revenue above est.; SNDK drops 5%+ after hours — The company says it's transitioning to a business model of ‘multiyear customer engagements’ — Referenced Symbols

Dan Mangan / CNBC:

The US Senate unanimously passed a rule barring senators from trading on prediction markets like Kalshi and Polymarket, amid rising concern over insider trading — The U.S. Senate on Thursday unanimously passed a rule barring senators from trading on prediction markets effective immediately.

Annie Palmer / CNBC:

Alphabet's stock climbed 10% on Thursday and 34% in April, its best month since 2004; Meta's stock plunged 8.5% on Thursday, its steepest drop since October — Alphabet's stock surged on Thursday, lifting Google to its best month on Wall Street since 2004, after the company reported better …

Business Insider:

Sources: Meta HR chief Janelle Gale told employees she can't rule out further layoffs; Zuckerberg said AI automation is not the driving factor behind them — - Meta previously announced it will cut 10% of its staff next month. — Meta's HR chief told staff in a meeting that she can't promise further layoffs won't happen.

Reinhardt Krause / Investor's Business Daily:

Twilio reports Q1 revenue up 20% YoY to $1.41B, vs. $1.34B est., and forecasts Q2 revenue above estimates; TWLO jumps 17%+ after hours — Twilio (TWLO) stock popped after the communications software maker reported first-quarter earnings and revenue that topped consensus estimates.

Anhata Rooprai / Reuters:

Atlassian reports Q3 revenue up 32% YoY to $1.79B, vs. $1.69B est., and raises its annual revenue forecast; TEAM jumps 17%+ after hours — Atlassian (TEAM.O) raised its annual revenue forecast on Thursday, betting that its investments in artificial-intelligence features and a push …

Reuters:

Tim Cook says iPhone sales, which slightly missed Q2 estimates, were held back by chip supply constraints, as “demand was off the charts” — Apple (AAPL.O) on Thursday reported results that beat Wall Street estimates, with customers showing eagerness to buy a new MacBook model driven …

Todd Spangler / Variety:

Apple reports Q2 revenue from Services, which includes the App Store, Apple TV, Apple Music, and more, grew 16.3% YoY to $30.98B, beating estimates of $30.4B — Apple hit another high note in the first three months of 2026, delivering an earnings beat driven by a surge in iPhone sales and continued momentum in its Services segment.

Jennifer Elias / CNBC:

Apple Q2: iPhone up 22% YoY to $56.99B, vs. $57.21B est., Mac up 6% to $8.4B, iPad up 8% to $6.91B, and Wearables, Home, and Accessories up 5% to $7.9B — Apple reported earnings and revenue for its fiscal second quarter that topped analysts' estimates, driven by growth in the company's services business.

Apple:

Apple reports Q2 revenue up 17% YoY to $111.18B, vs. $109.66B est., net income up 19% to $29.6B, and EPS up 22% to $2.01, above $1.95 est. — March quarter records for total company revenue, iPhone revenue, and EPS — Services revenue reaches new all-time high

Cecilia D'Anastasio / Bloomberg:

Roblox reports Q1 bookings up 43% YoY to $1.7B, vs. $1.73B est., and DAUs up 35% to 132M, below analysts' estimates of 143.8M; RBLX drops 16%+ after hours — Roblox Corp. reported first-quarter users that fell short of analysts' expectations after implementing safety features restricting how kids …

Todd Spangler / Variety:

Roku reports Q1 revenue up 22% YoY to $1.25B, ad revenue up 27% to $613M, subscription revenue up 30%, raises 2026 profit guidance; ROKU jumps 8%+ after hours — Roku beat Wall Street earnings forecasts for the first quarter of 2026 and raised its full-year profit guidance as the company continues …

Jonathan Vanian / CNBC:

Reddit reports Q1 revenue up 69% YoY to $663M, vs. $611M est., DAUq up 17% to 126.8M, vs. 125.9M est., and forecasts Q2 revenue above estimates — Reddit reported better-than-expected profit and revenue in its first-quarter earnings report on Thursday, and also issued an optimistic forecast.

TRM Insights:

North Korea-linked hackers stole ~$577M across the Drift Protocol and KelpDAO hacks in April, accounting for 76% of total crypto hack losses so far in 2026 — Key takeaways — North Korean hackers, from two distinct groups, stole approximately USD 577 million in 2026 YTD …

Thomas Barrabi / New York Post:

Filing: Meta says it might be forced to withdraw its apps from New Mexico if a judge orders it to adopt the state's proposed safety features — Mark Zuckerberg's Meta is threatening a total shutdown of Facebook and Instagram in New Mexico if a state judge orders the company to adopt new safety features …

Jess Weatherbed / The Verge:

Google is rolling out Gemini to cars that have Google built in, replacing Google Assistant, starting with English in the US — The current Google Assistant is being replaced with a smarter, more conversational upgrade. … Google is preparing to update vehicles that have Google built-in with its Gemini AI assistant.

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.

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Reload to refresh your session.

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

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

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Reload to refresh your session.

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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…

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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.

Functional Programmers need to take a look at Zig.

This is probably a blog post in its own right but the programming language industry has not grokked the meaning of monads.

So if I want an imperative programming language I can implement MonadCont (the continuation monad), if I want a logic programming language I can implement LogicT (a monad that has non-deterministic semantics and backtracking).

I’m bullish on Zig because Zig (and its BDFL Andrew Kelley) are innovating and have the courage to innovate.

{ .value = the_val }; } pub fn nothing () Self { return .nothing; } pub fn map ( self : Self , comptime B : type , f : fn (T) B) Maybe(B) { return switch (self) { .value => |v| .

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.

★ ★ ★ ★ ★ 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…

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.

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:

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.

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

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

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

Distributions we directly verified:Distribution Kernel Ubuntu 24.04 LTS 6.17.0-1007-aws Amazon Linux 2023 6.18.8-9.213.amzn2023 RHEL 10.1 6.12.0-124.45.1.el10_1 SUSE 16 6.12.0-160000.9-defaultThese are what we tested directly.

Other distributions…

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…

Angine de Poitrine is what happens when two people get to spend decades getting really good at something weird.

A UBI world isn’t a world that rewards laziness.

Argument for UBI, we are currently running an economy on fear, when joy turns out to be ten times more powerful.

Angine de Poitrine and Einstein are what we get when people are free to do what they truly want.

That’s the Angine de Poitrine argument for UBI.

For all its brilliance, Haskell resists most of the attempts people make to just hack and write useful code quickly.

When pragmatism enables actual productivity #Scheme (and Lisp in general) might lack Haskell’s innovations and purity, favoring a minimalistic flexibility instead, but it mixes practicality with functional beauty in a way that makes it a functional language for human beings.

Actually, in my opinion, Scheme (and Lisp) allows you to express complex systems and problem domains in more simple terms than any other language can.

Meta-programming and DSLs #The second problem with Monads is directly tied to their greatest strength: they are synonymous with Domain Specific Languages (…

Copy Fail: 732 Bytes to Root on Every Major Linux Distribution.

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

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

Nobody connected the 2017 in-place optimization to authencesn's scratch writes or to the splice path's use of page cache pages.

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

In April 2026, Canonical disclosed 44 CVEs in uutils, the Rust reimplementation of GNU coreutils that ships by default since 25.10.

If you write systems code in Rust, this is the most concentrated look at where Rust’s safety ends that you’ll likely find anywhere right now.

A &Path in Rust looks like a value, but remember that to the kernel it’s just a name.

The original --preserve-root check in chmod was literally this:if recursive && preserve_root && file == Path :: new ( "/" ) { return Err ( PreserveRoot ); }That comparison is bypassed by anything that resolves to / but isn’t spelled / .

Here’s the fix:fn is_root (file : & Path ) -> bool { matches!

Users spend most of their time on other sites.

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

Notepad++ is now available as a native macOS application.

It is a free, open-source source code editor and Notepad replacement that supports many programming languages and is great for general text editing.

No Wine, Porting Kit, or emulation layer is needed — this is a full native port governed by the GNU General Public License.

I hope you enjoy Notepad++ on macOS as much as I enjoy bringing it to the Mac.

This project is an independent open-source community port of Notepad++ to macOS, started on March 10, 2026.

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

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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.

Getting great sound from your TV doesn't have to cost a fortune. These are my tried-and-true TV audio tricks.

With Apple's new CarPlay support for third-party voice assistants, you're able to talk directly and hands-free with popular AI apps.

So far, you can chat by voice in the car with ChatGPT and Perplexity AI just as you would at home or elsewhere.

This version added CarPlay support for third-party AI chatbots like ChatGPT, Perplexity, Google Gemini, and Claude.

4 ways to get a year of access for $0 (a $200 value)For Perplexity AI, tap the icon on the screen, then tap Connect.

Play a game In the mood to play an interactive game, I asked ChatGPT and Perplexity to challenge me with a trivia quiz.

A few weeks before writing this review, my dad asked me for a recommendation on a new computer.

He's been using an aging Lenovo all-in-one (AiO) still running Windows 10, and it's clearly not as fast as it used to be.

I told him I'd get back to him once I found something worthwhile, and I did: Dell's new 2026 24-inch All-in-One desktop.

Also: HP vs. Dell: I've tested dozens of laptops from both brands, and here's my adviceI really enjoyed testing this Dell machine.

Plenty of systems will outperform it, but as an accessible all-in-one, it's easy to set up, delivers reliable performance, and comes with solid accessories.

Three small business owners share how OnPay eliminates anxiety and prevents costly compliance mistakes.

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.

When the company asked me to try their latest hardware, the InfinityBook Max 15, I couldn't say pass on the laptop, which starts at $1,800.

Also: Ready for a Linux laptop?

I recommend a Tuxedo to beginners and pro users alikeThis Linux laptop impressed me immediately.

In fact, the InfinityBook Max keyboard was far superior to the keyboard on my MacBook Pro.

Tuxedo InfinityBook Max 15 tech specsProcessor: Intel Core Ultra 7 255H (16 cores, 22 threads, up to 5.1 GHz).

Claude Security turns findings into prioritized fix guidance.

Vulnerability scanningAt the core of both Project Glasswing and Claude Security is vulnerability scanning.

Anthropic's new Claude Security tool wants to find them before attackers get there first.

And now Claude Security can do similar larger-scale scans.

Do you see AI vulnerability scanning as more useful for finding dangerous flaws or for helping developers prioritize fixes faster?

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.

Apple said it will be supply-constrained on Mac mini, Studio, and Neo in the next quarter, too.

The two wildly fast-growing rivals have raised massive sums, pushed into each other's home turf and now have dueling ad campaigns.

Rivian has reworked its loan deal with the Department of Energy and now expects to borrow $4.5 billion to build its new factory in Georgia, down from the original amount of $6.6 billion.

Web hosts are scrambling to fix the bug under active attack by hackers. One company said hackers have been abusing the bug for months.

OpenAI will begin rolling out it cybersecurity testing tool, GPT-5.5 Cyber only "to critical cyber defenders" at first.

The perpetually-struggling EV company made the payments while being investigated by the SEC. That four-year-long probe was ultimately closed in March.

OpenAI is launching additional opt-in protections for ChatGPT accounts. The new security initiative includes a new partnership with security key provider Yubico.

"Distillation" is a hot topic as frontier labs try to prevent smaller competitors from copying their models.

BioticsAI CEO Robhy Bustami joined Isabelle Johannessen on Build Mode to discuss how the company has navigated a highly regulated space and kept the team motivated while cutting through all the red tape.

Google announced on Thursday that it will begin rolling out Gemini to cars with Google built-in, marking a significant upgrade from the current Google Assistant. The move signals Google’s push to bring more advanced, conversational AI into the driving experience. The announcement follows closely behind news from General Motors, which revealed yesterday that Gemini is […]

An anonymous reader quotes a report from CNBC: Elon Musk wrapped up his testimony on Thursday as the trial in his lawsuit against OpenAI CEO Sam Altman continued into its fourth day. OpenAI's attorney, William Savitt, cross-examined Musk in the morning. He asked Musk about the capped nature of Microsoft's investments in OpenAI, his involvement in negotiations about the company's structure, and whether he knew about the OpenAI nonprofit's recent initiatives. "I don't know what's going on at OpenAI," Musk testified. Savitt also asked Musk about his competing artificial intelligence startup, xAI. While not the main focus of the case, Musk said it is "partly" true that xAI used some of OpenAI's…

The U.S. Senate unanimously passed a rule banning senators from trading on prediction markets effective immediately. CNBC reports: The move came amid rising concern about insider trading on prediction market platforms such as Kalshi and Polymarket, and about event contracts that can involve death or violence. On April 22, Kalshi said it had suspended and fined one U.S. Senate candidate and two candidates for the House of Representatives for political insider trading on their own campaigns. Earlier on Thursday, a group of Democratic members of Congress called on the Commodity Futures Trading Commission to issue a rule "that prevents insider trading and corruption in the market and prohibits …

A newly disclosed Linux kernel flaw dubbed "Copy Fail" can let a local, unprivileged attacker gain root access on major Linux distributions, with researchers claiming the bug affects kernels shipped since 2017. "The POC exploit works out of the box today, but a future version that can escape from containers like Docker is promised soon," writes Slashdot reader tylerni7. "Technical details are available here." Slashdot reader BrianFagioli shares a report from NERDS.xyz: A newly disclosed Linux kernel vulnerability called Copy Fail (CVE-2026-31431) allows an unprivileged user to gain root access using a tiny 732-byte script, and it works with unsettling consistency across major distributions.…

A new study from Harvard Medical School and Beth Israel Deaconess found that an OpenAI reasoning model outperformed experienced ER doctors at diagnosing and managing patient cases using messy, real-world emergency department records. Researchers say the results don't support replacing doctors, but they do suggest AI could meaningfully reshape clinical workflows if tested carefully in prospective trials. NPR reports: The researchers ran a series of experiments on the AI model to test its clinical acumen -- including actual cases like the lupus patient who'd been previously treated at the emergency department at Beth Israel in Boston. The team graded how well the AI model could provide an acc…

French prosecutors say police detained a 15-year-old suspected of using the alias "breach3d" in connection with a cyberattack on France Titres (ANTS), the state agency that handles passports, ID cards, and other secure documents. The breach allegedly involved 12 million to 18 million lines of data offered for sale online, potentially affecting up to a third of France's population if the records are unique. The Register reports: It formally opened (PDF) a judicial investigation on April 29, covering alleged fraudulent access to a state-run automated data processing system and the extraction of data from it. Each offense carries a potential prison sentence of seven years and a maximum ~$350,0…

RightsCon, one of the world's largest digital human rights conferences, was suddenly postponed by Zambia's government just days before it was scheduled to begin in Lusaka. Officials cited unresolved speaker clearances and "thematic issues," while Access Now said it had not yet received formal communication and was seeking an urgent meeting with the government. 404 Media reports: Minister of Technology and Science Felix Mutati first announced the postponement on April 28, saying that Zambia needed more time to ensure the conference "fully [aligns] with national procedures, diplomatic protocols, and the broader objective of fostering a balanced and consensus-driven platform for dialogue." "In…

An anonymous reader quotes a report from Ars Technica: Several times in the last couple of decades, Microsoft has released source code for the original MS-DOS operating system that kicked off its decades-long dominance of consumer PCs. This week, the company has reached further back than ever, releasing "the earliest DOS source code discovered to date" along with other documentation and notes from its developer. Today's source release is so old that it predates the MS-DOS branding, and it includes "sources to the 86-DOS 1.00 kernel, several development snapshots of the PC-DOS 1.00 kernel, and some well-known utilities such as CHKDSK," write Microsoft's Stacey Haffner and Scott Hanselman in …

Reuters reports that Charles Lieber, the former Harvard scientist convicted of lying to U.S. authorities about payments and ties to China, is now leading China's state-funded i-BRAIN lab in Shenzhen, where he has access to advanced nanofabrication tools and primate research facilities for brain-computer interface work. From the report: Charles Lieber, 67, is among the world's leading researchers in brain-computer interfaces. The technology has shown promise in treating conditions such as ALS and restoring movement in paralyzed patients. But it also has potential military applications: Scientists at China's People's Liberation Army have investigated brain interfaces as a way to engineer supe…

A new poll shows a slim majority of Swiss voters now support a June 14 referendum to cap the country's population at 10 million by 2050. Under the proposal backed by the right-wing Swiss People's Party (SVP), "the permanent resident population must not exceed 10 million before 2050, and Switzerland should abandon its freedom of movement agreement with the EU," reports Reuters. From the report: Switzerland's population is now more than 9 million, with official data showing foreign nationals accounted for more than 27% by 2024. The survey, conducted on April 22 and 23 and published in newspaper Tages-Anzeiger, showed 52% of 16,176 respondents in favor of the proposal or leaning that way, whil…

An anonymous reader quotes a report from Ars Technica: The system prompt for OpenAI's Codex CLI contains a perplexing and repeated warning for the most recent GPT model to "never talk about goblins, gremlins, raccoons, trolls, ogres, pigeons, or other animals or creatures unless it is absolutely and unambiguously relevant to the user's query." The explicit operational warning was made public last week as part of the latest open source code for Codex CLI that OpenAI posted on GitHub. The prohibition is repeated twice in a 3,500-plus word set of "base instructions" for the recently released GPT-5.5, alongside more anodyne reminders not to "use emojis or em dashes unless explicitly instructed"…

Longtime Slashdot reader schwit1 shares a report from ZeroHedge: The Justice Department on Tuesday sued Cloudera, accusing the enterprise data and artificial intelligence company of deliberately engineering a hiring process that excluded American workers from at least seven lucrative technology positions while the firm pursued permanent residency sponsorship for foreign workers on temporary visas. In a 14-page complaint filed with the Office of the Chief Administrative Hearing Officer, the department's Civil Rights Division alleges that Cloudera, from March 31, 2024, through at least January 28, 2025, instructed job candidates to submit applications to a dedicated email address, amerijobpos…

Tesla has produced the first Semi from its new high-volume production line at Gigafactory Nevada, a milestone for the long-delayed electric Class 8 truck program after years of pilot builds and delays. Electrek reports: The Tesla Semi has had one of the longest gestation periods in Tesla's history. First unveiled in 2017, the truck was originally promised for production in 2019. That target slipped repeatedly -- to 2020, then 2021, then 2022 -- before Tesla finally delivered a handful of units to PepsiCo in late 2022. Those early trucks were essentially hand-built on a pilot line. Tesla spent the next three years refining the design, cutting roughly 1,000 lbs from the truck, and building ou…

An anonymous reader quotes a report from the San Francisco Chronicle: Elon Musk returned to the witness stand Wednesday in Oakland federal court for a second day of testimony in his case against OpenAI, detailing his shift from being an enthusiastic supporter of the nonprofit to feeling betrayed. He also clashed repeatedly with OpenAI's attorney over questions that Musk believed were unfair. He said his feelings towards OpenAI CEO Sam Altman and President Greg Brockman shifted from a "phase one" of support, "phase two" of doubts, and finally "phase three, where I'm sure they're looting the nonprofit. We're currently in phase three," Musk said with a chuckle. Musk said he was a "fool" for gi…

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…

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One keystroke blurs everything behind your active window 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

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

A foldable phone built for pen-first productivity Discussion | Link

Business that Runs Itself Discussion | Link

Pin, group, and remove apps easily from your dock 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.

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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.

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 …

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…

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 …

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…

Featherless.ai, a platform for running open-source AI, has secured $20 million in Series A funding to give enterprises a new path to AI independence.

The round was co-led by AMD Ventures and Airbus Ventures, with participation from BMW i Ventures, Kickstart Ventures, Panache Ventures, and Wavemaker Ventures.

Its goal is to make all AI models available for serverless inference.

Through a strategic collaboration with AMD, Featherless.ai ensures that the world’s most popular open-source models run natively on AMD ROCm.

By providing a strong foundation for open-source AI, it helps expand access and supports a more competitive and diverse ecosystem.

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, […]