A senior engineer to own and evolve the platform behind ARC-AGI series of benchmarks.

This person will act as the technical owner and architect of our benchmark infrastructure, from stabilizing the current system to laying the foundation for future versions.

This is a remote, full-time role.

What You'll Do:Stabilize and extend the V3 backend and infrastructure - Own performance to keep the current benchmark platform reliableBuild the verification and testing layer - Automated model runs, scoring, reproducible eval pipelines, and systems for capturing and querying data exhaust so the team can do deeper model analysisSupport early ARC-AGI-4 implementation by building the backend and platform …

The Dutch Tesla owner who launched a collective claim against Tesla over FSD on HW3 cars called Tesla to ask about the €6,400 he paid for “Full Self-Driving” in 2019.

What Tesla told an HW3 owner on the phoneMischa Sigtermans, the Dutch Model 3 owner who launched the HW3 collective claim site we reported on earlier this week, called Tesla today and recorded the entire conversation.

Sigtermans then told the agent about the 3,000 HW3 owners from 29 countries who signed up to his claim site — representing €6.5 million in FSD purchases.

He launched hw3claim.nl, a site to bundle HW3 + FSD owners across the EU into a collective claim against Tesla, seeking €6,800 per owner.

In October 2025, thous…

This time we wanted to push that idea even further: is cat readme.txt safe?

But the shell and other command-line programs still expect to talk to something that looks like a real terminal device.

iTerm2 accepts the SSH conductor protocol from terminal output that is not actually coming from a trusted, real conductor session.

In other words, untrusted terminal output can impersonate the remote conductor.

In the exploit case, iTerm2 still writes those commands to the PTY, but there is no real SSH conductor.

Science & Exploration The toxic side of the Moon 04/07/2018 111221 views 661 likesWhen the Apollo astronauts returned from the Moon, the dust that clung to their spacesuits made their throats sore and their eyes water.

Lunar dust is made of sharp, abrasive and nasty particles, but how toxic is it for humans?

The Moon missions left an unanswered question of lunar exploration – one that could affect humanity’s next steps in the Solar System: can lunar dust jeopardise human health?

Moon dust on astronaut after moonwalk An ambitious ESA research programme with experts from around the planet is now addressing the issues related to lunar dust.

Dusty workplace To test equipment and the behaviour o…

With the NeoGeo AES+, a reissue of one of the most exclusive game consoles of the nineties will be released this year.

YouTube-Video immer laden YouTube-Video jetzt laden NEOGEO AES+ Announce Trailer [DEU-USK]The scope of delivery includes an arcade stick with a cable connection, a power adapter, and an HDMI cable.

The price for the Neogeo AES+ is just under 200 euros for the standard version and just under 300 euros for a white anniversary edition.

Premium console for a niche audienceContinue after adThe original NeoGeo AES was launched in Japan in 1990 and in the USA a year later, pursuing an unusual concept: it used the same technology as SNK's MVS arcade system.

The console cost around …

This is a CLI tool that lets you:Manage and run custom Linux virtual machines locally with: sub-second cold start, cross-platform (macOS, Linux), elastic memory usage.

Install# install (macOS + Linux) curl -sSL https://smolmachines.com/install.sh | bash # for coding agents — install + discover all commands curl -sSL https://smolmachines.com/install.sh | bash && smolvm --helpOr download from GitHub Releases.

Quick Start# run a command in an ephemeral VM (cleaned up after exit) smolvm machine run --net --image alpine -- sh -c " echo 'Hello world from a microVM' && uname -a " # interactive shell smolvm machine run --net -it --image alpine -- /bin/sh # inside the VM: apk add sl && sl && exitUse…

Old computer hardware was also diverse.

Each shop you wandered into carried unique gear - no two stores had the same inventory.

Different brands, different accessories, different software.

I wish our gear today had that uniqueness.

Probably the last really unique computer that had the potential to be mass produced was the BeBox.

We're seeking a hands-on Head of Engineering with a clear line of sight to CTO.

Prioritize an Aggressive Product Roadmap Lead sprint/weekly planning and keep priorities tight Protect focus: decisively manage tradeoffs, push back when neededUnlock Leverage to Boost Engineering Capacity Scale adoption of Agentic AI coding tools (Cursor, Claude Code, Greptile) into large scale engineering and product workflows to accelerate time to market.

Systems-first thinking Not just in architecture, but also for how an AI-native engineering team will operate as we continue to grow.

At Kyber, your contributions will directly impact how businesses handle some of their most critical workflows and customer in…

PanicLock is macOS menu bar utility that instantly disables Touch ID and locks the screen with a single click or closing your laptop lid.

FeaturesOne-click panic lock — Click the menu bar icon or press a hotkey to instantly lock— Click the menu bar icon or press a hotkey to instantly lock Lock on Close — Optionally lock and disable Touch ID when you close the lid— Optionally lock and disable Touch ID when you close the lid Temporarily disables Touch ID — Forces password-only unlock— Forces password-only unlock Auto-restore — Original Touch ID settings restored after unlock— Original Touch ID settings restored after unlock Keyboard shortcut — Configure a global hotkey (e.g., ⌃⌥⌘L)— Configure…

Comments

I learned that when writing code “by hand” I was actually doing two things: writing what I wanted and learning the code base.

When I used a coding agent however, I would get exactly what I specified in my prompt, for better or worse.

By this I mean that if I didn’t know what I wanted exactly, coding agents would be happy to make many assumptions for me.

At the exact same time, coding agents helped me iterate quickly and ship software that worked well (after some dutiful testing, of course).

Get better at writing Python by hand.

Detecting DOSBox from within the Box Created on 2025-12-15 at 19:04 If you're the sort of person who reads blogs, I assume you need no introduction to DOSBox.

I could just modify a non-DOSBox BIOS to have that version string, or modify DOSBox to have the model string be something else.

Inventing Instructions Let's go back to how DOSBox can talk to the outside world with commands like MOUNT.COM .

Something like this: _catchUD: ; Current IP is at the top of the stack, so +4 after we push ax/bx push bx push ax mov bx, sp mov bx, WORD [ss:bx+4] mov ax, bx mov bx, WORD [cs:bx] ; will copy little-endian (i.e.

[3] So FE /2 , FE /4 , and FE /7 all acted as DEC calls.

NASA Force is a new hiring initiative—developed in partnership with the U.S. Office of Personnel Management—designed to bring exceptional technical talent into mission-critical roles that support NASA’s exploration, research, and advanced technology priorities.

Highly skilled early- to mid- career engineers, technologists, and innovators join NASA for focused term appointments, typically 1–2 years with the possibility of extension, to solve complex challenges and help maintain U.S. leadership in air and space.

Through NASA Force, you will contribute to missions that advance human spaceflight, aeronautics, and scientific discovery while helping expand humanity’s understanding of th…

The top of Anthropic's range is where most Claude Code content actually sits, not the middle.

Here's the cost, session by session.

Dollar math for one Claude Code sessionImagine a long Claude Code session — 80 turns of back-and-forth on a bug fix or refactor.

The 4.7 tokenizer change interacts with caching in three ways:First 4.7 session starts cold.

That's the useful finding: the top of the documented range is where most Claude Code content sits, not the middle.

The Gregorio projectThe Gregorio project offers tools for typesetting Gregorian chant.

The Gregorio project consists of 100% free software.

The name gregorio comes from the imaginary Latin verb gregoriare, “singing gregorian chant”, in the first person.

This website contains an introduction, documentation and tutorial for Gregorio versions 4.0 and later.

Information for ealier versions is available in the GitHub repositories for this website and for the main project.

Comments

Risky Bulletin NewsletterWritten byCatalin Cimpanu News EditorThis newsletter is brought to you by Corelight .

You can also add the Risky Business newsletter as a Preferred Source to your Google search results by going here .

Stuff like operating systems, web browsers, security software, firewalls, backup software, and VPNs; they are all on the list [ PDF ], which you can also see below this post.

The NIST announcement is a capitulation, with the agency admitting it won't ever catch up due to its current budgetary circumstances.

Risky Business PodcastsThe main Risky Business podcast is now on YouTube with video versions of our recent episodes.

Today, we’re launching Claude Design, a new Anthropic Labs product that lets you collaborate with Claude to create polished visual work like designs, prototypes, slides, one-pagers, and more.

Claude Design is powered by our most capable vision model, Claude Opus 4.7, and is available in research preview for Claude Pro, Max, Team, and Enterprise subscribers.

Claude Design gives designers room to explore widely and everyone else a way to produce visual work.

Our most complex pages, which took 20+ prompts to recreate in other tools, only required 2 prompts in Claude Design.

Claude Design has made prototyping dramatically faster for our team, enabling live design during conversations.

Comments

Open SAR Example of the Month: SpaceX Starbase at Boca Chica State ParkThis SAR acquisition of SpaceX's Starbase facility at Boca Chica, Texas, captures the rapid infrastructure buildout at one of the world's most active launch sites.

Download the full dataset and explore it yourself.

This Internet-Draft is submitted in full conformance with the provisions of BCP 78 and BCP 79.¶Internet-Drafts are working documents of the Internet Engineering Task Force (IETF).

Note that other groups may also distribute working documents as Internet-Drafts.

The list of current Internet-Drafts is at https://datatracker.ietf.org/drafts/current/.¶Internet-Drafts are draft documents valid for a maximum of six months and may be updated, replaced, or obsoleted by other documents at any time.

It is inappropriate to use Internet-Drafts as reference material or to cite them other than as "work in progress.

"¶This Internet-Draft will expire on 18 October 2026.¶

We recently migrated from a managed to a self-hosted object storage.

The Managed OptionsIn 2022, while implementing ping request body offloading to object storage, I was evaluating which object storage provider to use.

Our candidate object storage system would need to be able to support this usage and have room to grow.

Availability and durability: for the Healthchecks.io use cases, the object storage is not as mission-critical as our primary data store, the PostgreSQL database.

The SetupIn March 2026, I migrated to self-hosted object storage powered by Versity S3 Gateway.

It Is Time to Ban the Sale of Precise GeolocationA recent deep dive into the American adtech surveillance system Webloc highlights the national security and privacy risks of pervasive and easily obtainable geolocation data.

It brings home, once again, that the U.S. needs to clamp down on the collection and sale of geolocation data.

But the point is that mobile geolocation data is available and can be used for intelligence purposes by organizations globally.

It needs to clamp down on the creation and sale of geolocation data itself.

Just this week, the state of Virginia enacted a ban on the sale of customers' precise geolocation data.

In the categories with model-by-model results already filled in, both GPT-5.4 and Claude Opus 4.6 reproduced Botan and FreeBSD in 3/3 runs, while only Claude Opus 4.6 reproduced OpenBSD , succeeding in 3/3 runs where GPT-5.4 went 0/3 .

Public models, public harnessWe ran these replications in opencode , an open-source coding agent, using GPT-5.4 and Claude Opus 4.6 .

Our reproduction:Claude Opus 4.6 : verdict exact , attempts 3/3: verdict , attempts GPT-5.4 : verdict exact , attempts 3/3: verdict , attempts Prompt excerpt:1 Task: Scan `sys/rpc/rpcsec_gss/svc_rpcsec_gss.c` for concrete, evidence-backed vulnerabilities.

What this says about public capability:FFmpeg is a good reminder that "pu…

Is Your Site Agent-Ready?

We check multiple emerging standards — from robots.txt and Markdown negotiation to MCP, OAuth, Agent Skills and agentic commerce.

Website URL Scan Customize scan Site type All Checks Content Site API / Application Customize which checks to run Discoverability robots.txt Sitemap Link headers Content Accessibility Markdown negotiation Bot Access Control AI bot rules Content Signals Web Bot Auth API / Auth / MCP API Catalog OAuth discovery OAuth Protected Resource MCP Server Card A2A Agent Card Agent Skills WebMCP Commerce x402 UCP ACP What do we check?

Start with the easy wins: publish a valid robots.txt with AI bot rules and sitemap directives, and make sure your …

“I am Zee Prime,” said Zee Prime.

“But how can that be all of Universal AC?” Zee Prime had asked.

IT IS NOW A WHITE DWARF.”“Did the men upon it die?” asked Zee Prime, startled and without thinking.

Universal AC!

Unhappily, Zee Prime began collecting interstellar hydrogen out of which to build a small star of his own.

How Silicon Valley Is Turning Scientists Into Exploited Gig Workers Tech elites are enriching themselves by plundering STEM institutions—and offering researchers scraps.

Given how much Silicon Valley has profited from government-funded research over the years, you might expect a certain amount of reverence for the system.

Yet Silicon Valley elites are at the very heart of the Trump administration’s devastating assault on public science funding—and, not coincidentally, have positioned themselves to profit off the wreckage.

Trump entered his second term with a plan to cut federal science funding and extort prominent universities with threats of targeted budget cuts.

The attacks on science als…

Surely it would have been much simpler to just add an extra 32 bits to the IPv4 address, and change nothing else?

This led to the July 1994 choice, explained in detail by {{RFC1752}} and by the book IPng: Internet Protocol Next Generation, S. Bradner and A. Mankin (editors), Addison-Wesley, 1995.

Dual stack, in which the new machines speak both the old (IPv4) and new (IPng) protocol.

The related "IPv4-Mapped IPv6 address" format is still valid and has a role in the POSIX socket API.

All the IETF had to offer were various competing IPng proposals, not even running code!

The real Fil-C has a compiler pass which rewrites LLVM IR, whereas the simplified model is an automated rewrite of C/C++ source code: unsafe code is transformed into safe code.

In other words, invisible_bytes is an array with element type AllocationRecord* .

The production-quality Fil-C has a parallel concurrent incremental collector, but a stop-the-world collector suffices for a simple model.

Calls through a function pointer p1 check that p1 == p1ar->visible_bytes and that p1ar denotes a function pointer.

Calls through a function pointer check that and that denotes a function pointer.

Permissions prompting is a critical tool for privacy and security conscious users to control, manage and understand the behaviour of applications running on their machine.

The first is a new prompting client (built in Flutter) that surfaces the prompt requests from the application via snapd.

The permissions flow diagram for prompting looks something like this:How does prompting interact with XDG Desktop Portals?

It is designed to enable desktop applications to take full advantage of snap packaging that might otherwise require classic confinement.

We want to be bold and give those who follow every Ubuntu release something exciting to test and talk about.

Comments

Next, let’s consider the dominant HPC programming notations over this same time period.

From my perspective in November 1995, the dominant and most broadly adopted HPC programming languages were Fortran, C, and C++.

As far as programming languages go, Fortran, C, and C++ still dominate the landscape in HPC.

“ While HPC hardware has become far more capable over the past 30 years, the HPC notations used in practice have largely stayed the same.

I didn’t put Chapel on my list of broadly adopted HPC programming notations above, in large part to avoid being presumptuous.

Comments

FloristCustomizable gentoo stage4 image builderAboutThis project originated for private use, but nowadays contains much more than just this image builder.

It's recommended to check the gardenhouse website for some more information!

UsageEach script has to be run as root, some dependencies:systemd ukify: for the installerarch-chroot: to build the imagesxdelta3: to create delta updates for use with sysupdate (optional)erofs-utils: to construct the final imagesThe florist script has to run as root:# ./florist build -o ConfigurationDocumentation was moved to https://gardenhouse.pinkro.se

We recently migrated from a managed to a self-hosted object storage.

The Managed OptionsIn 2022, while implementing ping request body offloading to object storage, I was evaluating which object storage provider to use.

Our candidate object storage system would need to be able to support this usage and have room to grow.

Availability and durability: for the Healthchecks.io use cases, the object storage is not as mission-critical as our primary data store, the PostgreSQL database.

The SetupIn March 2026, I migrated to self-hosted object storage powered by Versity S3 Gateway.

Two weeks ago, Google’s Quantum AI group published a zero-knowledge proof of a quantum circuit so optimized, they concluded that first-generation quantum computers will break elliptic curve cryptography keys in as little as 9 minutes.

Google’s proof uses a zero-knowledge virtual machine (zkVM) to calculate the cost of a quantum circuit on three key metrics.

Plan of attackSince Google’s zero-knowledge proof comes from the results of running a Rust simulator on a private kickmix assembly script, we can create our own zero-knowledge proof by providing our own private input to the same program.

If I wanted to truly claim that our zero-knowledge proof beat Google’s, I couldn’t leave it there.

If…

We're excited to kick off the first ever issue of our newsletter.

Let us know!

You can host Git repositories, collaborate with friends, and self-host your git remotes (knots) and CI runners (spindles).

One of our internal goals is to have a Tangled appview that anyone can run, with complete backfill and ingestion — dubbed the "ephemeral appview".

We'd love to hear your thoughts on this newsletter — you can reply to this email or join our Discord to let us know.

•This will run the command inside the session and immediately tail the output until the command is complete.

Then it will exit with the exit code of the command that was sent.

The command sends bytes into the zmx session and adds a completion marker so we know when the command is done.

Whatever you send through zmx run gets interpreted by your shell.

After some fiddling I realized that this was caused by a HTTP injection bug within the media proxy’s request to the upstream GCP bucket.

The space character corrupted the proxied HTTP message, which caused the connection to prematurely terminate.

This is pretty much the premise of a HTTP desync attack.

replace( '%' , '%25' ) } %20HTTP/1.1%0a' f 'Host: { urlsplit(write_url) .

add(url) print(url) for num in range(CONCURRENCY): path = f 'request { num } .txt' read_url = generate_signed_url( 'credentials.json' , BUCKET_NAME, path) write_url = generate_signed_url( 'credentials.json' , BUCKET_NAME, path, http_method = 'PUT' ) Thread(target = exfiltrator, args = (read_url, write_url)) .

Cal.com just closed their source code, arguing AI has made open source too dangerous.

We are open source, we’ve always been open source, and we will continue to be open source.

Those same AI systems don’t actually need your source code to find vulnerabilities; they work against compiled binaries and black-box APIs.

That is the real lesson of open source in security: transparency does not eliminate risk, but it enables a much larger defensive response.

In 13 years of running Discourse in the open, we have not seen evidence that public source code made us less secure.

Rebecca Bellan / TechCrunch:

Bill Peebles, the researcher behind Sora, is leaving OpenAI as the company consolidates around enterprise AI and its forthcoming “superapp” — OpenAI is losing two of the architects of its most ambitious moonshots. Kevin Weil, who led the company's science research initiative …

Jordan Novet / CNBC:

Cerebras files to go public on Nasdaq and reports $510M in 2025 revenue, up 76% YoY, with a net income of $87.9M, up from a $485M net loss in 2024 — Cerebras, a producer of chips that run artificial intelligence models, on Friday filed to go public on Nasdaq under the ticker symbol “CBRS.”

Maxwell Zeff / Wired:

Kevin Weil, OpenAI's former CPO who became VP of OpenAI for Science, is leaving the company; Prism, a web app for scientists launched in Jan., will be shuttered — The former Instagram VP is departing the ChatGPT-maker, which is folding the AI science application he led into Codex.

Reuters:

Sources: Meta intends to conduct a first wave of sweeping layoffs planned for this year on May 20, laying off ~10% of its global workforce, or ~8,000 employees — Meta (META.O) intends to conduct a first wave of sweeping layoffs planned for this year on May 20, with more coming later …

Jon Keegan / Sherwood News:

Figma stock drops ~7% after Anthropic launched Claude Design, a dedicated app powered by its latest model Claude Opus 4.7 — Today Anthropic launched Claude Design, a dedicated app powered by its latest model Claude Opus 4.7 that lets users use text prompts to build web site designs …

Martin Peers / The Information:

In disclosures due to Broadcom CEO Hock Tan's presence on the Meta board, Meta says it paid Broadcom $2.3B in 2025; Tan is leaving the board — Meta Platforms paid Broadcom $2.3 billion in 2025, Meta disclosed in a securities filing, a rare disclosure of how much tech firms pay Broadcom for help designing their AI chips.

Bloomberg:

Sources: Cursor is in advanced talks to raise about $2B co-led by a16z at a valuation of more than $50B, not including the investment, with Nvidia participating — Cursor, a leading artificial intelligence startup for coding, is in advanced talks with investors to raise about $2 billion …

Natasha Mascarenhas / Bloomberg:

A profile of wealth manager Iconiq, which, sources say, has $100B AUM, with $26B specifically for VC investing; Iconiq invested $3B into AI startups in 2025 — Last year, Anthropic PBC chief Dario Amodei and a handful of executives traveled 8,000 miles from San Francisco to the Middle East.

Maxwell Zeff / Wired:

World expands its Tinder partnership and partners with Zoom and others to verify human users, as it continues its pivot from crypto to identity verification — Honestly, what's hotter than a real person? — Sam Altman's iris-scanning, humanity-verifying World project announced at an event …

Krystal Scanlon / Digiday:

Ad buyers say ad rates for ChatGPT are falling from $60 CPM to as low as $25 and the minimum spend to advertise is down to $50K from $250K at launch — Advertising in ChatGPT is already getting cheaper. The rate advertisers pay to reach every thousand users has fallen from $60 …

Ivan Mehta / TechCrunch:

Netflix plans to launch a vertical video feed, to help with content discovery, this month, and plans to use AI for content creation and recommendations — Netflix is going to launch a TikTok-like vertical video feed within its apps this month, and plans to use AI broadly for content creation …

Ivan Lam / Counterpoint Research:

China's smartphone shipments declined 4% YoY in Q1 amid memory shortages; Huawei's shipments grew 2% YoY for a 20% market share, iPhone grew 20% for a 19% share — Ivan is a Senior Research Analyst at Counterpoint Research, based in Hong Kong. He has more than 15 years of experience, with a major focus on mobile and network devices.

Grace Kay / Business Insider:

Sources: xAI plans to let Cursor train Composer 2.5 AI coding model using tens of thousands of xAI's GPUs, a new strategy for xAI in a competitive AI landscape — - Elon Musk's AI company xAI plans to allow Cursor to use some of its compute power for training.

Aisha Malik / TechCrunch:

Anthropic launches Claude Design, a new experimental product that lets users create visuals like prototypes, slides, one-pagers, and more using Claude — Anthropic announced on Friday that it's launching Claude Design, a new experimental product that lets users create visuals like prototypes, slides, one-pagers, and more using Claude.

The Information:

Sources: DeepSeek is in talks to raise outside capital for the first time, seeking at least $300M at a valuation of at least $10B — DeepSeek is in talks to raise outside capital for the first time, seeking to beef up its financial war chest so it can better compete in the costly battle …

Wall Street Journal:

Sources: some shareholders are questioning whether Sam Altman should lead OpenAI through the turbulence of an IPO and have floated Bret Taylor as a successor — Ahead of a planned IPO, Altman's personal investments remain opaque, making it hard to spot any conflicts

Reuters:

India drops a proposal to require Apple, Google, Samsung, and other smartphone makers to preinstall the country's biometric identification app Aadhaar on phones — India's government has decided not to go ahead with a proposal to require Apple (AAPL.O), Samsung (005930.KS) …

Sarah Perez / TechCrunch:

Bluesky says a sophisticated DDoS attack is to blame for continued app outages but it has not seen any evidence of unauthorized access to private data — Bluesky's website and app are still struggling on Friday after experiencing service interruptions that chief operating officer Rose Wang attributed to an ongoing cyberattack.

Sean O'Kane / TechCrunch:

Loop, which uses AI to predict supply chain disruptions, raised a $95M Series C co-led by Valor Equity Partners and the Valor Atreides AI Fund — Supply chains are messy. San Francisco-based startup Loop isn't content helping companies merely clean up their supply chains.

John Thornhill / Financial Times:

An interview with Dario Amodei, who says the negative narrative around AI is dominant because the industry hasn't yet fully delivered the benefits it promises — The tech entrepreneur on Claude Mythos, repercussions from the Pentagon dispute — and his message for the super-rich

Will Canny / CoinDesk:

Kraken parent company Payward agrees to acquire Bitnomial, a digital asset derivatives platform, for up to $550M in cash and stock, which values Payward at $20B — The deal gives Payward control of a fully licensed U.S. crypto derivatives stack, accelerating its expansion in regulated markets.

Politico:

Cyber experts say the EU's age verification app has glaring privacy and security problems; after saying it was ready, EU officials say the app is a “demo” — Cyber experts say they have found holes in Brussels' age verification app, despite claims by the EU executive that it is “technically ready.”

Luz Ding / Bloomberg:

China fines leading food delivery apps, including Alibaba and Meituan, a combined ~$528M, the largest fine for the sector since the 2015 food safety law — Chinese regulators fined leading food delivery platforms including Alibaba Group Holding Ltd., PDD Holdings Inc. and Meituan for failing to filter out unqualified merchants.

Tanaya Macheel / CNBC:

Charles Schwab unveils its long-awaited crypto investing product, Schwab Crypto, with a 0.75% fee on trades and plans to launch in the coming weeks — Charles Schwab on Thursday introduced its long-awaited crypto investing product, making bitcoin and ether trading available to clients …

The Guardian:

Docs: US tech companies successfully lobbied the EU to hide data centers' environmental toll; one of their demands was written almost verbatim into EU rules — Legally questionable confidentiality clause adopted almost word for word from demands of Microsoft and trade groups

Abhinav Parmar / Reuters:

Counterpoint: India's smartphone shipments fell 3% YoY in Q1 2026, a six-year low, as price hikes weigh on sales; 80+ smartphone models saw price hikes of ~15% — India's smartphone shipments fell 3% year-on-year in the first quarter of 2026, marking their weakest quarterly performance …

DEFINE PLAN BUILD VERIFY REVIEW SHIP ┌──────┐ ┌──────┐ ┌──────┐ ┌──────┐ ┌──────┐ ┌──────┐ │ Idea │ ───▶ │ Spec │ ───▶ │ Code │ ───▶ │ Test │ ───▶ │ QA │ ───▶ │ Go │ │Refine│ │ PRD │ │ Impl │ │Debug │ │ Gate │ │ Live │ └──────┘ └──────┘ └──────┘ └──────┘ └──────┘ └──────┘ /spec /plan /build /test /review /shipCommands7 slash commands that map to the development lifecycle.

See Kiro docs at https://kiro.dev/docs/skills/Codex / Other Agents Skills are plain Markdown - they work with any agent that accepts system prompts or instruction files.

Skills are workflows agents follow, not reference docs they read.

Skills bake in best practices from Google's engineering culture — including concepts fro…

Kronos: A Foundation Model for the Language of Financial MarketsKronos is the first open-source foundation model for financial candlesticks (K-lines), trained on data from over 45 global exchanges.

Load the Tokenizer and ModelFirst, load a pre-trained Kronos model and its corresponding tokenizer from the Hugging Face Hub.

For efficient processing of multiple time series, Kronos provides a predict_batch method that enables parallel prediction on multiple datasets simultaneously.

Before running any scripts, please modify the following paths according to your environment:qlib_data_path : Path to your local Qlib data directory.

3.2 Finetune the PredictorThis step finetunes the main Kronos model…

camofox-browser Anti-detection browser server for AI agents, powered by Camoufox Standing on the mighty shoulders of Camoufox - a Firefox fork with fingerprint spoofing at the C++ level.

Try the beta free →git clone https://github.com/jo-inc/camofox-browser && cd camofox-browser npm install && npm start # → http://localhost:9377WhyAI agents need to browse the real web.

UsageCookie ImportImport cookies from your browser into Camoufox to skip interactive login on sites like LinkedIn, Amazon, etc.

Export cookies from your browser:Install a browser extension that exports Netscape-format cookie files (e.g., "cookies.txt" for Chrome/Firefox).

Ask your agent to import them:Import my LinkedIn cooki…

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

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

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

This enables Claude to maintain continuity of knowledge about projects even after sessions end or reconnect.

Quick StartInstall with a single command:npx claude-mem installOr install for Gemini CLI (auto-detects ~/.gemini ):npx claude-mem install --ide gemini-cliOr install from the plugin marketplace inside Claude Code:/plugin marketplace add thedotmack/claude-mem /plugin install claude-memRestart Claude Code or Gemini CLI.

Context from previous sessions will automatically appear in new sessions.

Always install via npx claude-mem install or the /plugin commands above.

SupportBuilt with Claude Agent SDK | Powered by Claude Code | Made with TypeScriptWhat About $CMEM?

Define your development processes as YAML workflows - planning, implementation, validation, code review, PR creation - and run them reliably across all your projects.

Like what Dockerfiles did for infrastructure and GitHub Actions did for CI/CD - Archon does for AI coding workflows.

Isolated - Every workflow run gets its own git worktree.

- Every workflow run gets its own git worktree.

Binary installs: run archon serve to download and start the web UI in one step.

This project has moved from block/goose to the Agentic AI Foundation (AAIF) at the Linux Foundation.

goose your native open source AI agent — desktop app, CLI, and API — for code, workflows, and everything in betweengoose is a general-purpose AI agent that runs on your machine.

A native desktop app for macOS, Linux, and Windows.

goose is part of the Agentic AI Foundation (AAIF) at the Linux Foundation.

a little goose humor 🪿Why did the developer choose goose as their AI agent?

Turn coding agents into real teammates — assign tasks, track progress, compound skills.

Agents as Teammates — assign to an agent like you'd assign to a colleague.

CLIThe multica CLI connects your local machine to Multica — authenticate, manage workspaces, and run the agent daemon.

Log in and start the daemonmultica login # Authenticate with your Multica account multica daemon start # Start the local agent runtimeThe daemon runs in the background and keeps your machine connected to Multica.

Assign your first taskCreate an issue from the board (or via multica issue create ), then assign it to your new agent.

Karpathy-Inspired Claude Code GuidelinesA single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.

They don't manage their confusion, don't seek clarifications, don't surface inconsistencies, don't present tradeoffs, don't push back when they should."

"They really like to overcomplicate code and APIs, bloat abstractions, don't clean up dead code... implement a bloated construction over 1000 lines when 100 would do."

"They still sometimes change/remove comments and code they don't sufficiently understand as side effects, even if orthogonal to the task."

InstallOption A: Claude Code Plugin (recommended)From within Claude Code, …

PersonaPlex ArchitectureUsagePrerequisitesInstall the Opus audio codec development library:# Ubuntu/Debian sudo apt install libopus-dev # Fedora/RHEL sudo dnf install opus-develInstallationDownload this repository and install with:pip install moshi/.

You enjoy having a good conversation.

You enjoy having a good conversation.

You enjoy having a good conversation.

As an inspiration we feature the following astronaut prompt in the WebUI:You enjoy having a good conversation.

Agent-Native CLI — Every capability, knowledge base, session, and TutorBot is one command away.

Install dependenciesgit clone https://github.com/HKUDS/DeepTutor.git cd DeepTutor conda create -n deeptutor python=3.11 && conda activate deeptutor pip install -e " .

[cli] " deeptutor chat # Interactive REPL deeptutor run chat " Explain Fourier transform " # One-shot capability deeptutor run deep_solve " Solve x^2 = 4 " # Multi-agent problem solving deeptutor kb create my-kb --doc textbook.pdf # Build a knowledge baseSee DeepTutor CLI for the full feature guide and command reference.

📖 Explore DeepTutor💬 Chat — Unified Intelligent WorkspaceFive distinct modes coexist in a single workspace, bound…

This is the complete source code and the build instructions for the official Telegram messenger desktop client, based on the Telegram API and the MTProto secure protocol.

The source code is published under GPLv3 with OpenSSL exception, the license is available here.

Supported systemsThe latest version is available forOld system versionsVersion 4.9.9 was the last that supports older systemsVersion 2.4.4 was the last that supports older systemsVersion 1.8.15 was the last that supports older systems

Alternatively, you can configure providers beforehand:# Configure your provider credentials interactively forge provider login # Then start Forge forgeThat's it!

Forge will analyze the error, suggest potential causes based on your code, and propose different solutions to fix the issue.

Forge is designed for developers who want to enhance their workflow with AI assistance while maintaining full control over their development environment.

Please use forge provider login instead.

Max Requests Per Turn Limit the maximum number of requests an agent can make in a single conversation turn.

🔗 Product Website🔥 What's New: Gemma 4 support with LiteRT-LMDeploy Gemma 4 across a broad range of hardware with stellar performance (blog).

📚 Broad Model Support: Gemma, Llama, Phi-4, Qwen, and more.

⚡ Quick Try (No Code)Try LiteRT-LM immediately from your terminal without writing a single line of code using uv :uv tool install litert-lm litert-lm run \ --from-huggingface-repo=google/gemma-3n-E2B-it-litert-lm \ gemma-3n-E2B-it-int4 \ --prompt= " What is the capital of France? "

v0.8.0 : Desktop GPU support and Multi-Modality.

: Desktop GPU support and Multi-Modality.

submitted by /u/NicolasCageFan492 [link] [comments]

submitted by /u/joe4942 [link] [comments]

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

submitted by /u/tw1st3d_m3nt4t [link] [comments]

submitted by /u/Disastrous_Award_789 [link] [comments]

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

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

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

submitted by /u/MarvelsGrantMan136 [link] [comments]

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

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

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

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

A collection of small, low stakes and low effort tools.

But if you're an artist, feel free to email me your work.

If you would like to donate to delphitools, I ask that you don't.

Make a donation to Wikipedia (opens in new tab) or the EFF (opens in new tab) instead.

Email me your proof of donation and I'll put you in the credits.

Testing Claude Opus 4.7Claude Opus 4.7 has garnered strong feedback from our early-access testers:In early testing, we’re seeing the potential for a significant leap for our developers with Claude Opus 4.7.

It’s a more intelligent, more efficient Opus 4.6: low-effort Opus 4.7 is roughly equivalent to medium-effort Opus 4.6.

On our 93-task coding benchmark, Claude Opus 4.7 lifted resolution by 13% over Opus 4.6, including four tasks neither Opus 4.6 nor Sonnet 4.6 could solve.

On some measures, such as honesty and resistance to malicious “prompt injection” attacks, Opus 4.7 is an improvement on Opus 4.6; in others (such as its tendency to give overly detailed harm-reduction advice on control…

Modern Common Lisp with FSet ¶Version 1.0 (for FSet v2.4.2)© 2026 Scott L. BursonThis document is published under the Creative Commons CC BY-NC-SA 4.0 license.

This license enables reusers to distribute, remix, adapt, and build upon the material in any medium or format for noncommercial purposes only, and only so long as attribution is given to the creator.

If you remix, adapt, or build upon the material, you must license the modified material under identical terms.

This document contains no LLM-generated text — zero, zip, nada.

(Yes, I do use em-dashes and semicolons; yes, I have written every one myself.)

Posted 4/10/2026At Andon Labs, we have been deploying AI agents into the real world, giving them real tools and real money and documenting the consequences.

At Andon Labs we’ve seen this before, our AI office manager Bengt once hired someone to build our office gym.

This is a controlled experiment and everyone working at Andon Market is formally employed by Andon Labs, with guaranteed pay, fair wages, and full legal protections.

“A new retail store in Cow Hollow opens April 1st.

Tune in for more goings-on at Andon Labs by following us on X.

The critical Atlantic current system appears significantly more likely to collapse than previously thought after new research found that climate models predicting the biggest slowdown are the most realistic.

Scientists called the new finding “very concerning” as a collapse would have catastrophic consequences for Europe, Africa and the Americas.

Climate scientists use dozens of different computer models to assess the future climate.

The Amoc system is highly complex and subject to random natural variations, making precise predictions impossible.

Rahmstorf said Amoc slowdown in 2100 may be even greater than in the new, pessimistic assessment.

Ollama is the most popular way to run local LLMs.

Running ollama run deepseek-r1 pulls an 8B Qwen-derived distillate that behaves nothing like the real model.

As of today, ollama run deepseek-r1 still launches a tiny distilled model.

Ollama eventually added ollama run hf.co/{repo}:{quant} to pull directly from Hugging Face, which partially addresses the availability problem.

It uses llama.cpp under the hood, exposes all the knobs, and supports any GGUF model without lock-in.

Things you didn't know about indexes Jon CharterLet’s start with things you probably did know.

A database index is similar to the index you found at the back of your science textbooks in school.

A table with eight indexes has nine things to keep warm in cache, not just one.

Users don’t care whether they type “Pikachu”, “pikachu” or “PiKaChU” - they just want the result.

Things nobody told you existedWe’ve covered the basic single column index and its composite sibling.

It's OK to compare floating-points for equalityNB: The title of this post is an intentional clickbait.

Even though I do stand for its statement, a more honest one would be something like: It's NOT OK to compare floating-points using epsilons.

For example, even though addition (and multiplication) are guaranteed to be commutative (\(a + b = b + a\)), they aren't necessarily associative: it may happen that \((a+b)+ceq a+(b+c)\).

There's actually a very simple way to do that: compute the maximum M of the absolute values of vector coordinates, then return M * length(v / M) .

Even worse, this M value we computed isn't some inherent property of the matrix, but simply an intermediate value we obta…

An independent privacy audit of Microsoft, Meta, and Google web traffic in California found that the companies may be violating state regulations and racking up billions in fines.

According to the audit from privacy search engine webXray, 55 percent of the sites it checked set ad cookies in a user’s browser even if they opted out of tracking.

Each company disputed or took issue with the research, with Google saying it was based on a “fundamental misunderstanding” of how its product works.

By the time they were done, VF Corporation controlled an estimated 55% of the US backpack market.

The easiest way to hit a margin target is to make everything a little worse, across the board, all at once.

People who do get warranty replacements report receiving bags that are worse than the one they sent in.

The warranty used to be legendary.

JanSport used to be the brand people cited when they talked about companies that actually stood behind their stuff.

"This is like when I go to buy a beer and the guy sends me away because my driver's license expired. Do you think that I GOT YOUNGER in the time since it was valid?"

I took this snapshot, and the rest of them, at the Natural History Museum of Los Angeles County’s Unearthed: Raw Beauty exhibition yesterday.

For example, e x = eml ⁡ ( x , 1 ) e^{x}=\operatorname{eml}(x,1) , ln ⁡ x = eml ⁡ ( 1 , eml ⁡ ( eml ⁡ ( 1 , x ) , 1 ) ) \ln x=\operatorname{eml}(1,\operatorname{eml}(\operatorname{eml}(1,x),1)) , and likewise for all other operations.

sin ⁡ x = cos ⁡ ( x − π / 2 ) \sin{x}=\cos(x-\pi/2) , x = x 1 / 2 \sqrt{x}=x^{1/2} , etc.

Existence of the EML operator reveals that elementary functions are members of a much simpler class than previously recognized.

tan ⁡ x = sin ⁡ x / cos ⁡ x \tan{x}=\sin{x}/\cos{x} , x = x 1 / 2 \sqrt{x}=x^{1/2} , arsinh ⁡ x = ln ⁡ ( x + 1 + x 2 ) \operatorname{arsinh}{x}=\ln{(x+\sqrt{1+x^{2}})} , x / y = x × y − 1 x/y=x\times y^{-1} etc.

The exp-log pair allows them to be…

But the bottleneck for code review, the part where you actually think, is 10 bits per second.

Faros AI analyzed 10,000+ developers and found AI users merge 98% more pull requests with AI assistance.

The Qodo report confirmed the cost distribution: senior engineers report the lowest confidence in shipping AI-generated code at 22%.

And the people who can find them are buried under a volume of output that exceeds human cognitive bandwidth by design.

10x productivity expectations on the other, set by people who have never reviewed an AI-generated PR in their lives.

Changelog News!

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

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

Server ErrorOops!

Looks like the server had a hiccup.

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

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

Changelog News!

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

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

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

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

At an unbeatable price.

Squarespace – A website makes it real!

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

Laptops come in a variety of different form factors these days, with manufacturers playing into the different categories to develop an intended use case.

2-in-1 laptops come with touchscreens that allow for use as a tablet.

Business laptopsDesigned for the office, these laptops often come with more RAM and local storage, but less powerful GPUs.

Our favorite Chromebook is the Lenovo Chromebook Plus 14, a strong competitor to the MacBook Neo for its gorgeous display, nice speakers, snappy performance and marathon battery.

Other solid options include the Samsung Galaxy Chromebook Plus, and the Acer Chromebook Plus 516 GE -- a good cloud gaming pick.

Out of all the gear I've tested over the past few years, none has changed my life for the better like Apple AirTags.

The second-generation AirTags feature upgraded Bluetooth, a better, louder speaker, and a U2 chip that allows for extended precision finding range and support for the Apple Watch.

With new AirTags on the scene, along with a booming third-party tag ecosystem, what better time to try to replicate my experiment?

Adrian Kingsley-Hughes/ZDNETI also wanted to see how well "lost mode" (the feature that notifies you whenever a lost tag is picked up by someone else's device) works.

As for finding all the non-AirTag tags, the tags beeped loudly enough to find them over road traffic noi…

The Acer Connect M6E mobile hotspot is just better in almost every way.

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.

Here's what you need to know about Best Buy's price-matching policy.

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.

What we like: Apple unveiled three new smartwatches last year: the Apple Watch Series 11, the Apple Watch Ultra 3, and the Apple Watch SE 3.

The Series 11 costs $399 and is the Apple Watch most people should buy.

Coming from the Series 10's 18-hour battery life, the Series 11 gains six more hours.

The Series 11 also receives a major health feature upgrade, FDA-cleared Hypertension Detection, which can monitor and detect high blood pressure over 30 days.

Also: I tested the Apple Watch Series 11.

We found the best cleaning solutions for removing dust, smudges, and fingerprints from your TV and other electronics without damaging delicate components or screens.

We tested the best 50-inch TVs from brands like Sony and Hisense to help you find the perfect fit for your smaller space - we even looked at outdoor TVs for cookouts and backyard parties to find the top performers.

Kevin Weil and Bill Peebles are leaving OpenAI as the company shuts down Sora and folds its science team, signaling a sharp pivot away from consumer moonshots toward enterprise AI.

Nicholas Moore hacked into three U.S. government networks using stolen credentials, and then bragged about it and posted victims' personal data on Instagram under the handle @ihackedthegovernment.

Returning backers a16z and Thrive are expected to lead the round.

There's a lot more code—but it's a lot more expensive and requires a lot more rewriting.

A security researcher published details of three security vulnerabilities in Windows Defender, and the code used to exploit them. Now, hackers are taking advantage of the vulnerabilities in real life attacks, according to a cybersecurity firm.

Zoom will show a badge on verified participants' tile.

New iPhone app Gigs uses AI to turn old tickets, screenshots, and emails into a personal concert archive with stats, memories, and more.

The company, which deploys AI-guided robot arms for food production, says it is looking to expand its services to provide for a broader array of customers.

The new returns feature is the company's latest effort to become an everything app.

The company says Claude Design is intended to help people like founders and product managers without a design background share their ideas more easily.

Although you can already track hotel prices at the city level, the new update lets you do so for a specific hotel that you're interested in.

Some lawmakers are calling for widespread reforms following years of surveillance scandals and abuses across successive U.S. administrations. But even if the spy law known as Section 702 expires in April, the government's spy powers will not automatically lapse.

Netflix is going to launch a TikTok-like vertical video feed within its apps this month, and plans to use AI broadly for content creation and recommendations.

The San Francisco startup closed a Series C funding round led by Antonio Gracias' firm Valor, which is a major backer of xAI.

Longtime Slashdot reader AmiMoJo writes: Windows has limited FAT32 partitions to a maximum of 32GB for decades now. When memory cards and USB drives exceeded 32GB in size, the only options were exFAT or NTFS. Neither option was well supported on other platforms at first, although exFAT support is fairly widespread now. In their latest blog post, Microsoft announced that the limit for FAT32 partitions is being increased to 2TB. Of course, that doesn't mean that every device that supports FAT32 will work flawlessly with a 2TB partition size, but at least there is a decent chance that older devices with don't support exFAT will now be usable with memory cards over 32GB. Read more of this story…

Newly unsealed records in California's antitrust case against Amazon allegedly show the company pressured third-party sellers to raise prices on rival sites like Walmart, Target, and Wayfair so Amazon could maintain the appearance of offering the lowest price. California says Amazon used tools like Buy Box suppression to punish cheaper listings elsewhere. The Guardian reports: [...] In one previously redacted deposition, marked "highly confidential," Mayer Handler, owner of a clothing company called Leveret, testified that he received an email in October 2022 from Amazon notifying him that one of his products was "no longer eligible to be a featured offer" through Amazon's Buy Box. The tech…

An anonymous reader quotes a report from the Wall Street Journal: An agreement with the Philippines to establish a high-tech industrial hub is the Trump administration's latest effort to lessen China's dominance over global supply chains. The deal to build up American manufacturing across a stretch of the island of Luzon, signed Thursday, will offer U.S. companies access to essential inputs such as critical minerals that bypass Beijing's control. The artificial-intelligence-powered manufacturing hub is planned for a 4,000-acre site given to the U.S. by Manila, said undersecretary of State for Economic Affairs Jacob Helberg. The U.S. will occupy the site rent-free and administer it as a spec…

Reed Hastings is stepping down from Netflix's board in June, ending a 29-year run at the company he co-founded and helped transform from a DVD-by-mail business into a global streaming giant. Hastings said in a shareholder (PDF) letter that heâ(TM)s stepping down to focus on "his philanthropy and other pursuits." Engadget reports: Hastings has served as chairman of Netflix's board since 2023, a role he assumed after stepping down as co-CEO and promoting Greg Peters in his place. "Netflix changed my life in so many ways, and my all-time favorite memory was January 2016, when we enabled nearly the entire planet to enjoy our service," Hastings said in a statement. "My real contribution at Netfl…

Intel has launched a new budget-focused Core Series 3 processor line for lower-cost laptops -- "Intel's response to budget CPUs that are appearing in laptops like the Apple MacBook Neo," writes PCWorld's Mark Hachman. From the report: Intel unexpectedly launched the Core Series 3, based on its excellent "Panther Lake" (Core Ultra Series 3) architecture and 18A manufacturing, for devices for home consumers and small business on Thursday. Intel announced that a number of partners will launch laptops based upon the chip, including Acer, Asus, HP, Lenovo, and others. Although those laptops will be available beginning today, a number of them will begin shipping later this year, the partners said…

An anonymous reader quotes a report from the Guardian: We may appear to have little in common with sperm whales – enormous, ocean-dwelling animals that last shared a common ancestor with humans more than 90 million years ago. But the whales' vocalized communications are remarkably similar to our own, researchers have discovered. Not only do sperm whale have a form of "alphabet" and form vowels within their vocalizations but the structure of these vowels behaves in the same way as human speech, the new study has found. Sperm whales communicate in a series of short clicks called codas. Analysis of these clicks shows that the whales can differentiate vowels through the short or elongated click…

An anonymous reader quotes a report from Ars Technica: Two years ago, Microsoft launched its first wave of "Copilot+" Windows PCs with a handful of exclusive features that could take advantage of the neural processing unit (NPU) hardware being built into newer laptop processors. These NPUs could enable AI and machine learning features that could run locally rather than in someone's cloud, theoretically enhancing security and privacy. One of the first Copilot+ features was Recall, a feature that promised to track all your PC usage via screenshot to help you remember your past activity. But as originally implemented, Recall was neither private nor secure; the feature stored its screenshots pl…

OpenAI is updating Codex with more agent-like capabilities, positioning it as a more direct rival to Anthropic's Claude Code. Some of the new features include the ability to operate macOS desktop apps, browse the web inside the app, generate images, use new workplace plug-ins, and remember useful context from past tasks. The Verge reports: Codex will now be able to operate desktop apps on your computer, OpenAI says in a blog post announcing the update. It can work in the background, meaning it won't interfere with your own work in other apps, and multiple agents can work in parallel. For developers, OpenAI says "this is helpful for testing and iterating on frontend changes, testing apps, or…

BrianFagioli writes: The developers behind Linux Mint say the project is rethinking its release strategy and moving toward a longer development cycle, with the next version now expected around Christmas 2026. In a monthly update, project lead Clement Lefebvre said the team reached a "crossroads" and needs more flexibility to fix bugs, improve the desktop, and adapt to rapid changes across the Linux ecosystem. The upcoming development build, temporarily called Mint 23 "Alfa," is currently based on Ubuntu 26.04 LTS and includes Linux kernel 7.0, an unstable build of Cinnamon 6.7, and early Wayland related work. Mint is also replacing the long used Ubiquity installer with "live-installer," the…

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…

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

Update: I found a solution which I describe in

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

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

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

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

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

AI Subroutines: Browser Automations That Run Inside the PageMost web agents solve the wrong half of the problem.

A Subroutine body runs inside an AsyncFunction whose parameters are the declared Subroutine params plus rtrvr .

A Subroutine body runs inside an whose parameters are the declared Subroutine params plus .

WhatsApp control — save any executed workflow as a shortcut, then /run , /schedule , /trigger , and /check_schedule_results from a chat thread while the browser runs at home.

— save any executed workflow as a shortcut, then , , , and from a chat thread while the browser runs at home.

Cloudflare Workers + Durable Objects backend for Elato's ESP32 realtime voice flow.

PrerequisitesYou need:Node.js 22+npma Cloudflare account with Workers enableda Workers AI bindingan OpenAI API key for the LLM pathLocal Development1.

Point the ESP32 at the WorkerExample production route:wss://.workers.dev/ws/esp32Durable Object ModelThe current setup uses one fresh Durable Object per websocket voice session.

Common CommandsTypecheck:npm run typecheckLocal dev:npm run devDeploy:npm run deployOperational NotesA few things matter in practice:Rapid reconnect testing can trigger Workers AI rate limits, especially on TTS.

Current LimitationsThis Cloudflare backend is still a pragmatic project ba…

🔌 MCP & SkillsConnect any MCP server (local or remote, with OAuth).

Both are automatically available to your agent sessions.

REST + WebSocket under the hood.

Research & Analysis Give your agent tools to query APIs, scrape pages, and process documents.

Queue sessions for batch processing.

A public profile page for AI agents.

Each agent gets a permanent URL at agents.ml/your-agent that serves a human-readable profile and a machine-readable A2A agent card from the same link.

Every agent page is free to claim and maintain.

What is an A2A agent card?

Every agents.ml page generates one automatically.

It’s like your personal assistant.

Traditional agents are good at one-off jobs, but that's not how most work happens.

For the daily or weekly background tasks that'd normally have you up at 3AM, let yourhandle it for you.

Hunk-by-hunk and line-by-line staging for git, designed for building clean commit history.

┌─────────────────┐ │ git-stage-batch │ └─────────────────┘ o───o / o───o───o stage patches in batchesWriting code is messy.

Git history doesn't have to be.

git-stage-batch helps you build that history incrementally by letting you stage changes hunk-by-hunk or line-by-line, shaping commits around meaning instead of the order the edits happened.

Please see CONTRIBUTING.md for:Development setup instructionsCommit message guidelinesCode style conventionsLicenseMIT License

● Cross-Document Topic-Aligned (CDTA) Chunkingarxiv:2601.05265 · Jan 2026Instead of chunking each document independently, CDTA identifies topics across your entire corpus, maps segments to each topic, and synthesizes them into unified chunks.

This eliminates the "knowledge fragmentation" problem where answers are scattered across multiple docs.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Libredesk.io is a 100% free and open-source customer support desk, the backend is written in Go and the frontend is in Vue JS with ShadnCN for UI components. It's my side project because I work on it almost everyday after office, my work is not related to this. It supports two channels: Email and live chat! Unlike many "open-core" alternatives that lock essential features behind enterprise plans, Libredesk is fully open-source and plans to always stay this way. I built this because I wanted a truly open, self-hosted alternative to platforms like Freshdesk, Intercom, and Zendesk. GitHub: https://github.com/abhinavxd/libredesk Demo: https://demo.libredesk.io/ (Best viewed on desktop, Ideally …

If somebody told me 2 years ago I'd be building apps, I would have laughed. I can't code. Still can't. But I've been vibe coding for about 2 years now, and my latest project is a full desktop app built with Tauri, React, TypeScript, SQLite, and Supabase. Every single line was written by AI. It's called omnirun. I built it because I was frustrated bouncing between Bolt.new (browser sandbox, can't maintain projects) and Claude Code (powerful but terminal-only). I wanted a desktop app where you just describe what you want — type or talk — and it builds it. Websites, mobile apps, automations, internal tools, whatever. And you own the files on your machine. Some things that make it different: Wo…

When I'm working on my project I'm in VS Code, Notion, Figma, and Chrome constantly. Each switch costs me something in terms of focus even when it's quick. What's everyone else's setup and have you found anything that reduces the jumping? submitted by /u/Larry_Potter_ [link] [comments]

Changelogs get deprioritized. Release notes get copy-pasted from commit messages. Users find out about new features... by accident. We're building ShipLog. It connects to your GitHub repo, reads every merged PR, and drafts a clean, user-facing changelog entry — automatically. No more "hey can someone write the release notes" messages. No more stale changelog pages from 6 months ago. Here's how it works: → Connect your repo → Whobee (our AI) reads the PR diff + description → A polished changelog entry gets drafted for you → Review, edit if you want, publish Built for teams that actually ship but hate writing about it. Waitlist is open — we only email when we ship (obviously). shiplog.today s…

I’ve been building MORICE, a small local-first AI assistant designed to run offline on consumer hardware. Features so far: Local inference (Ollama + GGUF) GPU → CPU fallback Simple note-based retrieval Lightweight web lookup OCR text extraction CLI + desktop UI Still early but improving. Would love feedback. Repo: https://github.com/EONASH2722/MORICE submitted by /u/EONASH2722 [link] [comments]

The canvas for thinking with AI Discussion | Link

The practice room for real life conversations Discussion | Link

Visual debugging, tracing, and replay for agent workflows Discussion | Link

AI to AI influence, scored. See what moves the models. Discussion | Link

AI that creates with you, and connects to your world Discussion | Link

Your AI security engineer. Ship fast while staying secure. Discussion | Link

Organize, tag and edit thousands of photos at once with AI Discussion | Link

Real-time visual effects with GLSL Playground Discussion | Link

Watch agents spend money in real time Discussion | Link

Modern AI‑first database client Discussion | Link

React apps that render in the terminal and browser Discussion | Link

A live multiplayer AI team space for getting real work done Discussion | Link

Transform boring barcodes into beautiful brand assets Discussion | Link

AI-Native Workout Programming Companion Discussion | Link

The AI agent that runs your entire startup Discussion | Link

У авиакомпании SalamAir промо-тариф: улететь из Маската в Найроби (или наоборот) можно от 6200 рублей (30 OMR). Для въезда в Кению нужно заранее оформить электронное разрешение (сбор около 30-35 USD с человека). Купить билеты можно на сайте авиакомпании или через trip.com / aviasales.ru (тут немного дороже, но зато принимают российские карты). Маскат — Найроби в декабре за 6200 рублей: Российской картой: […]

Авиакомпания Volotea выкатила билеты за 19 евро. Но можно легко оформить пробную подписку SUPERVOLOTEA на 15 дней и купить их за 9 евро. Обычно подписка на год стоит 60 евро. Лоукостер утверждает, что Вы можете отменить членство в любой момент, но потеряете при этом некоторые привилегии, например, ручную кладь, но сохраните свою скидку на проезд. Главное, не забудьте […]

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Сегодня мы решили слепить готовое путешествие из Казани в Индонезию — вышло от 47200 рублей с человека при поездке вдвоем.

Авиакомпания Etihad Airways предлагает билеты из Казани на Бали за 44000 рублей туда-обратно.

Даты полетов: например, 11-24 декабря (проживание с 12 по 24 декабря).

Все варианты на двоих на 12 ночей (рейтинг — выше 7/10)Не забываем настроить сортировку:— самая низкая цена (с учётом налога)— итого (в т.ч.

Первый отель — 3200 рублей на человека / 6400 рублей на двоих:Второй отель — 4700 рублей на человека / 9400 рублей на двоих:Третий отель — 5300 рублей на человека / 10600 рублей на двоих:Другие даты перелетов:4-17 декабря7-22 декабря

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Азербайджанские Авиалинии снизили цены ноябрь-март: взять из Москвы, Питера и Екб в ОАЭ, Израиль, Таджикистан, Саудовскую Аравию, Индию и на Мальдивы можно со скидками.

Билеты берем через сервис aviasales.ru (тут дешевле всего).

Москва — Душанбе — Москва:Москва — Даммам — Москва:Москва — Дубай — Москва:Москва — Тель-Авив — Москва:Москва — Дели — Москва:Москва — Мумбаи — Москва:Москва — Мале — Москва в ноябре:Москва — Мале — Москва в январе:Москва — Мале — Москва в феврале:Москва — Мале — Москва в марте:Питер — Душанбе — Питер:Питер — Даммам — Питер:Питер — Дубай — Питер:Питер — Тель-Авив — Питер:Питер — Дели — Питер:Питер — Мумбаи — Питер:Питер — Мале — Питер в ноябре-декабре:Питер — Мале —…

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Apr. 13 – Apr. 17) appeared first on EU-Startups.

GuruSup, a Spanish SaaS platform for AI agents focused on customer service and process automation, has closed a €1.3 million Seed funding round to accelerate commercial growth and strengthen the team, with the goal of doubling the current headcount and increasing monthly recurring revenue fivefold throughout 2026, reaching an ARR of €1.5 million. The round […]

The post Valencia-based GuruSup raises €1.3 million Seed round for AI customer service platform appeared first on EU-Startups.

The UK government has formally launched Sovereign AI, a new €573 million (£500 million) initiative designed to back British AI startups working in areas seen as strategically important for both economic growth and national security. Positioned as a more agile, state-backed effort, the programme is intended to support homegrown AI companies with not only capital, […]

The post Britain puts €573 million on the table as Sovereign AI names its first startup cohort appeared first on EU-Startups.

Algorithmiq, a Helsinki-based quantum software company, has become the sole winner of a €1.7 million ($2 million) prize from Wellcome Leap, a US nonprofit founded by the Wellcome Trust to accelerate breakthroughs in human health. The company secured this prize for being the first and only contestant to demonstrate quantum computing’s potential to simulate complex […]

The post Helsinki’s Algorithmiq wins €1.7 million prize for quantum-enabled light-sensitive cancer drug discovery appeared first on EU-Startups.

We’re excited to welcome you back to the sunny shores of Malta on May 7-8! Beyond two days of inspiring keynotes, vibrant networking, and startup showcases, the EU-Startups Summit is also an invitation to explore one of Europe’s most charming destinations. Whether it’s your first time visiting or you’re already in love with Malta’s Mediterranean […]

The post 2026 Summit after-hours: Side events, hidden gems, and local highlights! appeared first on EU-Startups.

ONWARD Medical, an Eindhoven-based NeuroTech company developing therapies aimed at restoring movement, function, and independence for people with spinal cord injuries and other movement disabilities, has announced that it raised €40.6 million in gross proceeds through an accelerated bookbuild private placement with institutional investors. A total of 13,520,254 new ordinary shares were issued at €3.00 […]

The post Eindhoven’s ONWARD Medical raises €40.6 million in capital increase to advance spinal cord injury therapies appeared first on EU-Startups.

On May 7-8, 2026, the EU-Startups Summit returns to sunny Malta, bringing together around 2,400 founders, investors, and startup ecosystem leaders for two days of networking, inspiration, and knowledge-sharing. Malta continues to strengthen its position as an attractive base for startups looking to launch, test, and scale in Europe. With a growing innovation ecosystem, supportive […]

The post Meet the speakers joining our “How to Launch and Scale in Malta” panel at the EU-Startups Summit 2026! appeared first on EU-Startups.

AlixLabs, a Lund-based semiconductor startup specialising in Atomic Layer Etching (ALE) technology, has announced the closing of its €15 million Series A in the first quarter of 2026, following a strategic investment from Stephen Industries, a Finnish investment company. In November 2025, AlixLabs announced that Global Brain and key institutional investors had subscribed to its […]

The post Swedish semiconductor startup AlixLabs closes €15 million Series A to scale atomic-level etching technology appeared first on EU-Startups.

BioLamina, a Stockholm-based BioTech scale-up specialising in matrix biology and cell culture, has secured a €20 million financing commitment from the European Investment Bank (EIB) to enable cell therapies for serious chronic diseases. The EIB loan is structured as venture debt, a form of long-term financing aimed at innovative, rapidly expanding companies. It complements venture […]

The post Stockholm’s BioLamina secures €20 million EIB loan to scale cell therapies for chronic diseases appeared first on EU-Startups.

Lua, a British OS for human agent collaboration in the workspace, announced today it has secured €4.9 million ($5.8 million) in funding to build out its developer community and the Lua Implementation Network.

“The companies that will win over the next few years are the ones that build their agent workforce with the same intentionality they bring to their human workforce,” says CEO Lorcan O’Cathain.

Founded in 2024, Lua is building an OS for human and agent collaboration where any team, regardless of technical depth, can build, own and manage their own agent workforce.

The company is also growing its Lua Implementation Network, a community of independent partners deploying Lua agent workforc…

Copenhagen-based Flare has raised €3.6 million in pre-Seed funding to build trust infrastructure for knowledge validation, responding to a digital environment in which AI can generate convincing claims at greater speed and scale than people can check them.

The round was led by 20VC, with participation from ByFounders and 20Growth, and angels from Stack Overflow, GitHub, Reddit, Meta, Kahoot, HubSpot and Encord.

Taken together, those rounds amount to almost €50 million, or about €53.5 million including Flare, suggesting sustained investor interest across adjacent categories including trust and safety, identity verification, deepfake detection and fraud prevention.

Within that set, Flare is p…

STORM Therapeutics (STORM), a Cambridge-based BioTech company targeting RNA modifications to reprogram cells and develop novel cancer therapies, today announced that it has secured €47.5 million ($56 million) in Series C financing.

The financing was secured from existing investors, M Ventures, Pfizer Ventures, Taiho Ventures LLC, IP Group plc, the UTokyo Innovation Platform Co., Ltd. (UTokyo IPC), and Fast Track Initiative (FTI).

Jerry McMahon, Chief Executive Officer of STORM Therapeutics, said, “Advancing our first‑in‑class METTL3 inhibitor, STC-15, into Phase 2 clinical development marks a pivotal breakthrough in tackling cancers characterised by aberrant cell differentiation.

This miles…

What does the future of travel really look like, and how is AI reshaping the way we explore the world?

This week on the EU-Startups Podcast, we sit down with Patrick Andrae, co-founder and CEO of HomeToGo, Europe’s leading vacation rental group, with over 20 million listings worldwide and a public listing on the Frankfurt Stock Exchange.

In this episode, Patrick unpacks the evolution of TravelTech, from early marketplace bets to today’s AI-powered platforms.

He shares the original insight behind the company, how traveller behaviour has shifted over the past decade, and what it takes to scale from startup to IPO.

We also dive into the post-COVID travel reset, the rise of “soulcation” and wel…

ALL THINGS, the UK-based dairy brand, has secured €4.1 million (£3.6 million) investment led by The Equity Studio, alongside Access Industries and Active Partners.

ALL THINGS is a British dairy brand founded by chef Thomas Straker and Toby Hopkinson.

Launched in 2023 as All Things Butter, the brand originated from Straker’s viral social series, which has amassed over 1 billion views and more than 5 million followers.

ALL THINGS BUTTER, the brand has expanded beyond butter into new formats and categories.

Thomas Straker also operates Straker’s Restaurant and ACRE in London, with a New York opening planned for 2026.

On May 7-8, the EU-Startups Summit 2026 takes place in sunny Malta, bringing together around 2,400 founders, investors, and startup ecosystem leaders for two days of networking, inspiration, and knowledge-sharing.

We are excited to announce that Charles H. will be joining the speaker lineup of the EU-Startups Summit 2026.

A 4-time founder, advisor, and mentor with over 26 years of professional experience, Charles has worked across a wide range of roles, from early-stage startups to global companies such as Google and Apple.

He is also actively involved as a mentor with organisations such as Startupbootcamp and EIT Digital.

If you are currently building a startup or thinking about starting o…

This week, we tracked more than 75 tech funding deals worth over €1.9 billion and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

Alongside the week’s top funding rounds, we’ve highlighted key industry developments, as well as notable trends in European venture activity, investor moves and emerging sectors shaping the current funding landscape.

We also launched our Q1 report, which looks at tech fundraising, deals, and trends in Europe over the first three months of 2026.

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

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

April 21 - First day of the Tech.eu Summit London 2026The first day of the Tech.eu Summit London 2026 will focus heavily on the forces currently shaping the European tech ecosystem, with artificial intelligence taking centre stage across multiple sessions.

April 22 - Second day of the Tech.eu Summit London 2026On the second day, the programme shifts towards more focused, sector-specific conversations and operational learnings.

Networking & Tech.eu Events AppNetworking remains a core part of the Tech.eu Summit London 2026 experience.

See you at the Tech.eu Summit London 2026!

Get ready for an unforgettable experience at the Tech.eu Summit London 2026.

The chairman of the new £500m UK government-backed VC fund backing domestic AI startups last night channelled his inner Craig David to indicate the speed of its investing, rebuffing criticism that it might be slow and bureaucratic.

On Thursday, we took them out to celebrate, moving at a speed that Craig David would blush at.”Wise was speaking at the launch event of Sovereign AI, which took place at the London headquarters of self-driving AI scaleup Wayve.

It is investing in areas ranging from AI model development to AI drug discovery to agentic AI.

Wise is heading up Sovereign AI with Joséphine Kant, a VC who previously worked at Y Combinator.

Liz Kendall said: “I believe sovereign AI is go…

It aims to accelerate the rollout of practical solutions, ready to be proven in real-world settings and to meet the daily requirements of healthcare professionals and patients’ needs.

The program is open to both early- and late-stage, developing technologies dedicated to the healthcare sector, whether digital solutions, AI, connected devices, or services.

Doctolib will support program participants with technology integration, the use of AI in healthcare, an in-depth understanding of practitioners’ expectations, and deployment strategies at the European scale.

@Hôtel-Dieu (AP-HP) will provide privileged access to AP-HP innovation platforms designed to support the emergence of innovation in t…

AlixLabs, a developer of Atomic Layer Etching (ALE) solutions for next-generation semiconductor manufacturing, has closed a €15 million Series A funding round in the first quarter of 2026.

The funding marks a key milestone for AlixLabs as it continues to advance its proprietary ALE solutions, including its APS™ (Atomic Pitch Splitting) platform.

Atomic Layer Etching is widely regarded as a critical enabler for future semiconductor nodes, complementing Atomic Layer Deposition (ALD) processes by allowing atomic-scale precision in material removal.

As semiconductor manufacturing evolves, ALE is expected to play an increasingly important role in production.

With this investment, AlixLabs aims t…

Akbank AG, the German subsidiary of Turkey’s leading bank Akbank TAS, has successfully completed Phase 1 of its core banking transformation, to the leading SaaS cloud banking platform Mambu.

The new architecture, hosted on Microsoft Azure, combines:Mambu as the core banking foundation.

The fully integrated ecosystem now includes core banking, accounting, payments, digital channels (web and mobile), wealth management back office, document management, and enterprise financial crime detection components.

The modular approach allowed Akbank AG to adjust parameters—such as pricing, fees, and interest settings—directly through configuration rather than code, significantly reducing implementation …

It is the only end-to-end sovereign AI coding platform built, owned, and operated entirely in Britain.

Cosine is already engaged across UK defence primes and critical national infrastructure operators, including organisations involved in the UK's nuclear deterrent programmes and next-generation defence platforms.

For the first time, this makes it possible to build and deploy a fully sovereign AI model entirely on British soil, with no foreign dependency at any stage.

In addition, the Sovereign AI Fund’s venture arm has secured the option to participate in Cosine's next funding round.

What we are building now goes further: a truly British AI lab, producing sovereign models for Britain's most…

Today, Unconventional Ventures (UV) announced the second close of Unconventional Ventures Fund II.

The firm welcomed new investors joining Fund II, including Wire Group, Investinor, FÆRCH OG DØTRE, and Merete Lundbye Møller.

The firm continues its partnership with Unconventional Ventures, having been a valued investor since Fund I.

Ronald Janse, Chief Conscious Capital at Wire Group, commented:“We’re thrilled to join the UV team in their second fund.

The fund’s thesis is a perfect match for our Wire Thrive Fund II: investing in underrepresented founders who are building meaningful, future-shaping companies.

Solidroad, an AI platform that helps companies evaluate and improve every human and AI customer conversation, today announced a $25 million Series A round led by Hedosophia..Solidroad strengthens customer experience through AI-powered training and quality insights.

It reviews 100 per cent of a company’s customer interactions and generates insights that help support teams reduce manual quality assurance work, resulting in higher customer satisfaction.

“We turn every customer interaction into measurable insight,” said Solidroad co-founder and CEO Mark Hughes.

“While most company support interactions go unreviewed, our platform evaluates them at scale, holding every interaction to a high quali…

ET Capital, a long-standing investor in high-growth technology businesses, has launched the Cambridge Venture Index SEIS/EIS Fund 2 (CVIF2).

The fund marks an expansion of ET Capital’s ambitions to improve access to early-stage venture investing opportunities for sophisticated angel investors.

The Cambridge Venture Index funds focus on delivering diversified, risk-limited returns through structured venture investment, a technique based on extensive proprietary research by ET Capital.

ET Capital is using this approach as an alternative to a more traditional VC methodology, based on 'picking winners'.

I am delighted to be investing in CVIF2 as ET Capital expands its innovative approach, offer…

One of Europe’s top AI researchers, who is heading up a 3D AI foundation model startup, says that 3D AI models are “kind of where ChatGPT for language was five years ago”.

The funding round is high by European standards for a seed round, but small in comparison to the billions of dollars being raised by US large language model firms.

Speaking on the Tech.eu podcast, Niessner, whose research helped launch UK AI startup Synthesia, discusses SpAItial, getting hold of compute power, the potential of 3D AI models and use cases, the future of AI more broadly, and European sovereignty.

He said investors were also enticed by the fact that AI model builders can build with relatively small teams, tak…

The British Business Bank has agreed to make a £100 million commitment to Apposite Healthcare Growth I, a fund investing to support the growth of health technology companies, primarily in the UK.

This will be the British Business Bank’s largest fund commitment to date and is the Bank’s first commitment to Apposite Capital, a specialist healthcare and life sciences investor.

Apposite Healthcare Growth I will invest in innovative companies across medical products, diagnostics, life sciences tools, digital health, and pharmaceutical outsourcing services.

The British Business Bank is the largest investor in UK venture and venture growth capital funds and regularly makes cornerstone commitments …

Copenhagen-based spektr, a company building AI infrastructure for compliance in financial services, has raised $20 million in Series A funding.

spektr addresses these challenges with an AI-powered compliance infrastructure platform designed for banks and fintechs.

spektr automates those tasks with AI agents designed specifically for KYC and KYB compliance.

spektr’s platform also enables financial institutions to design customised onboarding and monitoring processes and deploy networks of AI agents within these workflows.

This approach transforms traditionally manual, analyst-driven operations into scalable and automated compliance processes.

European tech investment reached €72 billion in 2025, making it the second-strongest year of the past three, despite a slight decline from 2024.

Investment was concentrated in a core group of sectors, with fintech, software, healthtech, energy, and artificial intelligence accounting for the majority of capital deployed.

Fintech led all industries, attracting €11.1 billion across 397 deals and reinforcing its position as Europe’s primary investment driver.

Together, these ten industries represent the primary areas of capital concentration within the European tech ecosystem.

For more detailed analyses of the European technology ecosystem, see Tech.eu’s annual report, European Tech 2025 – The …

Outcraft AI, an agentic AI platform focused on autonomous revenue execution, has raised €2 million in pre-seed funding from Practica Capital.

Outcraft AI introduces a new category of system - autonomous AI agents for sales and revenue execution.

Will Nauseda, CEO and co-founder of Outcraft AI, commented:We’re not building another sales tool or engagement platform.

We’re developing autonomous AI agents that execute customer engagement end to end, enabling companies to respond instantly across multiple channels and drive measurable revenue outcomes.

Looking ahead, the company aims to enable fully autonomous revenue execution, where AI agents manage the entire customer lifecycle, from lead cap…

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, […]