Now, Fontaine and his colleagues have reported that their soil samples continued to consume oxygen and spew carbon dioxide for six years.

Their experiments point to how it could work in dirt, absent the living proteins that would typically organize it.

Such reactions — known as metabolism when performed by cells — could even predate life on Earth, Fontaine said.

Bruised by the harsh reviews, he decided to definitively prove that his irradiated soil samples remained free of life.

Dirty ElectronsFor six years, Bouquet and Kéraval studied two sets of sealed, irradiated soil samples — one of normal soil, and one that was supplemented with glucose.

Please state the location and include REMOTE for remote work, REMOTE (US) or similar if the country is restricted, and ONSITE when remote work isan option.

Please only post if you personally are part of the hiring company—no recruiting firms or job boards.

One post per company.

Please only post if you are actively filling a position and are committed to replying to applicants.

Searchers: try https://nthesis.ai/public/hn-who-is-hiring, https://dheerajck.github.io/hnwhoishiring/, http://nchelluri.github.io/hnjobs/, https://hnjobs.emilburzo.com, or this (unofficial) Chrome extension: https://chromewebstore.google.com/detail/hn-hiring-pro/mpfal....Don't miss this other fine thread: Who wants to…

Share your information if you are looking for work.

Please use this format:Location: Remote: Willing to relocate: Technologies: Résumé/CV: Email:Please only post if you are personally looking for work.

Agencies, recruiters, job boards, and so on, are off topic here.

Readers: please only email these addresses to discuss work opportunities.

Searchers: try https://nthesis.ai/public/hn-wants-to-be-hired, https://www.wantstobehired.com.

Plan your party🎉Join an event happening near you.

If there are none, organize your own!

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

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

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

There are a handful of traditions we have at TorrentFreak, and remembering the first raid on The Pirate Bay is one of them.

On May 31, 2006, less than three years after The Pirate Bay was founded, 65 Swedish police officers entered a datacenter in Stockholm.

As the police were about to enter, Pirate Bay co-founders Gottfrid Svartholm and Fredrik Neij knew something wasn’t quite right.

“REDACTED skillful outreach directly led to a bold decision by Swedish law enforcement authorities to raid Pirate Bay and shut it down.

The Pirate Bay recovered from that second raid too, and remains seen as a piracy icon by many.

If you worked in a group, please put the names of the members of your study group at the top of your assignment.

If you worked in a group, please put the names of the members of your study group at the top of your assignment.

We have found that AI autocomplete makes it much harder to engage deeply with the content.

See the AI policy.

We have found that AI autocomplete makes it much harder to engage deeply with the content.

Please enable JS and disable any ad blocker

PolyCSSA CSS polygon mesh library.

import { PolyCamera , PolyScene , PolyOrbitControls , PolyMesh } from "@layoutit/polycss-react" ; export default function App ( ) { return ( < PolyCamera rotX = { 65 } rotY = { 45 } > < PolyScene textureLighting = "dynamic" > < PolyOrbitControls drag wheel /> < PolyMesh src = "/gallery/obj/cottage.obj" mtl = "/gallery/obj/cottage.mtl" /> ) ; }API ReferencePolyCamerarotX , rotY control the orbit angle in degrees.

Simple surfaces stay as solid CSS elements, while textured, irregular, or high-detail geometry falls back to atlas-backed slices only when needed.

clips solid polygons with border-shape: polygon(...) when the browser supports it.

clips solid pol…

For the next two months I'm going to be sysadmining like it's 2009, well sort of, I'll break down my full plan here in a second and it's a little bit anachronistic but there's a reasoning behind it.

Vista, Server 2008, and other crazy ideasA couple of my close friends are already aware of this, but I have a bit of a thing for Windows Vista.

I'm really kind of fond of it in retrospect.

On it I plan to run the following VMs:Deployment of a Server 2008 R2 core Active Directory serverDeployment of a Server 2008 R2 core File serverDeployment of a Server 2008 R2 core DHCP server (which I want to then serve DHCP on a physical network using the aforementioned hardware)Deployment of a Server 2008 R2…

CPU PerformanceGeekbench 6 Higher Scores are Better Single-Core Radxa Dragon Q8B 32GB 1,682 Best Radxa Orion O6N 32GB 1,327 79% Radxa Dragon Q6A 6GB 1,180 70% Raspberry Pi 5 8GB 902 54% Radxa ROCK 5B+ 16GB 813 48% Multi-Core Radxa Orion O6N 32GB 6,954 Best Radxa Dragon Q8B 32GB 6,897 99% Radxa Dragon Q6A 6GB 3,215 46% Radxa ROCK 5B+ 16GB 2,944 42% Raspberry Pi 5 8GB 2,188 31% 7-Zip Benchmark Higher Scores are Better Single-Core Combined Radxa Dragon Q8B 32GB 4,373 MIPS Best Radxa Orion O6N 32GB 3,867 MIPS 88% Radxa Dragon Q6A 6GB 3,829 MIPS 88% Raspberry Pi 5 8GB 3,334 MIPS 76% Radxa ROCK 5B+ 16GB 2,883 MIPS 66% Multi-Core Combined Radxa Dragon Q8B 32GB 35,576 MIPS Best Radxa Orion O6N 32GB…

NVIDIA Cosmos 3 is a frontier foundation model for physical AI that combines physical reasoning, world generation, and action generation within a single open model.

NVIDIA is open sourcing Cosmos 3 models, training scripts, deployment tools, and datasets to make physical AI development more open and reproducible.

What’s new in Cosmos 3Previous Cosmos releases separated world generation, physical understanding, and controlled scene generation into different models and workflows.

Supported modalitiesCosmos 3 supports the following input and output modalities through its unified architecture:Action-conditioned world model Output Application Text Image Physically-plausible Image generation Text…

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

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

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Flipper Zero Zig TemplateA modern, production-ready template for developing Flipper Zero applications using the Zig programming language.

This project provides a streamlined build system that integrates Zig with the Flipper Zero SDK, enabling developers to write type-safe, memory-safe applications for the Flipper Zero platform.

OverviewThis template bridges Zig's powerful build system and language features with the Flipper Zero firmware development kit.

It handles the complex integration between Zig's ARM Cortex-M4 cross-compilation and the Flipper SDK, providing a clean starting point for custom applications.

{} }) voidHandling SDK ImportsSome SDK headers contain constructs that Zig's C tr…

Linux Basics for Hackers — CourseA structured course built from personal study notes of the book Linux Basics for Hackers by OccupyTheWeb.

Each module breaks down the core concepts, commands, and practical examples in plain English — straightforward enough for beginners, detailed enough to actually be useful.

DisclaimerThis course is for educational purposes only.

Everything here should be practiced in your own lab environment.

Never test on systems you don't own or have explicit permission to test.

We built Expanse ( https://expanse.sh/ ) to increase the effective capacity of your HPC/GPU clusters running schedulers/orchestrators like Kubernetes and SLURM.

We measured one national-scale HPC cluster for a month and from 122k jobs, 59% of the compute was wasted.

At on-demand cloud rates for the same hardware, that’s roughly $8.5M of compute wasted in one month on one cluster.

The four of us ran HPC and GPU training workloads at the largest quant funds and HPC facilities.

It ingests live hardware telemetry (DCGM, CUPTI, Cgroups, Network/IO monitoring) of your cluster creating a custom embedding of how your hardware performs.

Comments

The newly announced Surface Laptop Ultra is a direct answer to Apple and its dominant MacBook Pro lineup.

(Scroll to the bottom to see the full official introduction video of the Surface Laptop Ultra)Surface Laptop Ultra N1X brings 128GB unified memory and a mini-LED displayThe hardware specifications for the Surface Laptop Ultra are absolutely staggering.

The custom NVIDIA superchip challenges both Qualcomm and AppleThe beating heart of the Surface Laptop Ultra is the NVIDIA RTX Spark platform.

Seeing how the Surface Laptop Ultra ultimately compares against the latest MacBook Pro models will be the most exciting hardware battle of the year.

So, chances are that the Surface Laptop Ultra wou…

Similarly, if we could guarantee that tests could catch all wrong asserts, then prod could always be optimized safely as well.

Imagine a big codebase with this somewhere in it:fn processThing ( thing : Thing ) void { assert ( thing .

After a while somebody adds more code below:fn processThing ( thing : Thing ) void { assert ( thing .

When it comes to the genral practice of “disabling asserts in prod”, I bet that there are a lot of projects out there where wrong asserts fester and multiply in the codebase, which in turn both increases UIB paranoia and makes developers subconciously too scared to turn asserts back on and face the consequences of their actions.

The reality is that there’s no w…

OPINION AI and religion is becoming a hot topic.

Meanwhile, a study led by a consortium of religiously affiliated universities says that AIs don't give religious answers to questions.

The study saying that AIs don’t do religion is totally technology and theology, with plenty of toxic politics hiding behind the curtain.

You may not want AI used as a proselytizing pipeline into home and office.

AI has that potential too, so it is entirely on point that religion is the first place that the discussion is actually happening.

"This reinvention of the computer is as big of a deal as the reinvention of the phone into what we now know as the smartphone," Nvidia's chief executive Jensen Huang said as he unveiled the RTX Spark chip.

Comments

After feedback, the package API was adjusted slightly and it graduated to general availability in Go 1.25.

If you want to do the same:You can get a list of all available experiments by running $ go doc goexperiment.Flags .

If there are some off-by-default experiments you want to try, you should include the experiment names as comma-separated lowercase values in GOEXPERIMENT .

Finally, it's worth emphasizing that experimental features are not covered by the Go compatibility promise.

But experimental features often act as a preview to some of the biggest changes in Go.

Should you normalize RGB values by 255 or 256?

Each integer has arrows pointing to it; these show a range of floating-point values that round to it.

Remember how the 0 and 255 bins poked slightly beyond the [0,1] range’s edges?

According to StackOverflow user Peter Mudrievskij’s calculation, the mean absolute errors are 1/1020 and 1/1024 for 255 and 256 divisors, respectively.

ConclusionTo answer the question posed in the title: if you’re processing images given to you by strangers, you should normalize RGB values by 255.

Using zstd in Rust is already supported via the zstd crate, so why bother with a whole new implementation?

Hence we are, or aim to be, an alternative to the C reference implementation.

Strengthening the ecosystemThe C reference implementation is maintained by Meta, and requires signing a contributor agreement with them in order to contribute.

The cost of memory safetyBy default decompression performance of our implementation is a few percent slower than the C reference implementation.

We believe we can justify this regression though, because with the unsafe-performance-experimental feature flag enabled we match C performance.

One of my favorite side projects is automatically syncing lights with music at house parties.

Ideally I could hit play on Spotify, Djay Pro (auto-DJing), or Rekordbox (live DJing) and some colorful lights would start doing their thing.

I wanted to extract this info (the current track and seek position) from the music software directly, rather than attempting shenanigans with a microphone (consider remixes and repeated choruses).

Because the current seek position is a moving target, we’ll think in terms of the track’s wall clock start time and its playback speed.

If we record in a hot loop and avoid aliasing, this average will be close to the true song start time, offset by 0.05s or 0.5s dep…

Hi everyone!

I have been working on a new library for writing JVM bytecode with Haskell in a nice, high level way and I’d love some feedback on it!

The motivation here is for compilers to the JVM so they can focus on the actual code generation, meanwhile H2JVM takes care of all the messy details like StackMapTable analysis, label/offset resolution, etc.

Here is a quick example taken from the readme.

Happy to answer any questions anyone might have tooIf you’re interested, here’s the GitHub repo: GitHub - ElaraLang/h2jvm: Haskell library for writing JVM bytecode in a high level format · GitHubThanks in advance!

QBE QBE compiler backendQBE 1.3 - Release notesqbe-1.3QBE 1.3 took a while to cook, but it is the most significant release since 1.0 with around 7k new lines of code and 1.5k deleted ones.

SmarterSince its early days, QBE used a bottom-up tree-numbering algorithm inspired by Ken Thompson's Plan9 C compiler (see 5.5.

A new OCaml tool called mgen is used to compile lispy IL patterns into idiomatic C code that matches them.

The mgen tool will look for special comment blocks containing IL patterns and inline the matching C code right below these blocks.

NicerFor the 1.3 release, QBE also stung Scott Graham.

MIMEHeader ) error DNSStart func ( DNSStartInfo ) DNSDone func ( DNSDoneInfo ) ConnectStart func ( network , addr string ) ConnectDone func ( network , addr string , err error ) TLSHandshakeStart func () TLSHandshakeDone func ( tls .

ConnectionState , error ) WroteHeaderField func ( key string , value [] string ) WroteHeaders func () Wait100Continue func () WroteRequest func ( WroteRequestInfo ) }You set only the fields you care about.

RoundTripper Log func ( req * http .

Request ) ( * http .

ReadCloser onClose func () } func ( tb * timedBody ) Close () error { tb.

2026-05-25 - Sven-Hendrik HaaseThe Varnish project has renamed itself to Vinyl Cache.

We followed this rename with a new vinyl-cache package.

This upgrade results in breaking changes and users are advised to study these changes and how it affects them before following the replacement.

All references to " varnish " have been changed to " vinyl " in all binaries and directories.

At minimum, users will have to:rename /etc/varnish to /etc/vinyl-cacheto rename /var/lib/varnish to /var/lib/vinyl-cacheto fix up ownership of files inside /var/lib/varnishuser varnish becomes vinylbecomes group varnish becomes vinylbecomes user varnishlog becomes vinyllogbecomes user vcache remains the sameremains th…

In the summer of 1952, the first Dutch computer was switched on at the Mathematisch Centrum in Amsterdam.

And that same year, the Mathematisch Centrum hired a young programmer named Edsger Dijkstra.

Edsger Dijkstra (left), Bram Loopstra and Ria Debets at the Mathematisch Centrum in Amsterdam (1954).

AmsterdamDijkstra spent the first decade of his career at the Mathematisch Centrum.

But the historical depth is worth holding on to, because it clarifies what the axis actually produces.

Comments

Bernie Sanders / New York Times:

Bernie Sanders says the wealth AI creates “must benefit humanity”, calling for a sovereign wealth fund that would hold ownership stakes in the top AI companies — Artificial intelligence will almost certainly be the most transformational technology in the history of the world.

Tom Warren / The Verge:

Sources: at Build, Microsoft plans to unveil a Copilot “super app”, a new reasoning AI model developed by Microsoft AI, and lots of Windows developer features — Build will include a Copilot super app, a new reasoning AI model, and lots of Windows improvements.

NBC News:

Florida AG James Uthmeier sues OpenAI and Sam Altman, seeking to hold Altman personally liable for deceptive trade practices, negligence, and public nuisance — Florida's seeks to hold Sam Altman personally liable, accusing OpenAI of marketing ChatGPT as safe while concealing that it could drive users toward harm.

Ivan Mehta / TechCrunch:

Strava is adding a $11.99 monthly fee for developer API access and moving public profiles and fitness club listings behind authentication to combat AI scraping — AI companies have grown into data-hungry entities as their models require ever-larger datasets to train on.

Julian E. Barnes / New York Times:

Internal documents: Chinese company Geedge is working to build AI tools to predict those who could pose a political risk, but US chip controls hampered its work — New research examines how a Chinese company struggled to develop its predictive surveillance technology while U.S. restrictions were in place.

Aaron Holmes / The Information:

Palo Alto Networks says Mythos found 24+ critical bugs, burning $1M+ of tokens, subsidized by Anthropic; some companies say they plan to boost Mythos spending — When Palo Alto Networks earlier this year began testing Anthropic's Claude Mythos to comb through its own source code, it didn't take long to see the future of cybersecurity.

Liana Baker / Bloomberg:

SEC filing: quantum computing company Quantinuum upsizes its IPO, selling 26.5M shares for $53 to $55 each to raise up to $1.46B at an up to $14.3B valuation — Honeywell International Inc.-backed quantum computing company Quantinuum Inc. boosted the size of its initial public offering …

Loni Prinsloo / Bloomberg:

African e-mobility startup Spiro, which owns 100K+ electric bikes, raised $215M at a near-$1B valuation, after raising $100M in 2025 and $50M debt in 2026 — African electric-mobility startup Spiro raised $215 million backed by European and African investors as it nears $1 billion in value …

Charles Capel / Bloomberg:

SEC filing: SpaceX will reserve up to 5% of its Class A shares for select employees and executives' friends and family; 60%+ of shares have an extended lock-up — SpaceX will reserve up to 5% of shares in its upcoming initial public offering for certain employees and friends and family …

CoinDesk:

SEC filing: Strategy sold 32 bitcoin between May 26 and May 31 for ~$2.5M at an average net price of $77,135 per coin, its first disclosed bitcoin disposal — The 8-K filing Monday says proceeds from the May 26-31 sale, executed at an average price of $77,135 a coin, will fund distributions on Strategy's preferred stock.

Damien Wilde / 9to5Google:

Google plans to open its first physical Google Store outside of the US, in Tokyo's Omotesando district “this summer”, marking Google's 11th physical store — After being exclusive to the United States, the first physical Google Store outside of the region is coming to Tokyo, Japan, in the coming months.

Financial Times:

French private equity firm Ardian partners with data center group Verne to build an up to €5B AI “gigafactory” outside Paris, targeting 500MW in total capacity — Data centre and research facility to be built as Europe seeks to create ‘digital backbone for the future’

Meir Orbach / CTech:

Israeli networking company DriveNets raised a $410M Series D led by Bessemer and Atreides at an $8.5B valuation, taking its total funding to ~$1B — The Israeli networking company says it is cash-flow positive with over $1B in backlog as AI demand accelerates.

New York Times:

Wirescreen analysis of 3,800 Chinese military procurement records finds 500+ instances since 2019 where the PLA sought Nvidia chips, including the A100 and A800 — An analysis of six years of procurement records suggests that the People's Liberation Army has openly tried to acquire restricted U.S. technology.

Gian Volpicelli / Bloomberg:

Sources: Anthropic plans to let the EU's cyber agency ENISA join Project Glasswing, giving it access to Mythos; EU officials went to the US to ask for access — Anthropic PBC is set to give the European Union's cybersecurity agency access to Mythos, its powerful artificial intelligence tool capable …

Juro Osawa / The Information:

Chinese AI developer MiniMax launches M3, a new coding model that it says rivals Opus 4.7, costing $0.12 per 1M input tokens, compared with $5 for Opus 4.7 — Chinese AI developer MiniMax on Monday launched a new large language model called M3, saying the new model's coding capability approaches …

Jeff John Roberts / Fortune:

Binance launches trading for 7,000+ US stocks and ETFs for non-US users, with zero commissions and fractional share purchases, as part of its “super app” push — Binance, the world's biggest cryptocurrency exchange, announced on Monday that its users will be able to trade more than 7,000 U.S. stocks and ETFs.

New York Times:

A look at the Seckinger school cluster in Georgia, including the US' “first AI-themed educational institution”, as parents say AI integration is often sparse — It was 9 a.m. on a Thursday at Harmony Elementary School in Buford, Ga., about 45 minutes outside Atlanta.

Bloomberg:

Nasdaq, FTSE, and other index providers are aggressively shortening entry timelines to accommodate SpaceX's $75B IPO, as Elon Musk targets retail investors — The company's ambitious listing plan is set to clear the way for other mega-offerings. It also risks threatening the integrity of the market itself

@theallinpod:

Q&A with Bill Gurley on Anthropic staffers believing “they can create God, and that by creating God, they are like this Prometheus kind of species”, and more — Bill Gurley: Anthropic Thinks It's Building God @Jason: It is the ultimate level of narcissism and delusion of grandeur to think you can create God. @bgurley: “Anthropic is a mystery to me. I've never, ever seen a company that is both leading their field and the most [video]

iii is the easiest way to compose, extend, and observe every service in your stack in real time.

iii worker add queue iii worker add agent iii worker add sandbox iii worker add < anything >Each worker joins the live catalog.

What ChangesBefore iii:New observability tool: uncountable integrationsNew agent harness: separate retry config, separate traces, separate timeoutsNew queue: vendor evaluation, procurement, and weeks of integrationAfter iii:iii worker add observabilityiii worker add queueDone.

Extending iii is iii worker add .

ConsoleThe iii-console is a developer and operations console for inspecting workers, functions, triggers, queues, traces, logs, and real-time state.

Follow this link to the old codeLiteParse is a standalone OSS PDF parsing tool focused exclusively on fast and light parsing.

It provides high-quality spatial text parsing with bounding boxes, without proprietary LLM features or cloud dependencies.

For complex documents (dense tables, multi-column layouts, charts, handwritten text, or scanned PDFs), you'll get significantly better results with LlamaParse, our cloud-based document parser built for production document pipelines.

Parse Files# Basic parsing lit parse document.pdf # Parse with specific format lit parse document.pdf --format json -o output.json # Parse specific pages lit parse document.pdf --target-pages " 1-5,10,15-20 " # Parse …

herdrherdr.dev · install · quick start · supported agents · integrations · configuration · socket apiv.0.4.0.mp4agent multiplexer that lives in your terminal.

Named sessions are separate server namespaces: use herdr session attach work , herdr session stop work , and herdr session list when you want fully separate runtime state.

Run herdr server stop for the default session, or herdr session stop for a named session, then start Herdr again.

Official integrations make state reporting and native agent session restore more reliable, but Herdr still works as a terminal multiplexer without them.

install with:herdr integration install pi herdr integration install omp herdr integration install cl…

OverviewHarness leverages Claude Code's agent team system to decompose complex tasks into coordinated teams of specialized agents.

Harness generates team architectures (pipeline, fan-out/fan-in, expert pool, producer-reviewer, supervisor, hierarchical delegation) plus the skills agents use.

I need an agent team that can investigate any topic from multiple angles — web search, academic sources, community sentiment — then cross-validate findings and produce a comprehensive report.

affaan-m/ECC "Agent harness performance & workflow layer" (sits on top of existing harnesses) Different layer.

Built with HarnessHarness 100revfactory/harness-100 — 100 production-ready agent team harnesses across 1…

MarkItDown is a lightweight Python utility for converting various files to Markdown for use with LLMs and related text analysis pipelines.

Azure Content UnderstandingAzure Content Understanding provides higher-quality conversion with structured field extraction (YAML front matter), multi-modal support (documents, images, audio, video), and configurable analyzers.

convert ( "report.pdf" ) # documents → prebuilt-documentSearch result = md .

markdown )With a custom analyzer (for domain-specific field extraction):md = MarkItDown ( cu_endpoint = "" , cu_analyzer_id = "my-invoice-analyzer" , ) result = md .

text_content )Document Intelligence conversion in Python:from markitdown import MarkItDown…

Works across Codex, Claude Code, Cursor, OpenCode, Gemini, Zed, GitHub Copilot, and other AI agent harnesses.

# Add marketplace /plugin marketplace add https://github.com/affaan-m/ECC # Install plugin /plugin install ecc@eccNaming + Migration NoteECC now has three public identifiers, and they are not interchangeable:GitHub source repo: affaan-m/ECCClaude marketplace/plugin identifier: ecc@eccnpm package: ecc-universalThis is intentional.

Use /mcp for Claude Code runtime disables; Claude Code persists those choices in ~/.claude.json .

Feature ParityFeature Claude Code OpenCode Status Agents PASS: 63 agents PASS: 12 agents Claude Code leads Commands PASS: 79 commands PASS: 35 commands Claude …

Claude / OpenAI Chat / OpenAI Images / Codex Responses / Gemini API Proxy - CCXEnglish | 简体中文CCX is a high-performance AI API proxy and protocol translation gateway for Claude, OpenAI Chat, OpenAI Images, Codex Responses, and Gemini.

It also provides stable access to official overseas models, supports Claude Code, Codex, and API integrations, and offers enterprise-grade high concurrency, 24/7 technical support, and self-service invoicing.

Add ChannelSupports multiple upstream service types and flexible API key, model mapping, and request parameter configuration.

ArchitectureCCX exposes one backend entrypoint:Client -> backend :3000 -> |- / -> Web UI |- /api/* -> Admin API |- /v1/messages ->…

Heretic: Fully automatic censorship removal for language modelsHeretic is a tool that removes censorship (aka "safety alignment") from transformer-based language models without expensive post-training.

Using Heretic does not require an understanding of transformer internals.

Heretic supports most dense models, including many multimodal models, several different MoE architectures, and even some hybrid models like Qwen3.5.

: Either the index of a refusal direction, or the special value , indicating that each layer should be ablated using the refusal direction associated with that layer.

For non-integral values, the two nearest refusal direction vectors are linearly interpolated.

🌍 English | 日本語 | 简体中文 | 한국어Agent Governance ToolkitShip agents to production without losing sleep🚀 Quick Start · 📋 Specifications · 📦 PyPI · 📝 ChangelogImportant Public Preview -- production-quality, Microsoft-signed releases.

May have breaking changes before GA.Policy enforcement, identity, sandboxing, and SRE for autonomous AI agents.

The ProblemYour AI agents call tools, browse the web, query databases, and delegate to other agents.

Official SourcesThe only official sources for the Agent Governance Toolkit are:Resource Location Source code github.com/microsoft/agent-governance-toolkit Documentation microsoft.github.io/agent-governance-toolkit Python packages pypi.org/user/agentgovtoolki…

Disclaimer · Install · Skills · Settings · Examples · Sponsor · Research · FAQ · LicenseFeedback & ContributionsWe would love your feedback.

Updating from the previous versionThe default taste-skill (install name design-taste-frontend ) is now v2 (experimental), a substantial rewrite of the original v1.

If you depend on the exact behavior of the original taste-skill, install taste-skill-v1 instead.

Do image-generation skills install with npx skills add ?

They live under skills/ alongside the code skills so the same CLI discovers them.

Claude Code Plugins DirectoryA curated directory of high-quality plugins for Claude Code.

Structure/plugins - Internal plugins developed and maintained by Anthropic- Internal plugins developed and maintained by Anthropic /external_plugins - Third-party plugins from partners and the communityInstallationPlugins can be installed directly from this marketplace via Claude Code's plugin system.

To install, run /plugin install {plugin-name}@claude-plugins-officialor browse for the plugin in /plugin > DiscoverContributingInternal PluginsInternal plugins are developed by Anthropic team members.

To submit a new plugin, use the plugin directory submission form.

DocumentationFor more information on de…

[03/15/2026] v0.1.0 — We release AutoResearchClaw: a fully autonomous 23-stage research pipeline that turns a single research idea into a conference-ready paper.

# Fully autonomous — no human intervention pip install -e . && researchclaw setup && researchclaw init && researchclaw run --topic " Your research idea here " --auto-approve # Co-Pilot mode — collaborate with AI at key decision points researchclaw run --topic " Your research idea here " --mode co-pilot🤔 What Is This?

Run export OPENAI_API_KEY= " sk-... " researchclaw run --config config.arc.yaml --topic " Your research idea " --auto-approveOutput → artifacts/rc-YYYYMMDD-HHMMSS-/deliverables/ — compile-ready LaTeX, BibTeX, experimen…

Every skill is mapped to five industry frameworks — MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, MITRE D3FEND, and NIST AI RMF — making this the only open-source skills library with unified cross-framework coverage.

Frontmatter fields: name (kebab-case, 1–64 chars), description (keyword-rich for agent discovery), domain , subdomain , tags , atlas_techniques (MITRE ATLAS IDs), d3fend_techniques (MITRE D3FEND IDs), nist_ai_rmf (NIST AI RMF references), nist_csf (NIST CSF 2.0 categories).

MITRE ATT&CK technique mappings are documented in each skill's references/standards.md file and in the ATT&CK Navigator layer included with releases.

NIST AI RMF 1.0 + GenAI Profile (AI 600-1) The AI Risk Managem…

Stop SlopA skill for removing AI tells from prose.

This skill teaches Claude (or any LLM) to catch and remove them.

Skill Structurestop-slop/ ├── SKILL.md # Core instructions ├── references/ │ ├── phrases.md # Phrases to remove │ ├── structures.md # Structural patterns to avoid │ └── examples.md # Before/after transformations ├── README.md └── LICENSEQuick startClaude Code: Add this folder as a skill.

Structural clichés - Binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency, narrator-from-a-distance voice, passive voice.

Sentence-level rules - No Wh- sentence starters, no em dashes, no staccato fragmentation, no lazy extremes, active voice required.

OpenWAOpen Source WhatsApp API GatewayFeatures • Quick Start • Docs • API • Contributing✨ Why OpenWA?

OpenWA is a free, open-source WhatsApp API Gateway designed for developers who need full control over their messaging infrastructure—without vendor lock-in or hidden paywalls.

Built on a pluggable architecture, OpenWA lets you swap database engines (SQLite/PostgreSQL), storage backends (Local/S3), and cache layers (Memory/Redis) without changing a single line of application code.

📄 LicenseThis project is licensed under the MIT License – free for personal and commercial use.

See LICENSE for details.

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AI writing is also creeping into our most elite literary spaces—newspapers’ opinion sections, books, literary magazines.

Now some authors tell me they’ve embraced AI as a “writing tool,” no different from spell-check or a laptop.

When we use AI to flesh out ideas, we lose the most important part of the writing process: thinking.

Working on AI text, as an editor, is like trying to operate on a body whose skin, muscles, veins, bones, and organs are all compromised.

Maybe human writing will become like cloth-aged cheese or handloom rugs, an artisanal product created effortfully.

watch free tv streams from across the world in a good UI

Is AI causing a repeat of Frontend’s Lost Decade?

Just like AI is deskilling programming now, JavaScript frameworks have deskilled frontend development in the last decade.

What’s different now is that companies go out of their way to publicly proclaim how much AI they’re using, without even pretending to look at the output.

Likewise, AI is enabling lots of AI slop – but this doesn’t mean we don’t still need people who know what they’re doing, and who care about what they’re doing.

But you need to know what you’re trying to learn, and how you validate those learnings.

The Website SpecificationA platform-agnostic, full specification of the technical features a good website should have.

Built in the open under an MIT licence.

Built in the open.

Contribute on GitHub →

Domain Expertise Has Always Been the Real MoatThe hard part of writing software has never been the writing.

The first is a domain expert with no real software background.

The engineer’s advantage, the ability to translate a domain model into working code, is now cheap.

The thing that’s still scarce is a deep, verified model of some real domain.

That’s the part the agent can’t do for you, and it’s the part that’s now worth the most.

So for about £200 total, I had a 16GB VRAM GPU that could slot into my motherboard alongside my RTX 4080.

The fan connector on the adapter is a small JST PH2.0 plug with four pins.

The model does not “see” the image the way a human does.

The LLM server runs on my desktop, but I do not use it from that machine.

If you want to run proper models locally, look at the secondhand server GPU market.

In particular, there’s been an increasing sense that continual learning is one of the areas where the gap between humans and AI is largest.

I’ll then describe what I think are the actual problems that remain, why humans are still superior to AI, and why I think continual learning is so important.

What is continual learning?

It’s in this area that I believe current language models still show the weakest continual learning abilities.

Handing off between different learning systems: some directions for the future of continual learningI see two possible paths forward for continual learning research, that involve different ways of handing off between different learning systems.

I would really love to see children and young adults use Shantell Sans and learn about how it came about.

Early uses of Shantell SansI have started to use Shantell Sans in some of my projects.

The cash tag and the numbers and everything on the back of the card is in Shantell Sans.

Shantell Sans was used for a web-building template by univer.seAnd now, Shantell Sans is available via Google Fonts, Google Docs, and as a download from its open repo on GitHub – so anyone can start creating with it.

To be clear, the Shantell Sans project was never really about making a new version of Comic Sans, or anything directly derived from it.

Physical door opening mechanisms.

And, again, this applies to both… Interior ExteriorPhysical charge-port door mechanism.

The driver’s hands are all over the steering wheel during normal use.

Furthermore, the driver should be able to feel for controls on the steering wheel without looking at them.

Someday, I expect electronic door releases to be as reliable as physical door mechanisms, but we’re not there yet.

Any Final Nonconfirmation must be reported to the federal agency.

It also eliminates the ability of individual science agencies to shield their communities from any of these changes through their own implementing rules.

Combined with OMB’s new authority to require political alignment in program design, this gives the White House direct oversight and leverage over which institutions receive federal research funding.

This proposed rule dismantles all three, simultaneously, government-wide, and binding on every federal agency by October 1, 2026.

It is a complete political control apparatus layered over every stage of the federal science funding lifecycle.

Sure, it has helped me "learn AI tooling" and I use many of these tools, but I didn't need them.

Later I reduced my subscription to Pro in the belief a quota restriction would mitigate excessive use.

friction = focus, focus = productOne of my early AI experiments, exploring AI as a lens in Marshall McLuhan-like thinking, was to connect speech recognition to a pipeline that generated blog posts on the other side, in the belief it would encourage me to capture my thoughts.

Because the effort was removed, so was the commitment, and with the commitment the focus, and with the focus any meaningful product at all.

Digital tools reinforce this by making people look active: sending more messages, p…

May 28 2026Lately, I’ve been feeling like I’m losing control over the code I write when I work with agentic code generation.

As a quick primer, the human brain has several types of memory, short-term, working, and long-term.

Short-term memory gathers information temporarily and processes it quickly, like RAM.

Working memory takes the information from short-term memory and long-term memory and combines them to synthesize, or process the information and come up with a solution.

We should be more tired than the model.

"It's not x, it's y."

Large Language Models gravitate toward this type of construction, called negative parallelism.

Recent overuse by language models has led many to declare it bad writing.

RLVR is weirder, and I suspect it's why we see "It's not X, it's Y" so often.

It could be tweaked to apply to large language models: "when the measure of language becomes its target, it ceases to be good language."

When you connect MCP servers, tool definitions alone take up a significant chunk of that desk.

Restaurant analogy:You sit down and 10 menus (MCP tool definitions) are spread across the tableThere's no room left for actual food (your work)Every time you order, the menus have to be pulled out againWe extracted and measured the actual tool definitions from the MCP servers connected in our environment.

This isn't Jira-specific, it's architectural: every MCP server adds a process layer between the LLM and the underlying API.

MCP is still valid when:No CLI exists for the service - web-only SaaS where MCP may be the only connection method- web-only SaaS where MCP may be the only connection method …

Coder.com – Secure environments where devs and agents work in parallel.

Tailscale – Adam loves Tailscale!

Tailscale deploys quickly and enables Zero Trust access to any resource on your network.

From CI/CD runners across multi-cloud environments, to SaaS tools and infrastructure, Tailscale connects it all, seamlessly.

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

Coder.com – Secure environments where devs and agents work in parallel.

Tailscale – Adam loves Tailscale!

Tailscale deploys quickly and enables Zero Trust access to any resource on your network.

From CI/CD runners across multi-cloud environments, to SaaS tools and infrastructure, Tailscale connects it all, seamlessly.

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

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

Server ErrorOops!

Looks like the server had a hiccup.

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

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

ZDNET's key takeawaysDell's new XPS 13 costs $599 for students and $699 for everyone else.

It's an open challenge to the MacBook Neo with a bigger display, lighter body, and better I/O.

When Dell's COO Jeff Clarke announced the new XPS 13 ahead of Computex 2026, he made no attempt to avoid its inevitable comparison to the MacBook Neo.

Also: MacBook Neo vs.

Pricing for additional configurations have not yet been announced, but the XPS 13 will become available starting in summer 2026.

The MacBook Neo was a total disruption to the consumer PC landscape, bringing premium-tier features to a competitive $599 price point.

But forthcoming configurations of the XPS 13 will also support Kensington lock slots, which personally, I'd rather take over the audio jack.

The XPS 13 comes 8GB, 16GB, or 32GB of RAM, and storage anywhere from 256GB up to 1TB.

The XPS 13 manages to be smaller in length and width yet still have a slightly larger display (13 inches vs. 13.4 inches).

ZDNET's buying adviceThe 2026 Dell XPS 13 was only just announced, so I have not yet gone hands-on with it.

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

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

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

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

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

The RS-232 serial port on your smart TV isn't just for professional diagnostics. Here's how to use it for more advanced programming.

Quantum computing is making our future brighter.

Quantum computing is making our future more perilous.

In addition, the "quantum-as-a-service model" is enabling wider access to quantum computing resources.

"Adapting operations, infrastructure, and partnerships as conditions change is a prerequisite for preparing for a quantum future."

The brighter side of quantum computing is its adoption as a corporate compute resource, which also cannot be understated.

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.

Who needs a Cloud PC, anyway? What's the experience like? How much does it really cost? I've got answers to all those questions.

Alternative search engine DuckDuckGo launches 'no AI' web extensions for Chrome and Firefox users.

The British fintech has built a waitlist of about 450,000 users in India as it prepares for a broader launch.

Strava will charge a flat monthly fee from developers to access its API

The Seoul-based rocket startup is developing its own launch vehicles and engines.

Environmental activist Erin Brockovich has a new mission.

The startup has apparently taken down the ads using KC Green's "This is fine" meme.

Welcome back to TechCrunch Mobility, your hub for the future of transportation and now, more than ever, how AI is playing a part.

Amazon's "Subscribe & Save" program — for recurring purchasees — has triggered a new lawsuit, reports Oregon Live. "The lawsuit contends that after luring in customers with 'artificially low prices,' the world's biggest online retailer jacked up the prices in the months after their first shipments arrived." In some cases, the lawsuit claims that customers were paying more for the exact same items through the Subscribe & Save program than they would be if they bought the items from other sellers on the site. That was true even when the up to 15% discount that the subscription program offers was calculated into the final purchase price, according to the suit. The Seattle law firm that filed t…

"Scientists have developed a solar desalination system that turns seawater into drinking water without creating environmentally damaging brine," reports ScienceDaily. "Special laser-textured metal panels use sunlight to evaporate water while automatically moving salt deposits away from the working surface, preventing clogging. The process was successfully tested with water from three oceans and can recover nearly all salts as solids. Those leftover materials could even become a source of valuable lithium for batteries." (The research team was led by University of Rochest professor Chunlei Guo and published their results in the journal Light: Science & Applications.) The University of Roches…

ScienceAlert reports:

In the molten ocean of iron churning in Earth's outer core, a section deep beneath the Pacific Ocean suddenly reversed direction and started moving eastward against the planet's usual westward flow. This happened in 2010, according to satellite measurements of Earth's magnetic field, and scientists are still trying to figure out what caused it... [I]t seemed to have a large, wave-like structure — as though a chunk of molten core material suddenly thought better of where it wanted to go, surging in the other direction... This finding suggests that there are processes that can influence it strongly enough to alter its behavior in bulk — and that our planet's interior may…

"Around 570 cables (plus a further 80 planned) carry between 95% and 99% of the world's intercontinental telecommunications data," reports CNN (since fiber cables offer speeds of terabits per second, carry much more data than satellite links). And "networks of green energy cables carrying electricity are also starting to sprawl across the world's seabeds." Now to protect them, the U.S., Australia and the U.K. "are planning to develop new unmanned undersea vehicles" as part of their trilateral security partnership. Western governments see a growing risk of Russian and Chinese sabotage of undersea cables and are also concerned that Iran may seek to exploit the many data networks running throu…

A historian-turned-software engineer warns that "so little is ever written down" by professional programmers in a new article for Fast Company: Perhaps there's an early design doc, but then it turns out that everything was substantially revised before work began. Maybe there are a few wiki pages explaining known issues, some of which were solved a long time ago and others that have been left to molder in the codebase. Somebody might have left a comment in the code itself, but typically it's a warning not to change something or else something else will break... Software engineering has an ambivalent relationship with documentation. Everyone agrees documentation matters in theory, but in prac…

Axios reports: The American Federation of Teachers, the second-largest teachers' union in the U.S., released a 10-point plan to introduce AI and screen-time guardrails in classrooms. The plan would limit AI use and ban screens for students in prekindergarten through second grade "unless there is a compelling reason," such as supporting students with special needs. The teacher union's president Randi Weingarten warned that young students "are drowning in tech," according to the New York Times, which reports the union president also "called on schools on Wednesday to stop giving digital devices like iPads to children in prekindergarten through second grade." In a speech at the National Press …

Disney's Star Wars: The Mandalorian and Grogu "suffered a catastrophic 70% drop in its second weekend," reports Variety, suggesting the movie isn't finding audiences "beyond an aging group of core fans." "Despite playing on far more screens, The Mandalorian and Grogu landed in third place on weekend charts behind Backrooms and Obsession." (described as "two buzzy horror films.") Suprisingly, both movies were directed by 20-something YouTube stars, "and cost nearly nothing to produce." Analyst Jeff Bock of Exhibitor Relations tells Variety, "We knew indie horror was hot, but we didn't know how hot. It's actually competing with the big summer blockbuster." Directed by 20-year-old Kane Parsons…

Almost a fifth of the earth's population lives in Africa. And Africa's next generation of power projects "is increasingly being built around solar and wind power and battery storage," reports the Associated Press, "as governments and investors shift away from coal and large hydropower dams in search of cheaper, faster and more reliable electricity." The shift is visible in a $1.5 billion energy agreement between China and Zambia announced in early May that includes three separate 300-megawatt projects spanning solar, wind and coal-fired power. While the inclusion of coal underscores the continent's continuing need for stable baseload electricity, African countries facing rising fuel import …

"In the future, AI agents will be able to find one another using the Domain Name System (DNS), instead of crawling about and probing ports or checking configured resources," writes The Register. InfoWorld writes that "numerous proprietary agent registries are on the market, but the Linux Foundation suggests we simply extend the distributed, open Domain Name System (DNS) infrastructure we already have." The foundation is now inviting contributions to the DNS-AID project, a standard way for AI agents to discover, verify, and communicate with one another over DNS that requires no new infrastructure. It enables agents and Model Context Protocol (MCP) servers to use DNS as a global, vendor-neutr…

You can try 570 extinct operating systems at a new "virtual museum," according to a new article by ZDNet. Their reporter downloaded the ancient OS NeXTStep, and was "shocked" by how easy it was to run it, "and by the sheer number of operating systems to choose from." Essentially, what you do is download a zipped file, unzip it, change into the newly created directory, and run the executable. VirtualBox then opens to a Debian Linux instance, where you can select from a very long list of operating systems to run... You can run operating systems like Amiga, Apple I/II/III, Atari, Avigo, Commodore 64, Cray, DEC Alpha, Einstein, Game Boy Advance, GE 200, HP 3000, IBM 1130, iPod touch, Jupiter Ac…

Last week was PyCon US in Long Beach California. As always, it was a

jam-packed intense time. I’ll try to report on my experience. The videos aren’t

uploaded yet, but I’ll link to them later when they are.This recap is longer than I’ve done in the past. I don’t know why, it’s just

how it came out. I want to convey a sense of what I get out of PyCon and what

you can get out of PyCon.ThursdayOpening receptionI came with five of my colleagues from Netflix. I got to the Thursday night

reception with Anika (first PyCon) and Josey (first PyCon with me). They said,

“we’re going to count how many people Ned says hi to!” They were at 16 after

five minutes and gave up. I don’t blame them. The recepti…

Я сгенерировал одну и ту же задачу 33 разными агентами/моделями, и показываю вам 130 итоговых картинок. Разница в стоимости между самым дорогим и дешевым вариантами — 410 раз.

У этого поста есть еще версия на английском: mikeozornin.ru/blog/all/llm-and-ui-design-en

Иногда коллеги, часто не дизайнеры, после анонсов всяких Клод-дизайнов, спрашивают каково оно. Как оно дизайнит, что это вообще. Насколько хороший дизайн можно ожидать, можно ли взять дизайн-систему и как потом довести до продакшена. Возможно, они хотят услышать, что нейросети заменят не только их, разработчиков, но и дизайнеров тоже, — тогда мы вместе выпиливать столы, жарить кофе или работать курьерами.

Я решил проверить, как д…

Agentic inference is going to be different than the inference we use today, and it will change compute infrastructure because speed won't matter when humans aren't involved.

Как привезти 40+ человек в Кейптаун, построить вместе лагерь в пустыне без связи, кайфануть на локальном Burning Man и не заебаться

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

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

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

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

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

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

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

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

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

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

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

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

grade.Outside of school, le…

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

Еще новинки самого лучшего в мире менеджера рецептов

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

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

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

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

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

Recipe …

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

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

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

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

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

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

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

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

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

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

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

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

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

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

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

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

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

Apple has survived 50 years by being the only company integrating hardware and software; if the company loses because of AI it will be because the point of integration changes.

Я шарю скилл несколько раз, самое время кинуть в пост

Как делать дизайн с ЛЛМ, чтобы не было дефолтно и ИИшно: Не делать, делать руками

Кидать референсы

Дать скиллов Пост про опцию три. https://impeccable.style

Есть вот такой набор скиллов, в нем разные вещи, чтобы делать дизайн и верстку: Аудит того, что есть и критика

Есть работа с текстом

Есть работа с визуалкой На промостранице есть объяснения, начните с них.

Это не серебрянная пуля, по начать, например, можно с этого. https://developers.openai.com/blog/designing-delightful-frontends-with-gpt-5-4/

Скилл и объяснение от опенаи

Human.json is a new

idea for asserting that a site is authored by a person, and for vouching for

other sites’ authorship. I’ve added one to this site.It’s a fun idea, and I’ve joined in, but to be honest, I have some concerns.

When I made my human.json file, I looked through my browser history, and saw a

number of sites that were clearly personal sites that I liked. But if I list

one, am I claiming to know that there is no AI content on that site? I can’t

know that for sure.I haven’t let this stop me from adding my own

/human.json, and I’ll be interested to see what

comes of it.Human.json isn’t a new idea. There have been a number of attempts to add

structured data to web pages:

tags are a…

Agents are fundamentally changing the shape of demand for compute, both in terms of how they work and in terms of who will use them. They're so compelling that I no longer believe we're in a bubble.

Anthropic is in a standoff with the Department of War; while the company's concerns are legitimate, it position is intolerable and misaligned with reality.

Pytest’s parametrize is a great feature for writing tests without repeating

yourself needlessly. (If you haven’t seen it before, read

Starting with pytest’s parametrize first).

When the data gets complex, it can help to use functions to build the

data parameters.I’ve been working on a project

involving multi-line data, and the parameterized test data was getting

awkward to create and maintain. I created helper functions to make it nicer.

The actual project is a bit gnarly, so I’ll use a simpler example to

demonstrate.Here’s a function that takes a multi-line string and returns two numbers,

the lengths of the shortest and longest non-blank lines:def non_blanks(text: str) -> tuple[int, int]: …

Игра, чтобы выучить свой район

Как ведь бывает, переехал в новый район, а там все улицы незнакомые. Как вот их учить?

Сделал игру: Случайный положительный эффект: можно легко сравнить масштаб городов, понять, что Садовое в Москве — это от Фонтанки с заходом на начало Васьки и Петроградки.

Thick clients were the dominant form of device throughout the PC and mobile era; in an AI world, however, thin clients make much more sense.

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

text editor.I’ve long used cog to build documentation and HTML

presentations. Cog interpolates text from elsewhere, like source code or

execution output. Often I don’t want the full source file or all of the lines of

output. I want to be able to choose the lines, and sometimes I need to tweak the

lines with a regex to get the results I want.Long ago I wrote my own ad-hoc function to include a

file and over the years it had grown “organically”, to use a positive word. It

had become baroque and confusing. Worse, it still didn’t do all the things I

needed.The old function has 16 arg…

Microsoft got hammered on Wall Street for capacity allocation decisions that were the right ones: the software that wins will use AI to usurp other software.

Давным давно я как-то работал в Крупной Немецкой Компании. Хороший добротный IT-корпорат, всё как по книжке, со своими плюсами-минусами, многим такое нравится.

If hyperscalers and chip companies don't build up a TSMC competitor they are set to forego billions of dollars in revenue and stunt the AI revolution.

На пост меня натолкнула рабочая ситуация: Я написал (будем честны, попросил ллм написать) один скрипт, и некоторые коллеги прореагировали «о, давно о таком мечтаю». И у меня в голове щелкнуло.

Когда я сейчас написал про один промт, я не утрировал, это был реально один промт.

Сейчас простые задачи решаются ллмками достаточно хорошо. Ядро линукса они все еще не напишут, но пропарсить все ресурсные файлы проекта, сгруппировать одинаковые строчки и дать к ним мгновенный поиск — это задача на один промт. И все, что удерживает людей сейчас, от того, что некоторая часть их задач начнет быть проще — рефлексия. Все что нужно — остановиться, и заметить момент «ага, я тут хочу упрощение, которое возмо…

Two testing-related things I found recently.Unified exception testingKacper Borucki blogged about parameterizing exception

testing, and linked to pytest docs and a

StackOverflow answer with similar approaches.The common way to test exceptions is to use

pytest.raises as a context manager, and have

separate tests for the cases that succeed and those that fail. Instead, this

approach lets you unify them.I tweaked it to this, which I think reads nicely:from contextlib import nullcontext as produces import pytest

from pytest import raises @pytest.mark.parametrize( "example_input, result", [ (3, produces(2)), (2, produces(3)), (1, produces(6)), (0, raises(ZeroDivisionError)), ("Hello", raises(Typ…

Я задал один и тот же промт нескольким моделям и вот что вышло

Промт

Прочитай @/llm/PRD.md и сверстай статическую html-страницу about. Укажи в ней все преимущества, придумай как их проиллюстрировать, используй модный современный дизайн Сохрани в файл about-page/{model-name}.html Ориентируйся только на prd, не используй about-страницу.Эксперимент проведен в декабре 2025-январе 2026. Использовался openrouter или облака ллммок. В скриншотах могут быть небольшие артефакты, скриншоты снимал плейрайт, он не умеет в стики-позиции.

Для сравнения дизайн кожаного мешка (меня): https://recipe-scaler.ru/#/about

Gemini 3 pro Grok code fast 1 Minimax 2.1 Minimax 2.1 Minimax 2.1 Minimax 2.1

Тут я просил ш…

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Keep your Mac awake Discussion | Link

I agent for long-running, multi-step work and coding Discussion | Link

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Local Natural Language Search Across All Your Files. Discussion | Link

Real API data in your mockups made as easy as lorem ipsum. Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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encosa, a Munich-based company specialising in battery energy storage systems (BESS) for commercial and industrial (C&I) businesses across Germany, has closed €25 million in Seed funding. The company has raised €25 million in under two years. The Seed round was led by Realyze Ventures, with participation from Verve Ventures, Bayern Kapital, Blum Ventures, and Kopa […]

The post Munich-based encosa raises €25 million to bring battery storage to German SMEs appeared first on EU-Startups.

In the context of the Choose France event, PLD Space, a Spanish space transportation company, has announced a €35 million investment in the development and deployment of its Launch Complex at the Guiana Space Centre (CSG) in Kourou (French Guiana) over the 2025-2026 period. Of the total investment, €22 million is being executed within the […]

The post PLD Space announces €35 million investment to advance European launch capacity appeared first on EU-Startups.

Invisix, an Eindhoven-based semiconductor metrology company developing next-generation measurement tools for advanced chip manufacturing, has raised an oversubscribed €20 million Seed round. The round was supported by Hitachi Ventures, Transition Ventures, imec.xpand, Doosan Investment Co., and a tier-1 semiconductor manufacturer. Christina Porter, PhD, co-founder and CEO of Invisix, said, “Semiconductor manufacturers can’t build what they […]

The post ASML spin-out Invisix raises €20 million Seed round to help chipmakers build what they “can’t yet see” appeared first on EU-Startups.

Lune & Wild, a London-based baby and children’s food brand, has raised €2.3 million (£2 million) in a Series A funding round to scale production and expand its retail footprint. The round was led by Guinness Ventures, with support from industry experts including Dr. Rupy Aujla and Doug Struthers (Chairperson of Lune & Wild and […]

The post Lune & Wild raises €2.3 million to scale female-founded, chef-led baby and children’s food brand appeared first on EU-Startups.

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The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (May 25 – May 29) appeared first on EU-Startups.

AI marketing software company Aizy has acquired fellow Dutch industry player Uptmz, with plans to create an integrated advertising platform for Google, Microsoft, and Meta bringing together software, AI-powered optimisation, and strategic support within a single ecosystem. Today’s news follows their €2 million raise back in February and their €22 million valuation. “This acquisition is […]

The post Aizy acquires Dutch performance marketing software company Uptmz following €2 million raise appeared first on EU-Startups.

Cloudgeni, an Oslo-based startup developing specialised AI agents that build and operate cloud infrastructure in a safe way, has raised €858k ($1 million) in fresh funding to scale further across the Nordics and the US. The funding was secured from a group of Nordic investors, including the byFounders Angel Collective, an angel investor network affiliated […]

The post Oslo-based Cloudgeni raises €858k to build reliable AI agents for secure cloud infrastructure appeared first on EU-Startups.

European FinTech has won by making money feel faster, simpler and more intuitive. From instant onboarding to seamless payouts, companies such as Revolut have helped set the standard for what users now expect from financial products. But every FinTech founder, operator and investor faces the same tension: the smoother the product experience becomes, the more […]

The post The hidden fraud crisis threatening Europe’s FinTech boom appeared first on EU-Startups.

Fonoa, a Dublin-based AI tax operating system for global businesses, has raised €94.4 million ($110 million) in Series C funding and acquired Indirect Tax Edge (Edge) from PricewaterhouseCoopers (PwC). The funding round was led by Headline and included participation from new investors Eurazeo and Forestay Capital, alongside existing investors Index Ventures, OMERS, Coatue, and Dawn […]

The post Dublin’s AI TaxTech startup Fonoa raises €94.4 million Series C and buys PwC’s tax platform appeared first on EU-Startups.

Silverflow, a Dutch cloud-native payment processing company, is accelerating its post-Series B expansion after signing a new US customer, increasing headcount by more than 20% and moving into new headquarters to support growing global demand. The move comes just two months after Silverflow closed a €37 million ($40 million) Series B in March, as covered […]

The post Dutch FinTech Silverflow targets international growth as transaction volumes approach one billion annually appeared first on EU-Startups.

MokN, a French cybersecurity startup specialising in protection against credential theft, has raised €12.9 million ($15 million) in Series A funding to build its platform, grow in France and the United States, and begin its expansion into the United Kingdom. The round was led by GV (Google Ventures), with participation from DataDog, MokN’s existing European […]

The post MokN raises €12.9 million to combat credential theft as GV makes its first investment in a French startup appeared first on EU-Startups.

Achieving a healthy work-life balance is not always easy, but it is essential for long-term wellbeing. Since people spend so much of their time at work, the right support can make a meaningful difference to employees’ mental health, motivation, and overall quality of life. In recent years, employee wellbeing has gained greater visibility, with startups […]

The post Are your employees happy? 10 startups working to make teams feel better in the office appeared first on EU-Startups.

Mafer AI, a Barcelona-based startup building an AI operating system for R&D teams in formulation industries, has closed a €2 million pre-Seed funding round backed by Kfund, 4Founders Capital, Masia and Lavanda Ventures, the startup investment arm of the Puig family. It has also secured backing from leading business angels, including Adrián Mato (Andreessen Horowitz […]

The post Barcelona’s Mafer AI raises €2 million to build an AI operating system for R&D teams in formulation industries appeared first on EU-Startups.

Together with Meister — formerly head of silicon photonics at Technische Universität Berlin — and Keil, the team developed the idea for a new perception architecture for autonomous systems.

Built on proprietary photonic and fibre-based technology, it is not replicable from off-the-shelf components and delivers high-resolution, distributed sensing across any environment.

Xavveo’s fibre-optic architecture can combine radar, infrared sensors, cameras, and acoustic sensing into a single distributed system for perimeter protection.

“Traditional radar systems were designed to detect aircraft or cruise missiles approaching from long distances.

“Most radar systems refresh once per second or slower,…

Return Helper, a tech-first provider of cross-border ecommerce returns solutions, has closed a $4 million Series A funding.

Return Helper is a tech-first startup providing global cross-border e-commerce returns solutions.

Its mission is to solve cross-border returns challenges and turn e-commerce losses into profit.

According to Roy Wan, CEO of Return Helper:"The biggest leak in cross-border ecommerce happens after the return is initiated.

AI has become the cornerstone of how Return Helper manages cross-border returns at scale across its network of more than 20 overseas warehouses.

Last week, we tracked more than 60 tech funding deals worth over €3.1 billion, and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

📊 The last week of May marked a standout moment for digital infrastructure, with Pure DC’s $2.7 billion raise.

Beyond this, the top three industries by funding were energy (€218.6 million), fintech (€94.4 million), and semiconductors (€93.5 million).

At the country level, 🇬🇧 the UK took first place (€2.6 billion), largely driven by the Pure DC round, followed by 🇩🇪 Germany (€226.5 million) and 🇮🇪 Ireland (€94.4 million).

❗ Now, let's get you up to speed on everything that happened last week, including your handy.csv file, allowin…

Swiss biotech startup hephaistos.bio has secured €161,000 (CHF 150,000) from Venture Kick to accelerate the development of custom enzyme solutions for pharmaceutical and chemical manufacturing.

Chemical manufacturing remains heavily reliant on energy- and resource-intensive processes that contribute significantly to emissions and expose manufacturers to fragile global supply chains.

hephaistos.bio is addressing this challenge by combining computational biology, chemistry, machine learning, and structural biology to design custom protein catalysts tailored to specific industrial processes.

Building on this early commercial traction, hephaistos.bio aims to support pharmaceutical and fine chem…

Revolut, Mistral, Wayve and ElevenLabs are backing a six-figure “Built in Europe” advertising campaign, challenging the idea that globally important technology companies must move to Silicon Valley to scale.

Suranga Chandratillake, partner at Balderton, which backs European founders and has invested in Revolut and Wayve, explained the genesis of the campaign.

The campaign, which costs hundreds of thousands of pounds, also points to BuiltInEurope.com - home to a new jobs platform aggregating tech startup roles in Europe.

The site lists positions from the top 1,000 European tech startups, to connect founders with talent and help build on the sector’s momentum.

The EU and UK governments are ma…

Invisix, a semiconductor metrology company developing next-generation measurement tools for advanced chip manufacturing, has raised an oversubscribed €20 million seed round.

As semiconductor devices become smaller and more complex, measuring the critical structures inside advanced chips is becoming increasingly difficult.

Manufacturers must verify each layer before adding the next, yet conventional optical metrology tools can no longer resolve many of the buried features that determine device performance.

By combining HHG with proprietary reconstruction algorithms and machine learning, Invisix reconstructs detailed three-dimensional images of internal device structures without damaging the …

This week, we tracked more than 60 tech funding deals worth over €3.1 billion and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

If email is more your thing, you can always 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.

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💸 Notable and big funding rounds🇩🇪 Focused Energy raises $240M🇬🇧 IQE plc has raised £81M🇮🇹 WeRoad lands $58M to scale real-world travel experiences🫱🏽‍🫲🏻 Noteworthy acquisitions and mergers🇳🇱 TrueLayer acquires Dutch fintech In3 to offer credit at checkout🇩🇰 Finland’s Grundium acquires Denmark’s Visiophar…

MokN, a French cybersecurity company focused on protecting organisations from credential theft and identity-based attacks, has raised $15 million in Series A funding.

The funding follows MokN’s €2.6 million seed round announced in October 2025 and will support the company’s next phase of growth.

Today, we are laying the groundwork for Active Identity Recovery by extending proactive recovery to all forms of identity, with the ambition of making it a new global standard for identity protection,said Gautier Bugeon, CEO and co-founder of MokN.

MokN is positioning itself around the emerging category of Active Identity Recovery, which focuses on helping organisations regain control of compromised…

A London-based AI lab, founded by DeepMind, Microsoft and White House former staff, has come out of stealth, emerging with a $50m raise and a pledge to try to “write the playbook for AI-native science”.

The AI lab is building Faraday (named after the famous scientist Michael Faraday), an AI system that, it says, allows humans and self-improving AI to work together and tackle what it says are some of the hardest problems in science.

Co-founders Tantum Collins, Edward Hughes and Louis Kirsch previously worked at DeepMind, while another co-founder Kaloyan Aleksiev worked at Reka AI and Microsoft.

Matt Clifford, the co-founder of Entrepreneurs First and former government AI advisor, is an advis…

TrueLayer, a UK payments fintech looking to disrupt the dominance of card payments, has acquired a Dutch fintech, in a move to expand its offering to credit products.

Backed by Stripe and Tiger Global, TrueLayer leverages open banking technology to allow customers to make online transactions.

TrueLayer has acquired 20-strong Dutch fintech In3, which specialises in consumer credit via bank payments.

TrueLayer said the acquisition means it can offer consumers the option to pay by debit and now credit at checkout- saying it’s the only pay by bank network in Europe to offer the combination.

Pay by bank payments are still dwarfed by those of card transactions.

I sat down with Maryna Pavliuk, GM of Glovo Ukraine, on a recent trip to Kyiv to learn more.

Ukraine became one of Glovo’s fastest-growing marketsPavliuk describes Ukraine as a “phenomenal” market for Glovo because, prior to 2018, food delivery in Ukraine was largely phone-based, and services like Glovo began to scale rapidly.

Pavliuk explained that, before Russia’s full-scale invasion of Ukraine, the Ukrainian team played a much broader regional role across Central Asia and the Caucasus.

It wasn’t easy, but I think we succeeded.”At the same time, the local team was dealing with the personal impact of the blackout.

It’s simply our reality and the way we live.”Glovo’s long-term bet on Ukrain…

Geordie AI, a security and governance platform for AI agents, has raised $30 million in a Series A funding round led by Balderton Capital.

As AI agents become more widely deployed within enterprises, organisations are facing growing challenges around visibility, governance and operational control.

Geordie AI is positioning itself as a central platform for understanding, securing and governing AI systems at scale.

Geordie enables teams to take a holistic, defence-in-depth approach so they can deploy their AI agent systems safely at scale,said Henry Comfort, CEO and co-founder of Geordie AI.

The new funding will be used to expand Geordie AI’s platform capabilities for enterprise security and …

First came the Netherlands, now it's Lithuania. And more European countries appear to be in the queue for Tesla's driver assistance system.

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 […]