Greg Brockman never wanted to discuss his personal journal in public.

“It’s very painful,” Brockman told OpenAI lawyer Sarah Eddy during his second day on the stand.

Although he’s not “ashamed” of any of the journal entries, he considers them to be deeply personal, he said.

But there was no keeping them private after his journal entries were revealed in court filings in January.

Ultimately, the OpenAI president had to read some of the most embarrassing entries aloud in front of a jury and a packed courthouse, as well as over a YouTube livestream that peaked at around 1,200 viewers.

AdamEmbeddable AI agent library in C.Adam gives you a complete agent loop: tool calling, memory, sessions, voice, streaming, structured output, in one #include .

Works with cloud APIs (Anthropic, OpenAI, Google Gemini, Groq, Together, xAI) and local models (llama.cpp) through the same interface.

); printf ( "%s" , r . final_response ); // "The capital of France is Paris."

); printf ( "%s" , r . final_response ); adam_run_result_free ( & r ); // Continue the conversation — history carries forward r = adam_run ( s , h , "Can you give an analogy?"

The agent can query the same database it's loaded in — ask questions in natural language, get answers from your data.

The top major semiconductor companies who create the vast majority of memory components include the likes of SK Hynix, Samsung, and Micron.

Those upcoming Pixel phones may also lose their coveted thermometer feature and replace it with a tiny RGB LED array akin to the Nothing Phone 3 Glyph Matrix.

It now uses UFS 3.1 standard storage, with read and write speeds that are far below that of UFS 4.0.

Korean tech news outlet The Elec reported that the next generation of RAM standard, DDR6, is now fully in development by all three major RAM makers.

At the same time, these companies are telling consumers RAM prices won’t come down for another two years or more.

Fractional Growth Engineer (Contract) Engineering • ContractSeeking a self-starter for a fractional role.

Role is to support the team with organic growth engineering implementation and operations.

This can range from designing AI tools for growth to hiring folks to do in-person canvassing off Craigslist!

Anyone with a growth mindset and a willingness to overcome operational obstacles to ensure experiment success are encouraged to apply.

Please, only apply via the YCombinator Work-at-a-Startup application button above.

once it's installed, reboot into your new OI install, and log in as your (normal, unprivileged) user account.

bsdtar -C /root -xf V37038-01.zipafter it's extracted, we can tell IPS where to find it, and install the Sun Ray server packages:pkg set-publisher -g /root/srs_5.4.0.0-Solaris_11plus.i386/IPS.i386/ sunray pkg install SUNWut-srss SUNWut-srwcsorting some manual dependenciesthe Sun Ray server software requires a period-accurate Java Runtime Environment; and, for the Sun Ray server web administration, a period-accurate version of Apache Tomcat.

connecting a clientto point Sun Ray clients towards the Sun Ray server, there are a few options.

getting the Sun Ray DTU firmwareas in the last …

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If my product person needs to know what happened across all sales calls, she has a claude code instance which helps her.

I think just like new functions were born in the previous shiftsDistributed power → industrial engineer, production floor supervisorInternet → Product Managers (vs product marketers or program managers), Growth EngineersAI → AI operatorsWhat is an AI operator?

It is the start of a new role which I believe will exist within all good companies within one year.

The AI Operator is not an engineer who dabbles in business, or a business person who dabbles in AI.

The type of person you need - the skill stack if you may: The role requires three layers working together.

SomaFM runs on boring internet radio infrastructure: open streams, playlist files, direct URLs, Icecast servers.

OFF AIR ICECAST · MP3 · 128k now broadcasting Boring Internet Radio new music by the author, on a small computer in New York direct streamSpotify launched years after SomaFM.

Usenet is what the social internet looked like before the social internet had product managers tasked with growth and viral loops.

Small internet radio stations still broadcast from servers with ugly URLs.

You did not just read about the boring internet.

May 5, 2026 23:28 CESTMay 5, 2026 21:28 UTCFrankfurt am Main, 5 May 2026 – DENIC eG is currently experiencing a disruption in its DNS service for .de domains.

As a result, all DNSSEC-signed .de domains are currently affected in their reachability.

DENIC’s technical teams are working intensively on analysis and on restoring stable operations as quickly as possible.

DENIC asks all affected parties for their understanding.

For further enquiries, DENIC can be contacted via the usual channels.

Reverse-engineering the 1998 Ultima Online demo serverMay 1, 2026After 10 years of on-and-off work, I’m releasing a full reverse-engineering of the 1998 Ultima Online demo server: https://github.com/draxinar/ouo.

The first release of “Ultima Online: The Second Age” expansion (October 1998) shipped with a standalone Ultima Online demo ( UoDemo.exe and UoDemo.dat ), which bundled a client and a Windows port of the full server code and data.

UoDemo.exe is dated 1998-09-02, and the server data were extracted from the production server on June 2nd, 1998.

The result is an almost perfect replica of a 1998 Ultima Online server, though there are some differences.

You are very welcome to join and try…

Getting Startedpip install bocpyWhat is BOC?

Behavior-oriented concurrency (BOC) is a new paradigm for parallel and concurrent programming which is particularly well-suited to PythonIn a BOC program, data is shared such that each behavior has unique temporal ownership of the data, removing the need for locks to coordinate access.

Behaviors are implemented as decorated functions, and from the programmer's perspective, those functions work like normal.

Importantly, the programmer's task shifts from solving concurrent data access problems to organizing data flow through functions.

BOC has been implemented in several languages, including as a foundational aspect of the research language Verona,…

My theme today is Knitting Bullshit and before I begin, I had better explain to you what I understand bullshit to be.

So, of course I went to listen to Inception Point AI’s “knitting” podcast.

Why should it matter that this AI animation isn’t grounded in actual knitting history when it celebrates knitting, and makes everyone feel so good about knitting?

But all of those inaccuracies, all of that weird, synthetic emotional grasping is not why I object so much to this kind of knitting bullshit.

No – knitting bullshit bothers me most of all because of the way it parasitises and degrades our industry and our community.

I used to see that retro multi-stroke text effect quite often and tried to replicate it using the CSS text-stroke property, but the results never quite matched.

One evening late last year, I was eager to give it another shot after seeing the text effect again in the book Graphic Japan : from woodblock and zen to manga and kawaii.

Text stroke effect from the bookI kept stacking several elements and accidentally varied the text-stroke-width for each layer.

@grid: 7x1/ 360px auto noclip; @content: '✱'; font: 50px/0 sans-serif; color: transparent; -webkit-text-stroke-color: #cc0d55; -webkit-text-stroke-width: @i(*1.8px);The next step is to use different colors and put them in order.

Chrome/Safa…

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Stars and Stripes ombudsman Jacqueline Smith was recently notified her last day in the role would be April 28, 2026.

This happened in the coldest way possible: DA Form 3434 stated that my last day as ombudsman for Stars and Stripes is April 28.

I think that Hegseth and company are trying to get around Congress by not eliminating the position, just getting rid of the outspoken present ombudsman.

This is a critical time for the newspaper to be without an ombudsman who can fight against censorship and control.

I was immensely honored to be chosen as the 13th, and first female, ombudsman for Stars and Stripes.

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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Peer Production LicenseCreated by John Magyar, B.A.

and Dmytri Kleiner, the following Peer Production License, a model for a Copyfarleft license, has been derived from the Creative Commons Attribution-NonCommercial-ShareAlike license available at http://creativecommons.org/licenses/by-nc-sa/3.0/legalcode.

LICENSETHE WORK (AS DEFINED BELOW) IS PROVIDED UNDER THE TERMS OF THIS COPYFARLEFT PUBLIC LICENSE ( LICENSE ).

BY EXERCISING ANY RIGHTS TO THE WORK PROVIDED IN THIS LICENSE, YOU AGREE TO BE BOUND BY THE TERMS OF THIS LICENSE.

TO THE EXTENT THIS LICENSE MAY BE CONSIDERED TO BE A CONTRACT, THE LICENSOR GRANTS YOU THE RIGHTS CONTAINED HERE IN AS CONSIDERATION FOR ACCEPTING THE TERMS AND CONDI…

Solod v0.1: Go ergonomics, practical stdlib, native C interopSolod (So) is a system-level language with Go syntax and zero runtime.

func ( m * SQLMap ) Close () { sqlite3_close ( m . db ) }As you can see, this So code looks a lot like regular Go code.

The caller, of course, must free the allocated string:func main () { m , err := NewSQLMap ( ":memory:" ) if err != nil { panic ( err ) } defer m . Close () m . Set ( "name" , "Alice" ) name , err := m . Get ( mem .

System , "name" ) if err != nil { panic ( err ) } println ( "name =" , name ) mem .

StringVar ( & keyFlag , "key" , "" , "key name" ) flag .

The Nginx configuration grew somewhat complicated over the years, but I generate it with Nix so it’s fine, just two configuration files.

“Let’s build a new deployment tool instead.”How it looksIt is now one month later, and Deptool exists.

WishlistIf I’m going to build my own tool … what would an actually nice configuration management tool look like?

I don’t need to solve every deployment problem for everybody; I don’t need control flow or arbitrary code execution.

I do need to be able to template — excuse me, generate — configuration files, but a separate tool can do that.

Instead of focusing on an individual element, scroll progress timelines are concerned with the scroll’s overall progress.

< p > Read more on < a href = "https://www.lipsum.com/>Lipsum.com Resize editor.

The element we want to animate is not a descendant of the element we want to track:Copy to clipboard < main > < div class = " left col " > < div class = " square " > < div class = " right col " > < p class = " content " > ← A square appears!

Fortunately, the lovely folks at the CSSWG foresaw this issue, and they gave us an escape hatch: the timeline-scope property.

I’m adding the timeline-scope declaration to because it’s the nearest shared ancestor.

1000 third parties could have stolen RIPE NCC session tokens - by designThe RIPE NCC made its all-powerful single sign-on tokens available to over 1000 third parties.

From a single link click, any logged-in RIPE NCC user would leak their session token.

This is a companion to my XSS+CSRF exploit chain, which compromised the RIPE NCC RPKI Dashboard and RIPE Database.

However, with full access to the RIPE NCC portals, an attacker can persist their access beyond the session.

Scenario 1: the RIPE meeting networkRIPE NCC hosts RIPE meetings twice a year.

I used to see that retro multi-stroke text effect quite often and tried to replicate it using the CSS text-stroke property, but the results never quite matched.

One evening late last year, I was eager to give it another shot after seeing the text effect again in the book Graphic Japan : from woodblock and zen to manga and kawaii.

Text stroke effect from the bookI kept stacking several elements and accidentally varied the text-stroke-width for each layer.

@grid: 7x1/ 360px auto noclip; @content: '✱'; font: 50px/0 sans-serif; color: transparent; -webkit-text-stroke-color: #cc0d55; -webkit-text-stroke-width: @i(*1.8px);The next step is to use different colors and put them in order.

Chrome/Safa…

Figure 1: JPEG produced with DALL-E 3This is the fifth post in my series on Emacs completion.

The first, Incremental Completing Read (ICR), explains what modern completion actually is, and how Emacs exposes it as a programmable substrate rather than a closed UI.

The second introduced the VOMPECCC stack of eight packages covering the six orthogonal concerns of a complete completion system.

And the fourth built a produce picker from scratch, demonstrating the specific features that each VOMPECCC package provides.

Most are powered entirely by features that ship in the box with the VOMPECCC packages, and there are 'Bonuses' which demonstrate workflows enable by 3rd party packages that build on …

And the reason for that is precisely the high-quality engineering framework the software world has put in place over the years.

Every other engineering discipline has equally wonderful things they can show off.

That’s the quality of the engineering process in the software world.

The success of coding agents in their current form is proof positive that not only is software engineering a real engineering discipline, but that because of the special local concerns within the field, it is a really good engineering discipline.

You can stop complaining about how we don’t do software engineering like the other disciplines now.

A pidfd does not hold a reference to a pid number, nor does holding open a pidfd prevent the pid number of the underlying process from being reused.

It differs from these functions in that the destination is given as a pidfd rather than as a pid number.

If the pidfd was opened with the PIDFD_NONBLOCK flag, and options does not contain WNOHANG , and the process referenced by the pidfd is alive, then waitid will fail with EAGAIN rather than blocking.

This function takes a pidfd, along with an fd number in the file table of the process referenced by the pidfd, creates a duplicate of that file descriptor in the file table of the calling process, and returns the new fd number.

Passing a pidfd to…

nfp -eLast Friday I spotted Dave Gauer's post about using a text editor as a UI which hit some of my sweet spots about computers.

And almost immediately I thought about my own tool that could use something like this: nfp.

Saying "nfp -e should open the config in a text editor and restart after editing" sounds simple enough, but here's a few of the questions I had to work through.

Do you edit the config file directly or do you do it on the side, in a temp file?

But there's a downside: how do you open the same temp file for the user to continue editing it the next time they run nfp -e ?

In this case, the pidfd filesystem is indeed invisible; it cannot be mounted and accessed like most other filesystems.

A pidfd is created with a system call like pidfd_open() or clone3() , so there is no need for a visible filesystem.

(One could imagine such a filesystem as a way of showing all of the existing processes in the system, but /proc already exists for that purpose).

Since there was no need to implement many of the usual filesystem operations, pidfds were implemented using anon_inode_getfile() , a helper that creates file descriptors for simple, virtual filesystems.

Over time, though, this filesystem has proved to be a bit too simple, leading to Brauner's pidfdfs proposal as a re…

September 2025I used Apple Configurator to turn my iPhone into a dumb phone.

I tried switching phones, but couldn’t let go of the long-tail of iPhone apps.

Apple Configurator to the rescueThat’s where I discovered Apple Configurator.

Install Apple ConfiguratorNow head on over to the Apple and install Apple Configurator.

FinAnd with that, you have an iPhone dumbphone!

Laith Al-Khalaf / Financial Times:

The UK FCA says it is investigating PayPal, Mastercard, and Visa for alleged anti-competitive behavior, in a rare antitrust investigation by the regulator — Move is rare exercise of Financial Conduct Authority's competition law powers — PayPal, Mastercard and Visa are being investigated …

Jess Weatherbed / The Verge:

Google updates AI Mode and AI Overviews to add “a preview of perspectives” from firsthand sources like social media and Reddit, presented as “Expert Advice” — The new AI Mode and AI Overviews updates bring in perspectives from firsthand sources like social media and web forums.

Hannah Levitt / Bloomberg:

Morgan Stanley rolls out a crypto trading pilot on E*Trade, charging clients lower prices than Coinbase and Robinhood, ahead of a wider launch later in 2026 — Morgan Stanley is rolling out cryptocurrency trading on its E*Trade platform with a dig at rivals: cheaper pricing.

CNBC:

Apple's R&D spending hit 10.3% of revenue in Q2, up from 7.6% in Q1 and 9% in Q2 2025, amid the AI boom; Q2 revenue rose 17% YoY, while R&D jumped 34% YoY — For the first time in at least 30 years, Apple is spending more than 10 cents of every dollar it brings in on research and development …

Nicholas G. Miller / Wall Street Journal:

Nvidia is investing $500M in Corning as part of its partnership to expand US manufacturing of fiber optics for AI infrastructure; GLW jumps 20%+ pre-market — Corning will boost its U.S.-based optical connectivity manufacturing capacity by ten times — Nvidia is investing $500 million …

Daniel Cooper / Engadget:

reMarkable Paper Pure review: the new $399 e-paper slate has a great display, responsiveness, and design, but no backlight or typing, and some software issues — rating : 8.3 / 10 — Class-leading handwriting - Better responsiveness — There's a lot riding on reMarkable's Paper Pure …

Yassmin Jabri / Bloomberg:

Magnitt: startup funding in the Middle East and North Africa was flat YoY at $799M in Q1 amid the Iran war; Saudi VC firms are pressing ahead with fundraising — Saudi Arabian venture capital firms are pressing ahead with fundraising and deployment as they navigate disruptions from the regional conflict.

George Packer / The Atlantic:

A profile of David Sacks, the White House's AI and crypto adviser since December 2024, who is ruthlessly devoted to self-interest and helped pass the GENIUS Act — How David Sacks and the new tech right went full MAGA and captured Washington — the courtship between Silicon Valley and MAGA …

Tom Warren / The Verge:

Sources: in a reshuffle, LinkedIn CEO Ryan Roslansky will lead Microsoft's new Work Experiences Group, including Teams, after 35-year veteran Rajesh Jha retired — The departure of veteran executive Rajesh Jha has triggered big organizational changes inside Microsoft.

Katie Tarasov / CNBC:

Corning and Nvidia partner to open three advanced manufacturing plants in North Carolina and Texas dedicated to optical tech, boosting Corning's US capacity 10x — Nvidia, the chipmaker at the center of the artificial intelligence boom, is partnering with glassmaker Corning for three …

Nat Rubio-Licht / The Deep View:

OpenAI partners with Microsoft, AMD, Broadcom, Nvidia, and Intel researchers to detail the Multipath Reliable Connection (MRC) protocol to help scale compute — OpenAI is getting creative to deal with the industry's imminent compute crunch. … The protocol, which has been in the works for two years …

Nicholas G. Miller / Wall Street Journal:

Instacart reports Q1 revenue up 14% YoY to $1.02B, above $1.01B est., GTV up 13% YoY to $10.3B, and orders up 10% YoY to 91.2M, as users focus on affordability — First-quarter revenue rose 14% to $1.02 billion — Instacart reported higher first-quarter revenue and said consumers …

Dina Bass / Bloomberg:

Crypto miner Hut 8 signs a lease worth $9.8B+ over 15 years to provide computing power to a “high-investment-grade company” at its Nueces County, Texas campus — Hut 8 Corp., a cryptocurrency miner that is shifting to developing artificial intelligence data center capacity …

Financial Times:

Uber reports Q1 revenue up 14% YoY to $13.2B, below $13.3B est., Gross Bookings up 25% YoY to $53.7B, trips up 20% YoY to 3.6B, and a $1B revenue UK tax law hit — Ride-hailing company posts weaker than expected first-quarter revenues but issues optimistic outlook

Debby Wu / Bloomberg:

Document: SpaceX proposes a $55B investment to build a Terafab chip facility in Grimes County, Texas, with potential total capital expenditures reaching $119B — Elon Musk's SpaceX is proposing to spend $55 billion to begin construction of a new semiconductor production facility in Texas …

Anna Heim / TechCrunch:

Finnish AI lab QuTwo, led by ex-AMD Silo AI CEO Peter Sarlin, raised a €25M angel round at a €325M valuation, and secures $23M in committed partnership revenue — QuTwo, the Finnish AI lab founded by former AMD Silo AI CEO Peter Sarlin, is now valued at €325 million …

Bloomberg:

Sources: Denver-based, Blue Owl Capital-owned Stack Infrastructure is considering selling all or some of its Asia data center operations in an up to $30B deal — Stack Infrastructure Inc., a data center company owned by Blue Owl Capital, is considering options including a sale of its Asia operations …

Financial Times:

DefiLlama: investors pulled ~$14B from the DeFi sector after North Korea-linked hackers stole $290M from Aave in April, weeks after stealing $280M from Drift — DeFi was once touted as the future of finance but traders have grown concerned over the security of these projects

Todd Feathers / Wired:

A medical student reverse-engineered AI tools used by medical colleges on suspicion they were filtering his applications, highlighting AI-driven hiring concerns — Armed with some Python and a white-hot sense of injustice, one medical student spent six months trying to figure out whether an algorithm trashed his job application.

Financial Times:

Sources: the Big Fund, China's biggest state-backed chip investment fund, is seeking to lead an investment in DeepSeek that could value the AI company at ~$45B — Value soars in ongoing fundraising discussions as investors including Tencent seek slice of AI lab

Emil Ryd / @emilaryd:

Study: using weaker AI models to supervise a more capable model could prevent the stronger model from deliberately underperforming on benchmarks and evaluations — New paper from MATS, Redwood, and Anthropic! If a capable model is strategically sandbagging, can we train it to stop when the only supervision we have comes from weaker models? We find that we can! Work done as part of the Anthropic-Redwood MATS stream. [image]

Financial Times:

The delayed IPO of Visma, an accounting software company valued at €19B, amid SaaSpocalypse fears, is a major setback for PE parent Hg, a software buyout giant — Delayed IPO of €19bn software group Visma was meant to be a crowning moment for PE group Hg — and London

💧 TolariaTolaria is a desktop app for macOS, Windows, and Linux for managing markdown knowledge bases.

WalkthroughsYou can find some Loom walkthroughs below — they are short and to the point:Principles📑 Files-first — Your notes are plain markdown files.

— Your notes are plain markdown files.

🔬 Open source — Tolaria is free and open source.

Open source and local setupTolaria is open source and built with Tauri, React, and TypeScript.

Awesome Codex SkillsA curated list of practical Codex skills for automating workflows across the Codex CLI and API.

ContentsWhat Are Codex Skills?

Codex skills are modular instruction bundles that tell Codex how to execute a task the way you want it done.

unslop - External repo: CLI and MCP server that removes AI writing patterns from text: tricolons, em-dash overuse, hedging stacks, and sycophancy openers.

Join the CommunityJoin our Discord - Chat with other developers building Codex skills.

pip install maigret maigret YOUR_USERNAMENo install?

Cloud ShellsRun Maigret in the browser via cloud shells or Jupyter notebooks:Local installation (pip)# install from pypi pip3 install maigret # usage maigret usernameFrom source# or clone and install manually git clone https://github.com/soxoj/maigret && cd maigret # build and install pip3 install .

UsageExamples# make HTML, PDF, and Xmind8 reports maigret user --html maigret user --pdf maigret user --xmind # Output not compatible with xmind 2022+ # machine-readable exports maigret user --json ndjson # newline-delimited JSON (also: --json simple) maigret user --csv maigret user --txt maigret user --graph # interactive D3 graph (HTML) # se…

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

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

screenshot () await sb .

click ( 100 , 200 ) await sb .

) await sb .

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

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

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

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

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

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

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

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Reload to refresh your session.

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

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

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

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

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

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

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

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

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

llm_…

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Color IntelligenceColor Harmony ExplorerDrag the wheel to any color and discover which hues master painters paired with it — drawn from thousands of real artworks.

Cognitive Debt Hurts Developers, Not Just the SoftwareTechnical debt lives in the code.

Cognitive debt lives in people.

Cognitive Debt, Like Technical Debt, Must Be RepaidMartin Fowler notes that, like technical debt, cognitive debt must eventually be repaid.

“This Is Just Engineering”, But Incentives Are ChangingSeveral commenters, including Michael Würsch, argue that cognitive debt reflects a failure of good engineering discipline.

As AI is adopted by startups and large companies, the question becomes how teams will manage cognitive debt.

Lately, this blog has featured a lot of writing about agentic coding.

I’ve been keeping a running list of tips for agentic coding: guidelines or rules one might give to someone just getting started with Codex, Claude Code, Pi, or any other agent.

Below is my current list: 10 Lessons for Agentic Coding.

Of course, you want to iterate and compound your efforts, but cheap code means you can reconnoiter and reinvent in ways you never could.

Agentic code is “free as in puppies.” Support isn’t cheap and neither is security.

Hand‑drawn QR codes Seth Larson @ 2025-07-01I really like QR codes.

The smallest QR code (besides micro QR codes) is "version 1" which uses 21x21 pixels.

Version 1 QR codes can hold URLs up to 17 bytes long using the lowest data quality setting.

TIL that the "alphanumeric" character set for QR codes actually contains symbols for URLs like : and / .

Scanning the QR code was quite finicky because the paper was curling up off the flat surface.

Three Inverse Laws of AIBy Susam Pal on 12 Jan 2026IntroductionSince the launch of ChatGPT in November 2022, generative artificial intelligence (AI) chatbot services have become increasingly sophisticated and popular.

I will call them the Inverse Laws of Robotics.

But the particular ways in which they fail for fictional robots do not necessarily carry over to these inverse laws for humans.

However, these inverse laws are meant to guide the judgement and conduct of humans.

Inverse Laws of RoboticsHere are the three inverse laws of robotics:Humans must not anthropomorphise AI systems.

What You'll BuildA working GPT model trained from scratch on your MacBook, capable of generating Shakespeare-like text.

By the end, you'll have a working model.py , train.py , and generate.py that you wrote yourself.

Tokenization: Characters vs BPEThis workshop uses character-level tokenization on Shakespeare.

BPE tokenization (GPT-2's 50k vocab) doesn't work on small datasets — most token bigrams are too rare for the model to learn patterns from.

Tokenizer Vocab Size Dataset Size Needed Character-level ~65 Small (Shakespeare, ~1MB) BPE (tiktoken) 50,257 Large (TinyStories+, 100MB+)Part 5 covers switching to BPE for larger datasets.

Are people using AI, or is the organization learning from it?

In Making AI Work: Leadership, Lab, and Crowd, he makes the point that individual productivity gains from AI do not automatically become organizational gains.

The “messy middle” of AI adoption starts when AI use is everywhere, uneven, partially hidden, difficult to compare, and not yet connected to organizational learning.

But the interesting AI work does not wait for the next community meeting.

The useful question can’t be “who uses AI enough?” but: where did AI change the work in a way the organization can learn from?

Short answer: yes—plain Docker Compose can still run real production workloads in 2026, but only if you handle the operational gaps it leaves yourself.

Docker Compose Orphan Containers and --remove-orphansRemove a service from docker-compose.yaml , run docker compose up -d , and the container you removed keeps running.

docker compose ps will not show it, because Compose only lists what is in the current file.

The fix is one flag:Terminal window docker compose up -d --remove-orphans docker compose down --remove-orphansThe flag tells Compose: any container that was once part of this project but is no longer in the file should be removed.

Updating Docker Compose Deployments Across Customer H…

Agent Skills is my attempt to make them not optional.

Review ( /review ) catches what slipped through.

Google’s testing philosophy is explicit that test code should read like a specification even at the cost of some duplication.

Google’s testing philosophy is explicit that test code should read like a specification even at the cost of some duplication.

This applies as much to onboarding guides and runbooks as it does to agent skills.

Google Chrome is reaching into users' machines and writing a 4 GB on-device AI model file to disk without asking.

There is no checkbox in Chrome Settings labelled "download a 4 GB AI model".

The temp directory is com.google.Chrome.chrome_chrome_Unpacker_BeginUnzipping.5xzqPo - that prefix com.google.Chrome.chrome_chrome_* is the bundle ID and subprocess naming convention Google Chrome itself uses.

Google installs Chrome, then writes a 4 GB AI model under the user's profile directory without authorisation.

"Chrome would like to download a 4 GB AI model file to your device to power the following features.

“I think we will be there in three to six months, where AI is writing 90% of the code.

And then, in 12 months, we may be in a world where AI is writing essentially all of the code,” Amodei said at a Council of Foreign Relations event on Monday.

I’d marked this one on my claim chowder calendar a year ago, suspecting it would make for a laugh today.

It may well be true that 90 percent of the lines of programming code that are written today, Friday 13 March 2026, will have been generated by AI.

But there might be 10× more code generated by AI than is written by people today.

Methodology & DatasetsWe study how LLMs distort meaning in our written language in three datasets.

Human User Study: To understand how humans use LLMs while writing, we conduct a human user study, with 55 users enabled to use the LLM and 45 without access to the LLM.

ArgRewrite-v2: Using a dataset of 86 human-written essays collected in 2021 — before the widespread release of LLMs — we prompted three production LLMs (gpt-5-mini, gemini-2.5-flash, claude-haiku) to edit essays across five revision types: general revision, minimal edits, grammar edits, completion, and expansion.

ICLR 2026 Review Analysis: We analyze 18k peer reviews from ICLR 2026, selecting papers with one entirely human-writ…

Fe₂O₃, the application layer in Rust, sitting on a small shared TUI library called crust.

The vim lineLet me get a bit sentimental about vim, because vim was the one I thought I’d never replace.

I don’t think this is a story about AI or about Rust specifically.

What I want to do is show one specific thing: it is now genuinely feasible to make a desktop computing environment that fits one person.

You probably won’t replace your whole desktop.

A Senior Engineer losing their coding edge and becoming "rusty" over time as they move into managerial roles and practice coding less is not a new phenomenon.

This is the contradiction that has many AI boosters talking out of both sides of their mouths: The use of coding agents is actively diminishing the very skills needed to effectively manage the coding agents.

If your entire team is using agentic coding as the default, your expense account will need to remain highly nimble.

What I am advocating for, though, is leveraging LLMs and coding agents as secondary processes.

Despite the countless failed attempts at trying to democratize coding while not understanding coding, we're faced with th…

The State of MicroVM Isolation in 2026 Your Container Is Not a Sandbox The microVM ecosystem was battle-tested long before agentic AI created the demand.

Container vs. MicroVM Isolation Container Host Kernel shared Namespaces ns Cgroups v2 cgroup Seccomp-bpf filter Your Code pid 1 MicroVM Host Kernel + KVM hw VMM (userspace) hw Guest Kernel isolated Container Runtime optional Your Code pid 1 Hover over any layer to see what it actually does.

After Firecracker came Cloud Hypervisor, libkrun, Dragonball Sandbox, and others.

Vercel Sandbox Firecracker Firecracker microVMs on Amazon Linux 2023.

Your container is not a sandbox because it was never designed to be one.

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

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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.

We tested and compared the best 40-inch class TVs from brands like Samsung, Hisense, and more to help you find the right fit for your space.

Also: I'm a tech professional, and an AI job scam almost fooled me - here's how I caught onThe game has changed.

Most of us have come across suspicious job listings, but how do you tell the difference between real and scam posts?

These are the red flags that may indicate a job is fake:Too good to be true : It's advice we've heard since we were children, and it holds true for job scams.

: It's advice we've heard since we were children, and it holds true for job scams.

: Recruiters are being impersonated in today's job scams, and so you may not be talking to who you think you are.

As soon as I logged in, I knew that this version of the OS was an important step for the world of Linux gaming.

The Bazzite installationI can't even begin to tell you how many times I've installed Linux.

Screenshot by Jack Wallen/ZDNETI've never seen that before on a Linux installation.

Screenshot by Jack Wallen/ZDNETIn other words, Bazzite is taking Linux gaming seriously.

Who is the latest Bazzite for?

Ah, Fedora Linux.

Fedora 44 falls somewhere in between, while at the same time taking Linux to new heights.

On Fedora 44, GNOME 50 is lightning fast and steady.

Graphics improvementsThis is one area where Fedora 44 really jumps ahead.

Fedora 44 is a thing of simplistic beauty that should please users of all types.

ZDNET's key takeawaysGoogle appears to be ditching its Pixel thermometer feature.

Leaks show a "Pixel Glow" feature taking its place.

Google introduced a temperature sensor and built-in thermometer app into the Pixel 8 Pro in 2023.

According to the leaks, Pixel Glow will be taking the temperature sensor's place on the phone's iconic camera bump.

Since Pixel phones now have always-on displays, I wonder if Google couldn't set a certain part of the front-facing screen to flash certain colors depending on notifications and accomplish the same thing.

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.

A new survey found that kids find it easy to bypass age checks, despite a rise in age verification laws around the world.

The new Paper Pure is lighter and faster than the reMarkable 2, which is going to be retired six years since its launch.

QyTw0, the Finnish AI lab founded by former AMD Silo AI CEO Peter Sarlin, is now valued at €325 million (approximately $380 million) after raising a €25 million angel round ($29 million). It's a sign of enduring tailwinds for AI, quantum computing, and sovereign tech, especially for Europe-made companies.

Wonder wants to turn its robotic kitchens into AI-powered “restaurant factories,” letting anyone spin up a virtual food brand with a prompt.

The Silicon Valley AV startup has not started driverless testing yet.

Atmospheric carbon dioxide hit a new record in April, averaging about 431 parts per million at NOAA's Mauna Loa Observatory. That's up from under 320 ppm when the site began measurements in 1958. Scientific American reports: Greenhouse gases, such as carbon dioxide, are measured as a proportion of the total atmosphere. The numbers are presented as the number of molecules of a particular gas out of a million total molecules, or ppm. Climate scientist Zachary Labe of Climate Central, a nonprofit that researches climate change, says the new record is "depressing" but not unexpected. "It's just another sign that carbon dioxide continues to increase in our atmosphere as our planet continues to w…

An anonymous reader quotes a report from CNBC: OpenAI President Greg Brockman concluded his testimony on Tuesday, where he largely rebutted Elon Musk's account of the early years of the startup and negotiations that occurred at the company. Brockman testified that he never made any commitments to Musk about the company's corporate structure, and he never heard anyone else make them. He emphasized that OpenAI is still governed by a nonprofit. "This entity remains a nonprofit," Brockman said, referring to the OpenAI foundation. "It is the best-resourced nonprofit in the world." [...] Brockman, who spoke from the witness stand in federal court in Oakland, California, over the course of two day…

Apple has agreed to a proposed $250 million settlement over claims that it misled iPhone buyers about the availability of Apple Intelligence and its upgraded Siri features. The settlement would cover U.S. buyers of the iPhone 16 lineup and iPhone 15 Pro models between June 10, 2024, and March 29, 2025. The Verge reports: The settlement will resolve a 2025 lawsuit, alleging Apple's advertisements created a "clear and reasonable consumer expectation" that Apple Intelligence features would be available with the launch of the iPhone 16. The lawsuit claimed Apple's products "offered a significantly limited or entirely absent version of Apple Intelligence, misleading consumers about its actual ut…

Coinbase is laying off about 700 workers, or 14% of its workforce, as CEO Brian Armstrong says the company is restructuring to become "lean, fast, and AI-native." Engadget reports: Armstrong claimed he'd seen engineers "use AI to ship in days what used to take a team weeks" and that non-technical teams in the company are "shipping production code," while Coinbase is automating many of its workflows. "All of this has led us to an inflection point, not just for Coinbase, but for every company," Armstrong wrote. "The biggest risk now is not taking action. We are adjusting early and deliberately to rebuild Coinbase to be lean, fast and AI-native. We need to return to the speed and focus of our …

An anonymous reader quotes a report from Wired: Employees at Google DeepMind in London have voted to unionize as part of a bid to block the AI lab from providing its technology to the US and Israeli militaries. In a letter addressed to Google's managing director for the UK and Ireland, Debbie Weinstein, the workers asked the company to recognize the Communication Workers Union and Unite the Union as joint representatives for DeepMind employees. "Fundamentally, the push for unionization is about holding Google to its own ethical standards on AI, how they monetize it, what the products do, and who they work with," John Chadfield, national officer for technology at the CWU, tells WIRED. "Throu…

Gartner says some VMware customers may find it cheaper to move certain Linux VM workloads to IBM mainframes than to adopt Broadcom's new VMware licensing, especially for fleets of hundreds of Linux VMs and mission-critical apps needing long-term stability. The Register reports: Speaking to The Register to discuss the analyst firm's mid-April publication, "The State of the IBM Mainframe in 2026," [Gartner Vice President Analyst Alessandro Galimberti] said some buyers in many fields are comparing mainframes to modern environments and deciding Big Blue's big iron comes out ahead. "I can build a multi-region cloud application, but things like data synchronization and high availability are thing…

A new Internet Matters survey suggests the UK's Online Safety Act age checks are easy for many children to bypass. Reported workarounds include fake birthdays, borrowed IDs, video game characters, and even drawing on a fake mustache. The Register reports: The group surveyed over 1,000 UK children and their parents, and while it did report some positive effects from changes made under the OSA, many children saw age verification as an easy-to-bypass hurdle rather than something that kept them genuinely safe. A full 46 percent of children even said that age checks were easy to bypass, while just 17 percent said that they were difficult to fool. The methods kids use to fool age gates vary, but …

An anonymous reader quotes a report from TechCrunch: A severe security vulnerability affecting almost every version of the Linux operating system has caught defenders off-guard and scrambling to patch after security researchers publicly released exploit code that allows attackers to take complete control of vulnerable systems. The U.S. government says the bug, dubbed "CopyFail," is now being exploited in the wild, meaning it's being actively used in malicious hacking campaigns. [...] Given the risk to the federal enterprise network, U.S. cybersecurity agency CISA has ordered all civilian federal agencies to patch any affected systems by May 15. Read more of this story at Slashdot.

The Academy has clarified that only human-performed acting and human-authored writing are eligible for Oscar nominations. The Oscars will not ban AI tools broadly, but says it will judge films based on the degree to which humans remain central to the creative work. The BBC reports: The Academy of Motion Picture Arts and Sciences [...], which controls the US film industry's most prestigious award, on Friday issued updated rules for what kind of work in movies and documentaries would be considered eligible for an Oscar as the use of artificial intelligence (AI) technology grows. In updated eligibility requirements, the Academy specified that only acting "demonstrably performed by humans" and …

Longtime Slashdot reader UnknowingFool writes: On April 15, 2026, a Microsoft employee made a change to Visual Studio Code and pushed it within 8 hours without review, notification, or documentation. The change added "Co-authored-by: Copilot" by default to the end of commit messages in Git when Copilot was used in creating the code. However, the implementation was bugged, and the message was added to every commit regardless if Copilot was used or disabled. Since this message was automatically added to the end of commit messages, users were not aware of it as the UI does not show this addition when making commits. The change as been reverted as of May 3, but not before 1.4 million commits we…

An anonymous reader quotes a report from Ars Technica, written by Andrew Cunningham: As its name implies, the venerable Notepad++ text editor began as a more capable version of the classic Windows Notepad, with features such as line numbering and syntax highlighting. It was created in 2003 by Don Ho, who continues to be its primary author and maintainer, and it has been a Windows-exclusive app throughout its existence (older Notepad++ versions support OSes as old as Windows 95; the current version officially supports everything going back to Windows 7). I'm not a devoted user of the app, but I was aware of its history, which is why I was surprised to see news of a "Notepad++ for Mac" port m…

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…

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…

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Spent the weekend making this. I have noticed people using AI really poorly, which was the actual catalyst for me to build this. They're asking bad questions, completely convinced by the answers they get, though ChatGPT clearly says, "ChatGPT can make mistakes." A Wharton study just found that when AI gives wrong answers, people follow it ~80% of the time — performing worse than having no AI at all. High-trust users had 3.5× greater odds of accepting faulty answers. The authors call it "cognitive surrender." Wrong answers delivered in flawless prose get accepted. So I built Prompt Screener. It intercepts your prompt before you hit send and flags patterns that tend to produce one-sided respo…

Posting this for anyone debating whether their weekend project is worth finishing. In March 2022, when Wordle was peak hype, I (dev and movie nerd from Budapest) thought "Wordle but for actors." Spent 3 days hacking it together and shipped actorle.com. Launch went badly. I posted on Reddit and a few forums. Two of the top comments were "insanely hard to win" and "literally unplayable", the second one because I'd forgotten to add John Hurt to the database. I almost killed the project that weekend. Then a tiny British humor site (b3ta.com) put it in their newsletter and that became my first stable user base. Real growth came when I added a "share your score on Twitter" button. That turned out…

LLM Wiki + NotebookLM, in one closed-loop Proactive AI Discussion | Link

Create, manage, and measure your ChatGPT ad campaigns Discussion | Link

AI powered accessibility compliance for teams who ship fast Discussion | Link

Open-Source Brain For Your Team Discussion | Link

The first truly agentic AI sidebar for Google Workspace™ Discussion | Link

Exit tax-free using Trusts. For startup founders. Discussion | Link

Turn Once UI into a $10k agency Discussion | Link

From screen to polished video in minutes Discussion | Link

AI agents built directly into Unity workflows Discussion | Link

Steam Input, now in controller form Discussion | Link

No one likes waiting in a damn line. Discussion | Link

Your documents. AI ready. Discussion | Link

macOS agent that turns prompts into automated clicks Discussion | Link

Learn and master breathwork with guided breathing exercises Discussion | Link

Turn your voice and screen into shareable videos instantly. Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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With this acquisition, Laka aims to boost its presence in the UK bike dealer market.

Tobias Taupitz, CEO and co-founder of Laka, said, “This acquisition is a key milestone in our bike dealer strategy – and a clear signal that our M&A pipeline is now moving.

Laka’s main offering is collective-driven insurance, with its flagship product being bike, e-bike and e-cargo bike insurance, alongside other products such as personal liability, health and recovery, and solutions for commercial partners.

It follows the integration of three prior acquisitions: French e-bike insurance broker Cylantro (2023), CoverCloud’s UK bike insurance renewal rights (2024), and Luko’s e-scooter portfolio, acquired fro…

The company states that its software simulates 82 distinct waste materials through real separation equipment, compressing design cycles from roughly four months to a matter of days.

The company’s two main services are Humara Design and Humara Operate.

Humara Design focuses on physics-based plant design, providing features like mass balance, equipment sizing, scenario comparison, and deliverables that can be exported, all tailored for engineering teams.

We believe this team will set the operating standard for waste plants across Europe and beyond.”With the new funding, the company aims to expand Humara Design into more European and Latin American markets and waste streams.

It will also roll …

Davis, a Paris-based AI-native real estate company accelerating early-stage development and architectural design, today announced a €4.6 million ($5.5 million) pre-Seed round.

Alongside the funding, the company is also introducing Gaudi-1, its first model for generating architectural designs under real-world constraints.

“At the core of Davis’ technology is a new approach to generative modelling for the built environment.

The French startup is also introducing Gaudi-1, its first proprietary model for automated architectural generation under regulatory constraints.

It is also planning to expand research, accelerate hiring and continue to verticalise the real estate process.

QuantWare, a Delft-based industrial quantum processor company, today announced a €152 million ($178 million) Series B round following the announcement of VIO-40K, a quantum processor architecture for 10,000 qubits, 100x larger than the state of the art today.

This allegedly marks the largest private round raised by a dedicated quantum processor company to date.

“In superconducting quantum computing, scale is increasingly constrained by routing, packaging, and manufacturability – not just qubit design,” says Kike Miralles, Intel Capital.

Its proprietary VIO technology – a modular Quantum Processor Architecture – allows the creation of the world’s most powerful quantum processors that provide…

WaiV Robotics, a British maritime autonomous infrastructure developer, has raised €6.4 million ($7.5 million) in Seed funding as it emerges from stealth in order to introduce their fully automatic landing and takeoff platform designed to enable reliable VTOL (vertical take-off and landing) drone operations even in high sea states.

“For drones to become a reliable part of offshore operations, the missing piece isn’t the aircraft, it’s the infrastructure around it,” says Johnny Carni, Founder and CEO of WaiV Robotics.

WaiV Robotics’ Seed round sits within a 2026 dataset showing continued funding for European drone, robotics, autonomy and unmanned-systems companies, spanning maritime operation…

Lithosquare, a Paris-based startup that deploys Geology AI and geologist-led intelligence to amplify and accelerate the discovery of transition-critical minerals, has raised €21.3 million ($25 million) in fresh funding.

The company “radically” accelerates mineral exploration by combining foundational AI, geological expertise, and real-world data.

Mineral exploration today is still slow, highly manual, and has low success rates.

Unlike existing AI tools that apply pattern-recognition models to geological data, the platform leverages a deep understanding of metal deposit formation.

Lithosquare is not solving a niche geology problem: it’s removing a supply constraint that affects every sector …

profitize, a South Tyrolean startup offering an AI-powered financial planning and analysis platform for the hospitality industry, has closed a €1.4 million Seed funding round to expand its technology and enter new European markets.

“The hospitality industry works with enormous volumes of data, but often without the means to turn that data into informed decisions.

Headquartered in Bolzano, South Tyrol (Italy), profitize was founded in 2024 by Simon Falkensteiner and Michael Gorfer.

The platform integrates financial data from PMS, POS, accounting, HR, banking, and energy providers into a single interface.

Labour costs are rising, energy prices remain elevated, and there is less room for furth…

“Quantum computing is transitioning from a research-driven technology to an industrially usable infrastructure.

According to the company, for more than 20 years, researchers have been trying to develop scalable quantum computers that take advantage of quantum effects.

Thereby providing a path toward scalable quantum computers.

“Quantum computing is entering a crucial phase of industrialisation.

It employs more than 100 people and partners with leading European research and computing centres to advance the industrial use of quantum computing.

Elastics, a Warsaw-based startup building AI agents for prediction markets, has raised €1.7 million (€2 million) in oversubscribed pre-Seed funding to hire AI and quantitative talent in Poland. The funding round was led by French VC Frst, with participation from angels including Mati Staniszewski (co-founder and CEO of ElevenLabs), Piotr Dabkowski co-founder and CTO of […]

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Barocal, a Cambridge University spin-out commercialising efficient, refrigerant-gas-free cooling and heating technology, has raised a €8.5 million ($10 million) Seed round to accelerate development and scale its engineering team ahead of commercial deployment. Investors in the round included World Fund, Breakthrough Energy Discovery, Cambridge Enterprise Ventures and IP Group. The team will use the new […]

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Dutch defence technology company Intelic has launched Intelic BASE, a new procurement hub designed to help Ministries of Defence across Europe identify, compare, and deploy European unmanned systems more quickly. The platform aims to strengthen European defence sovereignty by giving governments clearer access to mission-ready drones and other unmanned technologies from across the continent. At […]

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Ekiden, a Lisbon-based startup building blockchain-based trading infrastructure for professional and institutional users, has closed a €1.7 million ($2 million) Seed round at a €17 million ($20 million) valuation. The round included investors associated with GSR, Pyth, Aptos, LayerZero, Cube Exchange, Avail, and Chorus One, alongside Unicorn Factory Ventures and P2 Ventures. Vitali Dervoed, founder […]

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A-Cube, a Milan startup specialising in automated digital tax compliance, has secured a €4 million investment round to support product expansion, developing solutions adjacent to digital tax reporting, and integrate AI models into its platform. The funding was led by P101 SGR, with participation from Sella Direct Ventures. “Global taxation is undergoing a radical shift, […]

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Trentino-based Smartness announced the closing of a €47 million Series B round, including primary and secondary equity as well as a debt component, in the largest round ever completed in Italy for a vertical SaaS company. The round was led by United Ventures and CDP Venture Capital, with participation from existing investor Partech, which also […]

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A Finnish AI startup, co-founded by an executive whose last startup was sold to US semiconductor giant AMD, has raised €25m in an angel round, giving it a €325m valuation, just months after its launch.

Helsinki-based Qutwo was co-founded by Peter Sarlin, whose last startup Silo AI was sold to AMD for $665m in 2024.

Qutwo is building a software platform called Qutwo OS that, it says, helps companies get more out of AI, as quantum computing develops.

Qutwo was founded by Sarlin, Kaj-Mikael Björk, Sarlin’s co-founder at Silo AI, and Kuan Yen Tan, co-founder at Finnish quantum outfit IQM.

Sarlin’s previous startup Slio AI was sold to AMD for $665m in 2024.

Antwerp-based social-impact startup Maurice & Nora has raised €1 million in funding to accelerate its growth and expand its platform for non-medical in-home assistance.

The company connects families and seniors with students to provide flexible, non-medical support for everyday tasks.

Matching is handled through a proprietary digital platform that uses AI to connect supply and demand more efficiently.

In addition to supporting families and seniors, Maurice & Nora also provides flexible and socially meaningful job opportunities for students, enabling them to contribute financially while making a local impact.

Looking ahead, the company plans to expand its team and scale operations, with long…

Renaissance Philanthropy, a nonprofit focused on accelerating scientific and technological breakthroughs by connecting philanthropists, researchers, and innovators, has mobilised more than $533 million in funding within its first two years.

Based in the United States, the organisation has also established a growing presence in Europe through partnerships with innovation agencies and research organisations, particularly in the UK and Germany.

We’re building the infrastructure to connect capital, talent, and ideas at the pace this moment demands,said Tom Kalil, CEO at Renaissance Philanthropy.

Founded to address a gap between available capital and its effective deployment, Renaissance Philant…

Paris-based Davis has raised $5.5 million in a pre-seed funding round to accelerate its approach to early-stage real estate development and architectural design.

Founded by Mehdi Rais and Amine Chraibi, Davis is developing a platform designed to streamline early-stage real estate processes.

Real estate development remains a large but traditionally slow-moving industry, with early-stage workflows often fragmented and reliant on legacy tools.

Real estate is one of the world’s largest asset classes, yet some of its most important workflows still move at a pace that no longer makes sense.

We started Davis to set a new time standard for real estate development and ultimately to reshape how citie…

AI-powered fleet safety and performance solutions provider Netradyne has acquired Moove Connected Mobility, a German-founded fleet intelligence and connected mobility company.

Following the acquisition, Moove will become part of Netradyne Europe, serving as a central operating hub for regional sales, customer engagement, partnerships, and market development.

“Europe is a critical pillar of our global strategy,” said Avneesh Agrawal, CEO and co‑founder of Netradyne.

Together, the combined teams will focus on delivering practical, intelligent solutions that help fleet operators improve safety outcomes, enhance driver performance, and gain consistent operational insights.

The acquisition also …

The quantum processor company QuantWare has raised €152 million in a Series B funding round to support the development and scaling of its technology.

The announcement follows the introduction of its VIO-40K™ architecture, designed to enable quantum processors with significantly higher qubit capacity than current systems.

The company develops modular quantum processors based on its proprietary VIO™ architecture, which enables scalable and energy-efficient system design.

The promise of quantum computing can only be realised once it can be manufactured and deployed at scale.

This includes advancing its VIO™ architecture and supporting the build-out of KiloFab, with the broader goal of accelera…

One of the UK’s most hyped AI startups today said it added Nvidia, BlackRock and film stars Jamie Foxx and Eva Longoria to its investment roster, as it also announced it has completed its second employee secondary share sale in less than a year.

The startup, which is backed by Sequoia and Andreessen Horowitz, said today it had completed the third close of its Series D funding round.

The startup announced its $500m Series D in February this year, valuing it at $11bn.

Shaw and Schroders, along with enterprises like the VC arm of Nvidia, NVentures, which was already known, and Santander, ElevenLabs said.

It sells products to help businesses deploy voice and chat agents, with its clients includ…

London-founded Corvera, an agentic supply chain management platform backed by Y Combinator, today announces it has raised $4.2 million (£3 million) in Seed funding to accelerate its expansion and automate end-to-end operational workflows for consumer packaged goods (CPG) brands.

After witnessing agentic developments across other industries, Corvera was founded to empower CPG brands whose workflows remain manual, fragmented, and inefficient.

The platform solves these issues by sitting on top of existing solutions and ERP systems, giving AI agents the autonomy to execute tasks that would otherwise be performed by humans.

By offloading responsibilities to agents, brands can spend more time bui…

Monzo, the UK digital bank, is to launch in Spain, ramping up its European expansion plans, following its exit from the US market.

The move into Spain marks Monzo’s second EU market, following its launch in Ireland, which is Monzo’s EU headquarters, where it launched in April, with “thousands of customers on its waitlist”, it said.

Monzo’s European licence means it can hold customer deposits, opening the door to income streams such as loans and mortgages.

In Spain, Monzo, which exited the US market earlier this year, will go up against Santander-owned Openbank, Revolut and N26 as digital bank rivals.

Sierra said: “I’m delighted to be joining Monzo at such an exciting time as we bring a new …

Getaround Europe and GoMore have merged their European operations, forming the largest peer-to-peer carsharing network at scale across Europe.

The transaction follows Getaround Inc.'s decision to sell its European operations, thereby consolidating European carsharing under a strong, locally governed group.

Getaround Europe, based in Paris, is the market leader in France and firmly established across Western Europe, including Germany, Belgium, Spain, Norway and Austria, building on the legacy of Drivy and Nabobil, both acquired in 2019.

With this merger, the companies aim to accelerate the transition towards more sustainable car use and to demonstrate that Europe can lead the next chapter of…

Warsaw-based startup Elastics has raised $2 million in an oversubscribed pre-seed funding round to develop its AI-powered infrastructure for quantitative trading.

The company is building what it describes as an AI-native operating system for prediction markets, a segment of finance that is gaining increasing attention.

Its technology enables users to interact with markets through natural language, allowing strategies to be defined conversationally and executed automatically.

Interest in prediction markets has grown alongside rising valuations of platforms such as Polymarket and Kalshi, reinforcing their emergence as a distinct asset class.

Over time, Elastics plans to extend its offering be…

Quantum Machines (QM), a provider of hybrid quantum-classical control solutions, today announced the acquisition of Dutch company QHarbor and the opening of a new office in Delft, the Netherlands.

Quantum Machines develops the hardware and software systems that power QM’s Orchestration Platform, a comprehensive solution for real-time control of quantum processors.

The addition of the QHarbor team reflects Quantum Machines’ focus on building a strong presence in Delft by attracting top local talent and by working closely with the broader quantum community.

This expansion builds on Quantum Machines’ growing presence in Europe, with existing operations in Denmark, Germany and France.

Together …

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.