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However, it seems pretty obvious that using AI to perform a task means you don’t learn as much about performing that task.

Some software engineers think this is a decisive argument against the use of AI.

On the other hand, the transition from writing code by hand to using AI is arguably a bigger shift, so who knows?

Until around 2024, the best way to learn how to do software engineering was just doing software engineering.

We may be in the first generation of software engineers in the same position.

Killed by AppleA graveyard of the products, services, and features Apple left behind.

Immigration and Customs Enforcement (ICE) is exploring developing a pair of smart glasses that would “supplement” the agency’s facial recognition Mobile Fortify application, which lets officers scan someone’s face to verify their citizenship, according to a Department of Homeland Security (DHS) official.

Another person who attended a conference where a senior ICE official spoke about the plans also described them to 404 Media.

The smart glasses, if they came to fruition, would be yet another technological escalation in the Trump administration’s mass deportation campaign.

404 Media previously revealed ICE and Customs Border Protection (CBP) were using the internal app Mobile Fortify to scan…

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Every so often I open a PR and see something like this:deployFeature(flag, true, false, true);I run into it more often than I’d like.

I’ve definitely written this before:createUser(user, true, false); // isAdmin, sendWelcomeEmailWhich kind of gives the whole thing away.

And it scales pretty naturally:createUser(user, { isAdmin: true, sendWelcomeEmail: false, skipValidation: true, });Try stretching positional booleans that far without things getting awkward.

Same behavior, much easier to readBefore:fetchData(url, false, true, 3);After:fetchData(url, { useCache: false, retryOnFail: true, retries: 3, });And I’ve seen real calls like this in production code:updateSettings(user, true, false, tru…

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Using AI chatbots for even just 10 minutes may have a shockingly negative impact on people’s ability to think and problem-solve, according to a new study from researchers at Carnegie Mellon, MIT, Oxford, and UCLA.

Some participants were given access to an AI assistant capable of solving the problem autonomously.

The study suggests that widespread use of AI might boost productivity at the expense of developing foundational problem-solving skills.

“The takeaway is not that we should ban AI in education or workplaces,” says Michiel Bakker, an assistant professor at MIT involved with the study.

“We wanted to take these broader concerns about long-term human-AI interaction and study them in a co…

This is despite the firm’s links to serious human rights violations.

Even so, more than 100 major European banks, asset managers, insurers and pension funds increased their combined stake in the company by more than 60% in the last year.

Nearly all of the largest European investors in Palantir analyzed by the investigation claim to support the OECD guidelines.

These require audits and due diligence when investing in companies accused of human rights abuses, especially in conflict zones or areas where artificial intelligence (AI) is used.

When European governments acquire its tools, they aren’t just buying software: they’re surrendering sovereignty.”The company dismisses these controversies …

I work as an AI trainer.

I work for companies with names like Mercor and Outlier and Task-ify and Turing and Handshake and Micro1.

In 2023, Hollywood went on strike, partly to keep the studios from replacing writers and actors with AI.

AI training wasn’t on my radar until a comment in an unofficial Writers Guild of America Facebook group caught my attention.

I was naive enough to believe that this industry wanted what we had to offer—not just our skills, but us.

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AppleSoft BASIC Apple II Peter Schmuckel, Leonard Barshack 1981 MacGUIBAZZ0350 Object C++ port of " the 70's game Colossal Cave Adventure" (apparently, WOOD0350).

Android EC Consulting, Inc. 2009 EC SoftwareCCS__XXX Creative Computing Software's Original Adventure for Atari and TRS-80.

C Amiga David Kinder Amiga: 1996 / Win: 2002 IF ArchiveKIND0430 Amiga port of WOOD0430.

Andrew Plotkin 1996 IF ArchivesPONT0350 French translation of NELS0350 Jean-Luc Pontico 2001 IF ArchiveQUE20350 Quest text adventure builder port of "Adventure (Crowther and Woods).

Wood's port of WOOD043B" to C. C DOS, Amiga Don Woods 1978/1995 Source / DOS / AmigaWOOD043B Aka Adventure 2 or Adventure II.

While I’m there I use my Italian number to create an “anonymous” Google account.

Upon creating my Google account, I immediately enable 2FA via authentication app and YubiKey, and save my recovery codes.

I am able to log into my Google account without SMS verification.

I go back to my country, and keep using my Google account without ever being prompted to verify my number.

Can Google trace the account back to my real identity from the Italian number I used?

A bunch of the findings these AI tools reported were confirmed vulnerabilities and have been published as CVEs.

Steps involved in keeping curl secureMay 6, 2026It was with great anticipation we received the first source code analysis report generated with Mythos.

On average, every single production source code line of curl has been written (and then rewritten) 4.14 times.

Yes, the AI thinks they are confirmed, but the curl security team has a slightly different take.

AI finds existing kinds of errorsIt should be noted that the AI tools find the usual and established kind of errors we already know about.

A small (yet Turing-equivalent) languageThe easiest programming language to implement is a minimalist, higher-order functional programming language known as the lambda calculus.

But, if you don't want to read those, I can convince you that there's more to the lambda calculus than you probably expected with just one program:((λ f . (f f)) (λ f . (f f)))This outwardly benign program is called Omega, and if you try to execute it, it doesn't terminate!

exp] [`(if ,ec ,et ,ef) (if (eval ec env) (eval et env) (eval ef env))] [`(letrec ,binds ,eb) (eval-letrec binds eb env)] [`(let ,binds ,eb) (eval-let binds eb env)] [`(lambda ,vs ,e) `(closure ,exp ,env)] [`(set!

(hash-ref env var) value)) ; ext…

The 80-sec­ond clip above cap­tures a rock­et launch, some­thing of which we’ve all seen footage at one time or anoth­er.

What makes its view­ers call it “the great­est shot in tele­vi­sion” still today, 45 years after it first aired, may take more than one view­ing to notice.

One can only admire Burke’s com­po­sure in dis­cussing such tech­ni­cal mat­ters in a shot that had to be per­fect­ly timed on the first and only take.

Watch it enough times your­self, and you’ll notice that it also pulls off some minor sleight of hand by hav­ing Burke walk from a non-time-sen­si­tive shot into anoth­er with the already-framed rock­et ready for liftoff.

His projects include the Sub­stack newslet­ter B…

adamsreviewMulti-stage code review for Claude Code — parallel sub-agent detection, validation passes, persistent JSON state, and an automated fix loop that re-reviews and reverts regressions before committing.

— inject externally-sourced findings (a Claude Code cloud paste, an Opus once-over, a teammate's note) into the most recent review's artifact.

In practice that means:Clean: review → fix back-to-back, or review → new review on updated codebase (each review's review_started_at excludes the prior one's turns).

review → fix back-to-back, or review → new review on updated codebase (each review's excludes the prior one's turns).

The plugin runtime discovers commands/ , fragments/ , bin/ , a…

Im going back to writing code by hand09 May, 2026IHere is k10s: https://github.com/shvbsle/k10s/tree/archive/go-v0.4.0234 commits.

gvr && m . resourceWatcher != nil { m . resourceWatcher .

creationTimes m . allResources = nil m . allCreationTimes = nil }See the if msg.gvr.Resource == k8s.ResourceNodes && m.fleetView != nil conditional?

ResourcePods { // ... 20 lines to look up selected pod, get name, namespace ... return m , m . commandWithPreflights ( m . execIntoPod ( selectedName , selectedNamespace ), m . requireConnection , ) } if m . currentGVR .

ResourceContainers { // ... container exec logic ... return m , m . commandWithPreflights ( m . execIntoContainer (), m . requireConnection …

That Entity type lives in the main game package!”… So Tom tried to make the world package import the game package, like so:import game ".."Then he went “Oh no!” again.

While working on this big C++ game engine, he already missed a lot of the nice features in Odin.

But at least he’ll get to use the nice C++ namespaces!

A good editor should show the namespace and allow you to fuzzy search using namespace and function name.

The reason I thought that C++ namespaces were good was because I had mostly worked in small C++ projects.

It dawned on me right there and then that I had been seeing a lot of this very phenomenon lately.

But I don’t think sentiment alone explains the scale and persistence of what we’re seeing.

That being said… I don’t think going back is the solution.

I don’t think reverting to dominantly building buildings the way we did 200 years ago is the answer.

I don’t think making Oxygen or a faux-Oxygen the default KDE theme again is the answer either.

A modern feed readerI used to operate a public Nitter instance for half of 2023.

Even for regular blogs, the volume of feed readers can become a problem.

I think feed readers need to adapt to this reality, and find other ways to achieve the same outcome.

Most SaaS feed readers have realized that plain RSS doesn’t work to achieve that purpose, and adapted accordingly.

For self-hosted feed readers, I have no idea how they can adapt.

Running my agents in a VPSI’ve been experimenting with coding harnesses (Claude Code, Codex, Overlay etc) recently.

Run multiple agents, this is a new design space and running multiple agents allows me to see what is common and what is novel with each agent.

My approach is to install the agents on a dedicated VPS and to collaborate via a Git workflow.

Install core dependenciesFirst install git , tmux and curl .

My recovery process for any misbehaviour from my agents is the same, get a fresh VPS.

where I would talk about how Property-Based Testing libraries generate random structures, don't worry, I'll still do that!

Of course, in computer programs, random generation is fake; we use PRNGs (pseudo-random number generators), high-entropy functions of which the relationship between the seed and the generated random number is as arbitrary as possible.

As I've said, I'm also learning about random number generation as I write this post, so I created a visualization.

Random floating-point numbers typically generated via generating a random float in the interval [0.0, 1.0), and scaling the number based on the range.

That is where we can rely on the random float generation:function randomBia…

Web Feeds in 2026: A SurveyA couple of weeks ago, I made a straw-man proposal for a new Web feed autodiscovery mechanism.

Web Feeds are Still a Thing…In the top 500,000 web sites (per Tranco) seen by Common Crawl, the run analyzed 196,598 registrable sites and found 303,790 parseable feeds.

Only 100,643 feeds (33.1% of parsed feeds) had any freshness signal within a 365-day cutoff, and only 67,997 were both fresh and had entries.

17.5% of feeds had HTML feed autodiscovery pointing at them, but those links don’t necessarily lead to higher-quality feeds.

However, only 1.2% (3,571 feeds) have entry-level language information and only 2,527 feeds — 0.8% of parsed feeds — showed multiple entry l…

Exception annotations were introduced in GHC 9.10, and can be an invaluable tool for debugging thorny problems.

BacktracesBefore we look at the general framework for exception annotations, let’s first briefly recap the concept of backtraces, which is GHC’s answer to stack traces in other languages.

This applies transitively: if handlerTop would throw an exception, which would then be caught by some other exception handler, then its backtrace would reflect that top “called” handlerTop “called” that other exception handler.

In the specific case that a is SomeException , this will create a nested SomeException : SomeException (SomeException someOtherException) with two copies of th…

oMLXLLM inference, optimized for your MacContinuous batching and tiered KV caching, managed directly from your menu bar.

I wanted to pin everyday models in memory, auto-swap heavier ones on demand, set context limits - and manage it all from a menu bar.

The Welcome screen guides you through three steps - model directory, server start, and first model download.

CLIomlx serve --model-dir ~ /modelsThe server discovers LLMs, VLMs, embedding models, and rerankers from subdirectories automatically.

or run omlx serve --model-dir /your/path once to persist settings to ~/.omlx/settings.json .

We will look at how to embed the Rye language into a Go app and why its capability model may make it especially suitable for configuration.

Starlark is much more mature, but niche language - Rye is a language in development, but it strives to be a general purpose language.

routes := map [ string ] string {} ps .

CallFunctionArgsN ( fn , ps , ps .

page-title : fn { slug } { slug .replace "-" " " | capitalize }So our config now has custom functions that the parent Go app uses.

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What are you doing this week?

Feel free to share!

Keep in mind it’s OK to do nothing at all, too.

Local AI Needs to be the Norm .

In the last year, Apple has invested heavily here to allow developers to make use of a built-in local AI model easily.

Local AI shines when the model’s job is transforming user-owned data, not acting as a search engine for the universe.

And if you’re building a local first app, this is the difference between “AI as novelty” and “AI as a trustworthy subsystem”.

If you try to use a local model as a replacement for the entire internet, you will be disappointed.

CTech:

Israeli startup Frame Security, which protects organizations from AI-powered social engineering attacks, emerges from stealth with $50M led by Index and others — The Israeli firm aims to modernize security awareness training as AI makes cyberattacks more convincing and scalable.

Jay Peters / The Verge:

Venmo is implementing a major privacy update to set new users' posts to “friends only” by default during onboarding; in 2021, a reporter found Joe Biden's Venmo — As part of a big app redesign, Venmo will change default settings for new users so that posts will be visible only to friends by default.

Bruce Einhorn / Bloomberg:

Cowboy Space, led by Robinhood co-founder Baiju Bhatt to build data centers in orbit, raised a $275M Series B led by Index Ventures at a $2B valuation — A space unicorn started by Baiju Bhatt, the billionaire co-founder of Robinhood Markets Inc., raised $275 million, changed its name …

Reuters:

OpenAI launches the OpenAI Deployment Company with a $4B+ investment to help organizations build and deploy AI systems, and acquires AI consulting firm Tomoro — OpenAI said on Monday it is setting up a new company with more than $4 billion in initial investment to help organizations build …

Dustin Volz / New York Times:

Google's TIG reports the first confirmed instance of “prominent cybercrime threat actors” using AI to find and weaponize a zero-day in a web-based admin tool — The company said that it had identified, for the first time, hackers using artificial intelligence to discover an unknown bug.

Amanda Silberling / TechCrunch:

Discord launches Nitro Rewards, giving Nitro subscribers access to offers from gaming services like Xbox Game Pass and hardware like Logitech G at no extra cost — Discord on Monday unveiled Nitro Rewards, which gives Nitro subscribers access to offers from other gaming and lifestyle brands for no additional cost.

Bloomberg:

Sources: Masayoshi Son has held talks with French President Emmanuel Macron about unveiling a multibillion-dollar AI data center project in the coming weeks — SoftBank Group Corp. founder Masayoshi Son has held talks about unveiling an ambitious French AI data center project …

Sam Tobin / Reuters:

In a two-week UK High Court trial, Shein accuses Temu of “industrial scale” copyright infringement of its photos; Temu says Shein is suing to stifle competition — Online fast-fashion platform Shein accused Temu of copyright infringement “on an industrial scale” …

Carmen Reinicke / Bloomberg:

SEC filing: Cerebras upsizes its IPO to 30M shares at $150-$160 each, up from 28M shares at $115-$125, aiming to raise up to $4.8B at an up to $34.4B valuation — Cerebras Systems Inc. increased the size of its initial public offering, now seeking to raise as much as $4.8 billion …

The Information:

Sources: Kuaishou plans to spin off its Kling AI video unit for an IPO in 2027 and is seeking a $20B valuation in pre-IPO funding talks with potential investors — Chinese social media giant Kuaishou Technology is planning to spin off its Kling AI video business ahead of an initial public offering next year …

Inti Landauro / Reuters:

The European Commission says it is in ongoing discussions with OpenAI and Anthropic to access their latest AI models; OpenAI is “proactively offering” access — The European Commission is in ongoing discussions with U.S. artificial intelligence giants OpenAI and Anthropic, a spokesperson said on Monday.

Jez Corden / Windows Central:

Microsoft's Playground Games accidentally uploads unencrypted pre-load files for Forza Horizon 6 to Steam, leaking the PC version before its release next week — It's a potentially multi-million dollar error. Playground Games uploaded fresh pre-load files to Steam, albeit without encryption.

Tanaya Macheel / CNBC:

Circle raised $222M via the presale of its native Arc token at a $3B valuation; a16z led with a $75M investment, with participation from BlackRock and others — Circle Internet Group has raised $222 million in the presale of Arc, the native token of its new blockchain …

Aisha S Gani / Bloomberg:

Filing: Wise plans to debut on the Nasdaq as WSE, and relist in London for its secondary listing; Wise reports year-to-March net revenue up 19% YoY to $2.5B — Wise Group Plc is making its trading debut in the US with a Nasdaq listing as the financial technology firm tries to take advantage …

Angel Au-Yeung / Wall Street Journal:

Musk v. Altman: profiles of US judge Yvonne Gonzalez Rogers, an Obama-nominated blunt and efficient operator, and Elon Musk's and OpenAI's attorneys — Trial features jurist known for straight talk and lawyers who have worked on milestone cases — In Silicon Valley's trial of the year …

Tugce Ozsoy / Bloomberg:

Turkish mobile gaming startup Grand Games raised a $70M Series B led by Balderton Capital, after raising $30M in 2025, taking its total funding to $103M — Turkish mobile gaming startup Grand Games Oyun ve Yazilim AS raised $70 million in a Series B funding round led by Balderton Capital's Growth Fund …

Gene Maddaus / Variety:

Dua Lipa files a $15M lawsuit against Samsung, alleging that it used her likeness to sell TVs without paying her and without permission starting in 2025 — Dua Lipa has filed a $15 million lawsuit against Samsung, alleging that the electronics manufacturer used her likeness to sell TVs without paying her and without permission.

Sean Keach / The Sun:

TikTok plans to roll out TikTok Ad-Free, a £3.99-per-month subscription for UK accounts aged 18 or older in the coming months, after testing the option in 2023 — You can update your preferences at any time, and it's always possible to switch back to the free version of the app.

Himanshu Anand:

The 90-day vulnerability disclosure policy is dead, as LLMs compress bug finding and exploit development time, and critical issues must be patched immediately — Table of Contents — story 2: 30 minutes from patch to exploit — what the industry needs to do (and I am not sugarcoating this)

Taylor Telford / Financial Times:

Brookings: clerical and administrative workers, 85%+ of whom are women, are among the most exposed to AI-driven displacement and least equipped to navigate it — Female-dominated clerical work is among the most vulnerable to automation, and labour market losses are already being felt

CNBC:

A look at “YouTube whisperers” like Paddy Galloway and Mario Joos, a booming class of advisers that help popular YouTube creators grow their audiences — When wildlife TV personality Forrest Galante sat down for his monthly call with YouTube consultant Paddy Galloway, he received some bad news.

Luke James / Tom's Hardware:

Chinese state media: CAS Cold Atom Technology has built the 200-qubit Hanyuan-2, the world's first dual-core quantum computer, with a core for error correction — Metrics and peer-reviewed papers seem to be lacking. … CAS Cold Atom Technology, a Wuhan-based firm affiliated …

Min-Jeong Lee / Bloomberg:

SoftBank partners with South Korea's Cosmos Lab and DeltaX to mass produce next-gen data center batteries in Japan at the scale of one GWh per year in FY 2027 — SoftBank Group Corp.'s mobile unit said it plans to begin large-scale battery cell manufacturing at its Sakai, Osaka plant to address growing power demand for AI services.

Berber Jin / Wall Street Journal:

Sources: OpenAI facilitated a $6.6B secondary share sale in October 2025 for 600+ current and ex-employees; over 75 people cashed out the maximum cap of $30M — Employees waited two years to sell their shares. Then, the company let them unload $30 million.

Context-Aware Retrieval : Retrieval depends on your full context (e.g., conversation history and domain knowledge), and easily incorporates new context.

🧪 Quick Hands-on🔥 Agentic Vectorless RAG ( latest ) — a simple but complete agentic vectorless RAG example with self-hosted PageIndex, using OpenAI Agents SDK.

Agentic Vectorless RAG: An ExampleFor a simple, end-to-end agentic vectorless RAG example using PageIndex with OpenAI Agents SDK, see examples/agentic_vectorless_rag_demo.py .

Please cite this work as:Mingtian Zhang, Yu Tang and PageIndex Team, "PageIndex: Next-Generation Vectorless, Reasoning-based RAG", PageIndex Blog, Sep 2025.

@article { zhang2025pageindex , author = { Mingtian Z…

const agent = await init ( { model : 'anthropic/claude-sonnet-4-6' } ) ; const session = await agent .

KNOWLEDGE_BASE ) ; const agent = await init ( { sandbox , model : 'openrouter/moonshotai/kimi-k2.6' } ) ; const session = await agent .

const agent = await init ( { sandbox : 'local' , model : 'anthropic/claude-opus-4-7' , } ) ; const session = await agent .

const agent = await init ( { model : 'anthropic/claude-sonnet-4-6' , role : 'coder' } ) ; const session = await agent .

import { Bash , InMemoryFs } from 'just-bash' ; const fs = new InMemoryFs ( ) ; const agent = await init ( { sandbox : ( ) => new Bash ( { fs , cwd : '/workspace' , python : true } ) , model : 'anthropic/claude-sonnet…

IntroductionEnglish | 简体中文TARS* is a Multimodal AI Agent stack, currently shipping two projects: Agent TARS and UI-TARS-desktop:Agent TARS UI-TARS-desktop agent-tars-book-hotel.mp4 computer-use-triple-speed.mp4 Agent TARS is a general multimodal AI Agent stack, it brings the power of GUI Agent and Vision into your terminal, computer, browser and product.

[2025-06-25] We released an Agent TARS Beta and Agent TARS CLI - Introducing Agent TARS Beta, a multimodal AI agent that aims to explore a work form that is closer to human-like task completion through rich multimodal capabilities (such as GUI Agent, Vision) and seamless integration with various real-world tools.

We released an Agent TARS B…

DeepSeek TUI is a coding agent that runs in your terminal.

You can also set it ahead of time:deepseek auth set --provider deepseek # saves to ~/.deepseek/config.toml deepseek auth status # shows the active credential source export DEEPSEEK_API_KEY= " YOUR_KEY " # env var alternative; use ~/.zshenv for non-interactive shells deepseek deepseek doctor # verify setupIf deepseek doctor says the rejected key came from DEEPSEEK_API_KEY , remove the stale export from your shell startup file, open a fresh shell, or run deepseek auth set --provider deepseek .

To rotate or remove a saved key: deepseek auth clear --provider deepseek .

Auto ModeUse deepseek --model auto or /model auto when you want Deep…

InsForge gives your coding agent database, auth, storage, compute, hosting, and AI gateway to ship full-stack apps end-to-end.

Configure primitives: Deploy edge functions, run database migrations, create storage buckets, set up auth providers, and configure other backend resources directly.

SetupYou can run InsForge locally using Docker Compose.

Or run from source:# Run with Docker git clone https://github.com/insforge/insforge.git cd insforge cp .env.example .env docker compose -f docker-compose.prod.yml up2.

Manage them with:docker compose -f docker-compose.prod.yml --env-file .env.project1 -p project1 ps # status docker compose -f docker-compose.prod.yml --env-file .env.project1 -p proje…

Install globally:npm install -g 9router 9router🎉 Dashboard opens at http://localhost:201282.

Connect a FREE provider (no signup needed):Dashboard → Providers → Connect Kiro AI (free Claude unlimited) or OpenCode Free (no auth) → Done!

Think of it as a "savings tracker" showing how much you're saving by using free models or routing through 9Router!

The current FREE providers (Kiro, OpenCode Free, Vertex) are genuinely free with no hidden charges.

OpenCode Free (No auth, auto-fetch models) Dashboard → Connect OpenCode Free → No login required (passthrough proxy) → Models auto-fetched from opencode.ai/zen/v1/models Pro Tip: Fastest setup.

Browserbase SkillsA set of skills for enabling Claude Code to work with Browserbase through browser automation and the official bb CLI.

Add marketplace Enter the marketplace source: browserbase/skills Press enter to select the browse plugin Hit enter again to Install now Restart Claude Code for changes to take effectUsageOnce installed, you can ask Claude to browse or use the Browserbase CLI:"Go to Hacker News, get the top post comments, and summarize them ""QA test http://localhost:3000 and fix any bugs you encounter""Order me a pizza, you're already signed in on Doordash""Use bb to list my Browserbase projects and show the output as JSON"to list my Browserbase projects and show the output…

ACE-Step UIThe Ultimate Open Source Suno AlternativeSeamless integration with ACE-Step 1.5 - The Open Source AI Music Generation ModelDemo • Why ACE-Step • Features • Installation • Usage • Contributing🎬 DemoGenerate professional AI music with a Spotify-like interface - 100% free and local🚀 Why ACE-Step UI?

ACE-Step 1.5 is the open source Suno killer that runs locally on your own GPU - and ACE-Step UI gives you a beautiful, professional interface to harness its full power.

Start ACE-Step UI (in another terminal) cd ace-step-ui start.batLinux / macOS - One-Click Start (Easiest!)

Start ACE-Step UI (in another terminal) cd ace-step-ui start.batOpen http://localhost:3000 and start creating!

⭐ I…

Star us ❤️ → · · ·CocoIndex turns codebases, meeting notes, inboxes, Slack, PDFs, and videos into live, continuously fresh context for your AI agents and LLM apps to reason over effectively — with minimal incremental processing.

text )) @ coco .

fn async def main ( src ): table = await postgres .

items (), table ) coco .

React — for data engineeringSee the React ↔ CocoIndex mental model →Incremental engine for long-horizon agentsData transformation for any engineer, designed for AI workloads —with a smart incremental engine for always-fresh, explainable data.

Local Deep Research🚀 What is Local Deep Research?

Supply Chain Security: Docker images are signed with Cosign, include SLSA provenance attestations, and attach SBOMs.

Detailed Architecture → | Security Policy → | Security Review Process →🔒 Privacy & DataLocal Deep Research contains no telemetry, no analytics, and no tracking.

AcknowledgementsLocal Deep Research is built on the work of many open-access initiatives, academic databases, and open-source projects.

If Local Deep Research is useful to you, consider giving back to the open-access ecosystem that makes it possible:📄 LicenseMIT License - see LICENSE file.

SymphonySymphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supervising coding agents.

In this demo video, Symphony monitors a Linear board for work and spawns agents to handle the tasks.

The agents complete the tasks and provide proof of work: CI status, PR review feedback, complexity analysis, and walkthrough videos.

Symphony is the next step -- moving from managing coding agents to managing work that needs to get done.

Use our experimental reference implementationCheck out elixir/README.md for instructions on how to set up your environment and run the Elixir-based Symphony implementation.

Each ships as a Cowork plugin and as a Claude Managed Agent template you deploy via /v1/agents .

Each ships as a Cowork plugin as a Claude Managed Agent template you deploy via .

Vertical plugins — the underlying skills, slash commands, and data connectors, bundled by FSI vertical.

Each agent plugin is self-contained — it bundles the skills it uses, so installing the agent is all you need.

For Managed Agent deployment — agent.yaml , leaf-worker subagents, steering-event examples, and per-agent security notes — see managed-agent-cookbooks/.

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

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

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

DocuSealOpen source document filling and signingDocuSeal is an open source platform that provides secure and efficient digital document signing and processing.

Create PDF forms to have them filled and signed online on any device with an easy-to-use, mobile-optimized web tool.

FeaturesPDF form fields builder (WYSIWYG)12 field types available (Signature, Date, File, Checkbox etc.)

We specialize in working with various industries, including Banking, Healthcare, Transport, Real Estate, eCommerce, KYC, CRM, and other software products that require bulk document signing.

By leveraging DocuSeal, we can assist in reducing the overall cost of developing and processing electronic documents while ensu…

Supported built-in login flowsClaude ( jcode login --provider claude )( ) OpenAI / ChatGPT / Codex ( jcode login --provider openai )( ) Google Gemini ( jcode login --provider gemini )( ) GitHub Copilot ( jcode login --provider copilot )( ) Azure OpenAI ( jcode login --provider azure )( ) Alibaba Cloud Coding Plan ( jcode login --provider alibaba-coding-plan )( ) Fireworks ( jcode login --provider fireworks )( ) MiniMax ( jcode login --provider minimax )( ) LM Studio ( jcode login --provider lmstudio )( ) Ollama ( jcode login --provider ollama )( ) Custom OpenAI-compatible endpoint ( jcode login --provider openai-compatible )For custom OpenAI-compatible endpoints, jcode now prompts for the A…

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In this article, the Specula team wrote about their experience of evaluating LLMs on modeling system code, the basic capability for agentic model checking, using TLA+, a specification language for concurrent and distributed systems.

The conformance phase uses trace validation, the common method for checking spec-code consistency: execution traces from code are compared against the model.

Findings: Where the Scores DivergeRunning leading LLMs across the eleven systems shows that LLMs are great at producing correct TLA+ syntax but struggle to ensure conformance and appropriate invariants.

In the invariant phase, the weakest LLM lands at 16% while Gemini 3.1 reaches 81%.

The leaderboard at sys…

IntroductionWhat this is and how to use it

The Guardian Blind Date · Saturdays since 2009Every Saturday since 2009 the Guardian Weekend has sent two strangers to dinner, split them up, and asked each the same questions.

All 876, every answer coded, scanned for the shape of a nation trying, with varying success, to fall in love over the starters.

Lets the prose do the work without anyone having to claim it.

Only 7 dates scored below 5.

They kissed 39 % Of dates where both accounts agreed.

Think Linear Algebra#Think Linear Algebra is a code-first, case-based introduction to the most widely used concepts in linear algebra, designed for readers who want to understand and apply these ideas — not just learn them in the abstract.

Rather than beginning with mathematical formalism, Think Linear Algebra starts with meaningful applications and builds up the theory when it’s needed.

The result is a uniquely practical and empowering introduction to linear algebra as a language for solving real problems.

Linear algebra is foundational for machine learning, scientific computing, and computer graphics — fields with enormous demand and growth.

From search engines and GPS tracking to signal …

The ISSpresso has to contain spills and not fill the cabin with a mist of boiling water.

Proving that the ISSpresso won’t shake apart during launch or damage whatever it launches with.

The many technical requirements are enforced by the Safety Review Process, itself a highly regimented standard.

The Safety Review Process begins with a friendly chat about general design ideas, and then ratchets up in rigor and unpleasantness.

If there are a dozen space stations that all need an espresso maker, then that makes designing ISSpresso 2.0 and later models much easier.

The Mojo standard library is fully open-source on GitHub and we welcome contributions!

We also plan to open-source the Mojo compiler in 2026.

We're committed to open-sourcing all of Mojo, but the language is still very young and we believe a tight-knit group of engineers with a common vision moves faster than a community-driven effort.

If you'd like to get involved, join our developer community!

Native Apps Should Be Avoided Whenever PossibleTL;DR: What you should do: Openly refuse apps, and vocally advocate for the web instead.

Meanwhile, the actual binary contained ten analytics frameworks, including the full OneSignal SDK with a sub-framework specifically for location tracking [2].

A single package can appear in hundreds of apps, feeding location data on millions of people to a single aggregator.

In multiple cases, journalists and private groups have purchased app-derived location data to identify specific people based on their movements.

FTC Finalizes Order Prohibiting Gravy Analytics, Venntel from Selling Sensitive Location Data (FTC, January 14, 2025).

Designing idempotency for an API is way harder than you probably think. The article lists specific issues like second request comes while first is still running or second request is different from the first.

A week ago theCopy Fail vulnerability came out, and Hyunwoo Kim immediately realized that the fixes were insufficient, sharing a patch the same day .

In doing this he followed standard procedure for Linux, especially within networking: share the security impact with a closed list of Linux security engineers, while fixing the bug quietly and efficiently in the open.

This approach never worked perfectly, but with AI getting good at finding vulnerabilities it's a much bigger problem.

In this case, just nine hours after Kim reported the ESP vulnerability Kuan-Ting Chen also independently reported it.

Luckily AI can speed up defenders as well as attackers here, allowing embargoes that would prev…

Random DiscoverySend you somewhere unexpected.

Good for when you want to find something new without knowing what you're looking for.

After it was done he penned his thoughts in the book The Mythical Man-Month which became one of the most influential books on software development after its publication in 1975.

Perhaps my most enduring lesson from this book is the importance of conceptual integrityI will contend that conceptual integrity is the most important consideration in system design.

He argues that conceptual integrity comes from both simplicity and straightforwardness - the latter being how easily we can compose elements.

This point of view has been a strong influence upon my career, the pursuit of conceptual integrity underpins much of my work.

The anniversary edition of this book is the one to get, because it als…

To that end one can define a set to be the set of all such that there exists a set with and .

ChatGPT 5.5 Pro thought for 17 minutes and 5 seconds before providing a construction that yielded a quadratic upper bound, which is clearly best possible.

ChatGPT obtained its improvement by simply using a more efficient Sidon set — it is well known that one can find Sidon sets of quadratic diameter.

ChatGPT was able to find sets and of elements which satisfy (a)-(d), but whose elements all have polynomial size in .

I am still stunned by the coincidence that the problem he chose to put into ChatGPT 5.5 Pro led him to my paper on the arXiv.

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

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Looks like the server had a hiccup.

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

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

If you've left your Sonos system's audio settings untouched, you're missing out. Here's what you need to know about them.

Sony is one of the top names in high-end TVs, and we've tested LED and OLED options to help you find the best fit for your space.

Luckily, there are a few ways to access Microsoft 365 apps totally free.

Here are three ways to use Microsoft 365 for free.

(It used to be called the Office app, and it's now the Microsoft 365 Copilot app.)

Search for Microsoft 365 Copilot.

Sign in (you'll need a free Microsoft account, which you can create there by pushing Create).

Upgrading your home theater with a big-screen TV can help create a more cinematic experience at home, and we tested the best from Samsung, Sony, and more.

The popular mobile puzzle game will become a TV game show next year.

Users who sign up for the plan won’t see ads on TikTok, and their data won’t be used for advertising purposes.

Discord's Nitro Rewards program will give Nitro subscribers access to Xbox Game Pass, and discounts from Logitech, SteelSeries, and other gaming brands.

Cowboy Space Corporation wants to put data centers in orbit. First, it has to build the rockets to get them there.

The timing is notable. PayPal, which owns Venmo, is restructuring to spin Venmo off as a standalone business unit — a move widely seen as laying the groundwork for a potential sale. Stripe has reportedly expressed interest in buying PayPal outright.

Samsung, Hyundai and LG just bet on the startup that wants to be robotics' data backbone.

How will work setups change if we spend more and more time talking to our computers?

Fictional portrayals of artificial intelligence can have a real effect on AI models, according to Anthropic.

The company has been trying to embed itself inside the AV industry — as a data provider, an investor, and a distribution platform — but the consumer-facing bet may be just as important.

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

On the latest episode of the Equity podcast, we discussed what xAI's deal with Anthropic might mean for parent company SpaceX.

Ford's sales of electrified vehicles — including hybrids and all-electric models — dropped 31% from April 2025, reports Electrek. "Hybrid sales fell 32% to 15,758 vehicles, while EV sales continued to crash with just 3,655 all-electric models sold last month, 25% fewer than in the year prior." After discontinuing the F-150 Lightning in December, sales of the electric pickup have been in free fall. Ford sold just 884 Lightnings last month, 49% less than it did last April. The Mustang Mach-E isn't doing much better. Sales fell another 9% year over year in April, to just 2,670 models last month. Through the first four months of 2026, Ford's EV sales have fallen 61% from last year, with F-150 L…

The free/open source project OrcaSlicer is a popular fork of 3D printer slicing software from Bambu Lab. But Tuesday independent developer Pawel Jarczak shuttered the project "following legal threats from Bambu Lab," reports Tom's Hardware: Jarczak's fork of OrcaSlicer would have allowed users to bypass Bambu Connect, a middleware application that severely limits OrcaSlicer's access to remote printer functions in the name of security. Jarczak said in a note on GitHub that Bambu Lab threatened him with a cease and desist letter and accused him of reverse engineering its software in order to impersonate Bambu Studio. From Bambu Lab's blog post: Bambu Studio is an open-source project under the…

In Polymarket's prediction market, "most people end up losing money," reports the Washington Post — typically a few bucks. "Since Polymarket launched in 2022, a few thousand people have lost the bulk of the money... and an even smaller group — .05 percent of users — has gone home with most of the overall profits, according to a new analysis from finance researcher Pat Akey and colleagues." A lot of users aren't that good at predicting the future. They're losing money at roughly the same rate as online gamblers betting on sports and other real-life events at traditional sportsbooks, according to the U.K. gambling regulator's analysis of 2024 data. On Polymarket, the odds of making a profit a…

Open-source PS3 emulator RPCS3 "has been around since 2011," Kotaku notes, and has made 70% of the PlayStation 3's library fully playable, "bolstered in part by the many users who contribute to its GitHub page." But their dev team "took to X today to very kindly and civilly request that users 'stop submitting AI slop code pull requests' to its GitHub page." Then they immediately proceeded to tell the AI-brain-rotted tech bros attempting to justify their vibe-coding nonsense to kick rocks in the replies, which is somewhat less civil but far more entertaining to read... My favorite one was when someone asked how the team was certain they weren't rejecting human-written code, to which RPCS3 re…

An anonymous reader shared this report from Electrek: A newly revealed Honda patent shows the company developing a simulated electronic clutch system for electric motorcycles, complete with torque-boost launches and even haptic feedback designed to mimic the feel of a combustion engine.... Instead of using a traditional mechanical clutch, the system uses electronics to alter how the motor responds based on clutch lever position. Pull the clutch halfway in, and the system proportionally reduces motor output. Pull it fully, and power is cut entirely, regardless of throttle position. But the more interesting part is how Honda intends to recreate the behavior riders actually use clutches for. A…

Major American cloud companies with data centers in the Persian Gulf "are channeling data out of the war zone through fiber-optic cables that an Iraqi telecom has strung alongside crude-oil pipelines," reports RestofWorld.org: The data centers serve customers in more than 190 countries, processing transactions, storing files, and running applications for businesses and individuals from Latin America to South Asia. When Iranian drones struck Amazon's facilities in the United Arab Emirates and Bahrain on March 1, the effects spread across the region. Apps of major banks in the UAE, including Abu Dhabi Commercial Bank, stopped working. Payment and delivery platforms went offline. Snowflake, a …

This week Amazon opened up its parcel shipping, fulfillment, and distribution "to businesses of all types and sizes." Any business can now ship, store, and deliver "using the same supply chain that supports Amazon," according to Monday's announcement of "Amazon Supply Chain Services." The move sent shares of UPS and FedEx "tumbling" Monday writes GeekWire. And though both stocks bounced back as the week went on, GeekWire sees this as the latest example of Amazon "turning its internal capabilities into products and services for sale..." "Amazon had already surpassed both carriers to become the nation's largest parcel shipper by volume, according to parcel-analytics firm ShipMatrix." Initial …

"General Motors sold the data of California drivers without their knowledge or consent," says California's attorney general, "and despite numerous statements reassuring drivers that it would not do so." In 2024, The New York Times "reported that automakers including GM were sharing information about their customers' driving behavior with insurance companies," remembers TechCrunch, "and that some customers were concerned that their insurance rates had gone up as a result." Now General Motors "has reached a privacy-related settlement with a group of law enforcement agencies led by California Attorney General Rob Bonta..." The settlement announcement from Bonta's office similarly alleges that …

An anonymous reader shared this report from Futurism: In November, Amazon leaders sent an internal memo to employees, pushing them to use its in-house code generating tool, Kiro, over third-party alternatives from competitors. "While we continue to support existing tools in use today, we do not plan to support additional third party, AI development tools," the memo read, as quoted by Reuters at the time. "As part of our builder community, you all play a critical role shaping these products and we use your feedback to aggressively improve them." It was an unusual development, considering the tens of billions of dollars the e-commerce giant has invested in its competitors in the space, includ…

For just the first three months of 2026, Rocket Lab's launch business reports $63.7 million in revenue, reports CNBC — plus another $136.7 million from its space systems business. Besides beating Wall Street's expectations, Rocket Lab also announced that its backlog has more than doubled from a year ago to $2.2 billion, and that it's buying space robotics company Motiv Space Systems. Friday its stock price shot up 34% in one day... Rocket Lab's stock has more than quadrupled over the past year, benefiting from skyrocketing demand for businesses tied to the space economy ahead of SpaceX's hotly anticipated IPO later this year. Demand for space systems and satellites is also escalating as Pre…

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…

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I've been building a SaaS dashboard — the kind of thing where you need to see 10 different layout options before you know what actually works. Not a landing page. A real product dashboard with charts, tables, filters, user management panels, notification centers. My problem: reasoning models are terrible at rapid iteration. Here's what happens when I use a thinking/reasoning model for UI iteration: -I ask it to "move the filter panel to the left sidebar and add a date range picker" -It thinks for 15 seconds -It produces the code... but it also redesigns the entire page. New typography. Reorganized sections. Different card styles. A "refresh" I never asked for. Every. Single. Time. It can't …

After a few months of weekend work with a friend, sinain is finally live. MIT, open-source, macOS only for now. What it does Sinain runs in the background, captures what's on your screen and what's coming through your headset, and turns the stream into a private knowledge graph that lives on your machine. Three things it solved for me, concretely: Stopped re-pasting context into Claude Code / Cursor every session. The agent reads from the captured stream via MCP — works with what I've actually been doing, not what I remembered to paste in. Recalled what a friend said on a call from two weeks ago in two seconds. Source quote and which call. No twenty minutes of hunting through notes I never …

A while back I started trying to grow a few faceless content accounts on TikTok and YouTube. Nothing huge, but enough to realize how difficult consistency becomes once you’re juggling everything manually. At first it felt manageable: finding clips editing reposting scheduling switching between accounts/platforms But after a few weeks the workflow became the actual problem. I’d have days where I had ideas and content ready… and still wouldn’t post because the operational side felt exhausting. The weird part is that consistency matters so much on social media, but most creator workflows are honestly held together with random tools and manual habits. So I started building a small internal syst…

Bring your daily apps into Grok Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

The action you just performed triggered the security solution.

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

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Algorithmiq, a quantum software company, has raised €18 million in funding and moved its global headquarters from Helsinki to Milan.

Our quantum software makes quantum computers actually useful, and we’re delighted to be taking that message global from our new headquarters in Milan.

Algorithmiq is the software counterpart to the top quantum hardware companies, collaborating with Google, IBM, Microsoft, AWS, Rigetti, Cleveland Clinic, and CERN.

From Italy, Algorithmiq also plans to expand its rapidly growing team and leverage the region’s growing strategic focus on quantum.

In 2025, Algorithmiq also became the first company globally to achieve quantum advantage for a useful scientific proble…

Cellply, a Bologna-based DeepTech startup developing analytical tools enabling a deep characterisation of cancer immunotherapies, cell therapies and cell-based biotherapeutics, has completed the largest portion of its latest funding round, securing €7.15 million to date.

Its flagship product is called VivaCyte®, an analytical system for the discovery and process development of cell therapies.

With this, the company aims to deliver high precision in cell potency assessment while streamlining batch release.

Alongside the funding, Cellply has also added Miro Venturi to its Board of Directors.

Today, Cellply concentrates on advancing research and development in cell therapies.

NanoStruct, a Würzburg-based startup offering an analysis platform for the rapid identification of harmful bacteria in food, has closed a Seed funding round of €2.6 million to enable pilot projects in the food analysis market, the development of a structured sales organisation, and team expansion.

The company aims to make food safer by rapidly, easily, and securely detecting pathogenic bacteria.

It develops nanostructured sensor chips for the rapid identification of dangerous pathogens in food.

As a result, demand for faster and automated analysis from food manufacturers and testing laboratories is high.

Dr Stephan Ruck, Investment Analyst at HTGF, said, “The technological breakthrough Nano…

Jon Sigvert, co-founder and CEO of Reel, said, “Renewable energy is Europe’s path to energy independence – but only if the economics work for everyone.

We’ve helped Danish businesses and energy producers keep renewable energy profitable and predictable.

“Reel gives businesses predictable electricity costs and energy producers better returns on their renewable energy assets.

Reel is scaling in Germany, Europe’s largest energy market, where it already balances renewable energy projects for producers, including Blue Elephant Energy and greenwind.

Reel has built something rare: a model that makes renewable energy profitable for producers, predictable for businesses, and manageable for the grid.

Kohort, a London-based mobile gaming analytics, forecasting, and UA optimisation company, has closed its €5.9 million ($7 million) Series A funding round to build user acquisition (UA) agents for mobile game studios.

User acquisition is one of the most critical and difficult operations for a mobile gaming studio.

Founded in 2018, Kohort is a mobile gaming analytics, forecasting, and UA optimisation company with an ML-based predictive analytics platform built for decision-makers in the gaming and consumer sectors.

It helps mobile game studios, operators, finance teams, and investors optimise user acquisition spend and perform M&A due diligence, using machine learning and cohort-based forecas…

FrostByte, a Delft-based startup developing cryogenic electronics solutions for quantum technologies, has raised €1.3 million in funding from InnovationQuarter Capital, Graduate Ventures, Paeonia Group, UNIIQ and an angel investor.

With this funding, the company aims to further expand its team, scale production of cryogenic switches and develop integrated cryo-CMOS chips for the next generation of quantum systems.

It focuses on cryogenic integrated circuits (ICs) and specialised control electronics for quantum computing.

FrostByte moves part of that control electronics into the dilution refrigerator itself, using specialised cryo-CMOS technology designed to operate at extremely low temperat…

Quinas Technology, a London-based DeepTech semiconductor startup developing memory technologies for AI, data centres, edge computing and advanced digital systems, has secured investment approval from Malta Government Venture Capital (MGVC).

The funding, the amount of which was not disclosed, is contingent on match financing and will support Quinas Technology’s expansion activities in Malta.

Quinas Technology was founded in 2023 as a spinout from Lancaster University’s Physics Department by James Ashforth‑Pook, Dr Peter Hodgson (CTO), and Prof. Manus Hayne.

Quinas Technology states that it is establishing a Maltese presence as part of a broader international growth strategy spanning the UK, …

Skeleton Technologies, a Tallinn-based AI infrastructure and grid power systems provider, today announced the first close of a larger funding round at €33 million.

Taavi Madiberk, CEO and co-founder of Skeleton Technologies, said, “As AI infrastructure continues to scale, reliable, high-performance power solutions have become critical.

We view Skeleton’s technology as a critical solution for enabling the next generation of AI infrastructure.

By backing Skeleton Technologies, we are connecting their breakthrough energy solutions with Taiwan’s robust AI data centre supply chain.

According to Skeleton, its solutions enable AI data centres to operate with higher reliability, improved energy eff…

CodeWords, a London-based AI agent platform that lets users run their business on autopilot, has raised a €7.6 million ($9 million) Seed round to fund the expansion of its go-to-market and engineering teams.

Founded by Aymeric Zhuo and Osman Ramadan, CodeWords builds Cody, an AI agent that learns about users’ businesses and acts before they ask.

According to the company, unlike most AI tools, CodeWords doesn’t wait to be told what to do.

At the core of the platform is Cody, CodeWords’ AI agent.

Cody learns continuously — so instead of starting from scratch every time, it’s already thinking about what you need next,” said Osman Ramadan, co-founder, CodeWords.

Pit, a Stockholm-based AI startup aiming to replace the patchwork of spreadsheets, inboxes, and rigid SaaS tools that run enterprise operations today, announced its public launch alongside €13.6 million ($16 million) in funding.

This enables teams to move faster, operate more efficiently, and scale without the constraints of legacy systems, says the company.

The company explains that its platform is built to transform a business need—covering operations, finance, and customer workflows—into fully deployed, governed software.

Explaining how it’s different from traditional low-code tools or AI copilots, Pit states that it outputs real software running real operations, not prototypes or experi…

OpsMill, a Paris-based infrastructure data management company, has raised €11.9 million ($14 million) in Series A funding to grow its engineering and product teams and continue developing data-centric AIOps solutions.

The company aims to transform fragmented IT data into a trusted foundation for AI and automation.

Julien-David Nitlech, Managing Partner, IRIS, said, “The race to adopt AI in enterprise infrastructure is real, but most organisations are trying to build on foundations that were never designed for it.

OpsMill is solving the problem that everyone else is working around: without clean, structured, trustworthy infrastructure data, AI-driven operations simply cannot function at scal…

European tech activity in April 2026 remained broadly stable compared to March, although overall funding volumes declined more noticeably.

UK funding reached €1.9 billion in April, down from €2.6 billion in March, representing a 27 per cent decrease month-on-month.

Alexander Kölpin, Managing Director & Partner at seed+speed Ventures, commented on the April numbers within the European tech investment landscape in our April Tech.eu Pulse, a compact version of the monthly report:The landscape of European tech in April 2026 paints a clear, if bifurcated, picture.

For his more detailed review and more in-depth analyses of the European tech ecosystem, including industry and country performance, e…

Dutch nanophotonic imaging company eyeo has raised €40 million in a Series A funding round led by Innovation Industries, with participation from existing investors imec.xpand, Invest-NL, Qbic, High-Tech Gründerfonds and Brabant Development Agency.

Founded to commercialise technology developed at imec, eyeo develops nanophotonic colour-splitting technology for image sensors used in smartphones, industrial systems, XR devices, smart cities, and autonomous applications.

Compatible with existing CMOS sensor platforms, the technology also enables ultra-compact sub-micron pixels for high-performance imaging applications.

eyeo plans to use the funding to expand its in-house engineering capabilitie…

Last week, we tracked more than 65 tech funding deals worth over €1.4 billion, and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

📊 European tech activity in April 2026 showed stable deal volume compared to March, while total capital raised declined.

The ecosystem recorded 290 funding deals and €5.1 billion in capital raised, compared to 292 deals and €7.5 billion in March.

At the country level, 🇬🇧 the UK remained the largest funding hub, although capital raised decreased to €1.9 billion from €2.6 billion in the previous month.

Exit activity also declined, with 35 exits recorded in April compared to 52 in March.

Manchester-based Keel has emerged from stealth after reaching profitability and establishing a growing client base for its Banking-as-a-Service (BaaS) platform across multiple fintech markets.

Following changes in market conditions, the business later shifted its focus toward fintech infrastructure, building on the technology developed through Frost.

The company is positioning itself around a more integrated infrastructure model aimed at reducing operational complexity for fintechs seeking to launch and scale financial products.

According to co-founder and CEO Paweł Ołtuszyk, Keel prioritised achieving product-market fit and sustainable revenue growth before publicly launching the business.…

Founded by Dr Henriette Maaß, Enno Schatz, and Kai Leibfried, the company develops nanostructured sensor chips for the rapid identification of dangerous pathogens in food.

Detecting dangerous bacteria in food currently takes several days, far too long to ensure that harmful pathogens don't reach consumers.

For the food market, this represents a complete rethinking of microbial analysis.

Results can be obtained on the same day, recalls are avoided, food waste is reduced, and food safety is significantly improved.

According to Dr Stephan Ruck, Investment Analyst at HTGF:"The technological breakthrough NanoStruct has achieved in sensor development is remarkable.

This week, we tracked more than 65 tech funding deals worth over €1.4 billion and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

This week, we tracked more than 65 tech funding deals worth over €1.4 billion and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

We also released our monthly report for April (paid subscriber and free versions)If email is more your thing, you can always subscribe to our newsletter and receive a more robust version of this round-up delivered to your inbox.

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

💸 Notable and big funding rounds🇬🇧 ElevenLabs adds BlackRock, Nvidia and Jamie Foxx to $550M+ Series D🇳🇱 …

The company backs early-stage defence technology companies developing operationally relevant systems in Ukraine and Sweden.

Front Ventures invests across software, drone systems, communications, and critical defence supply chains, with a particular focus on companies that have already developed working prototypes and are ready to scale.

Front Ventures is also an approved investor in Brave1, the Ukrainian government’s defence tech platform connecting innovators with investors and the military.

Jonas Malmgren, CEO of Front Ventures, said:We’re seeing a generation of defence companies that have effectively skipped the lab phase because their products have already been tested in operational env…

Dutch B2B automotive remarketing software platform CarCollect has received funding from Main Capital Partners.

Founded in 2012, CarCollect offers an integrated remarketing SaaS platform that combines its Trade, Transport, and Stock management offerings into a mission-critical solution covering vehicle intake, pricing, sales execution, transport coordination, settlement, and stock management.

CarCollect’s platform digitises the end-to-end used-vehicle remarketing workflow for branded dealers, leasing companies, universal dealers, and fleet and rent companies.

Built on a modern, cloud-native multi-tenant SaaS architecture, the platform supports 15 languages, 10 currencies, and is used by 14,0…

April data points to a more selective European tech funding environment, with stable deal flow but a noticeable drop in capital compared to March.

The ecosystem recorded 290 funding deals and €5.1 billion in total capital raised, compared to 292 deals and €7.5 billion in February, representing declines of around 0.7 per cent and a 32 per cent decline, respectively.

At Tech.eu, we keep track of the investment landscape with data-driven insights.

Our Tech.eu Insiders enjoy unlimited, exclusive access to all our content, including market-intelligence analysis, reports, articles, and useful insights on tech trends and developments.

But we know that a lot of folks interested in tech might not have the funds for a subscription.

In response, we're offering compact versions of our monthly reports to all of our readers.

Our versions offer a glimpse into the valuable insights provided by our monthly reports, covering key investment trends, notable company activities, and emerging industry sectors.

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.