If you want to deploy and not manage infrastructure: SeqPU.

When volume demands real-time latency or your workload outgrows the 2B, chain to a private GPU through SeqPU.

Copy it, paste your BotFather token, deploy it on SeqPU.

"}, ], }) elif has_file and file_type and (file_type.startswith("audio/") or file_type == "voice/ogg"): print(f"🎙️ Processing audio natively: {file_name}") messages.append({ "role": "user", "content": [ {"type": "audio", "audio": f"/data/{file_name}"}, {"type": "text", "text": user_text or "What did I say?

'}"}], }) elif has_file and file_type and ( file_type.startswith("text/") or "csv" in file_type or "json" in file_type ): print(f"📁 Reading file: {file_name}") file…

Adaptional is building AI for insurance.

Adaptional’s founders previously built and exited a VC-backed insurance startup and raised a $10m seed round, one of the largest insurtech seeds to date.

As a founding engineer you will build the company at the earliest stage, both technically and culturally.

You’ll build the core product, work directly with our customers, and do whatever it takes to make our customers successful.

Want to work directly with customers, go deep on insurance topics, and creatively solve their problemsCompensation:

Comments

YouTube / Paul LagierTL;DR A YouTuber has built a tiny e-reader with a 3D-printed shell and DIY electronics.

The e-reader, only slightly bigger than an adult human thumb, can hold roughly six to 10 books.

YouTuber Paul Lagier recently documented their process of building a compact e-reader, nearly the size of a car keyfob, from scratch.

And instead of taking the route of some Android-based devices with E-Ink displays that offer wide app support and the potential to be a smartphone, the tiny e-reader specializes in letting you just read.

In a follow-up video, the creator has shared updates on iterating on various aspects, improving the firmware, and even resources for anyone who wants to bui…

CRISPR takes a bold leap toward silencing Down syndrome's extra chromosomeCRISPR modification improves the efficiency of EGFP integration into the APP gene locus of HEK293 cells.

Down syndrome is a genetic condition caused by an extra chromosome 21 (and consequently hundreds of triplicate genes) that leads to developmental and neurological issues.

They tested their technique in the lab using human stem cells that contained an extra chromosome 21.

After running several experiments, the team found that CRISPR was effective at pasting the XIST silencing gene exactly where it needed to go.

Additionally, animal models will be needed to replicate not only what the team has done but also to demons…

libretto-demo.movInstallationnpm install libretto # First-time onboarding: install skill, download Chromium, and pin the default snapshot model npx libretto setup # Check workspace readiness at any time npx libretto status # Manually change the snapshot analysis model (advanced override) npx libretto ai configure < openai | anthropic | gemini | vertex >setup detects available provider credentials (e.g.

Convert browser automation to network requestsWe have a browser script at ./integration.ts that automates going to Hacker News and getting the first 10 posts.

npx libretto setup automatically pins the default model for the first provider whose credentials it finds.

SessionsEach Libretto sessi…

Comments

When we started Cal.com, we believed deeply in open source.

Today, we are making the very difficult decision to move to closed source, and there’s one simple reason: security.

Today, AI can be pointed at an open source codebase and systematically scan it for vulnerabilities.

Being open source is increasingly like giving attackers the blueprints to the vault.

We hope that one day we can return to open source as the security landscape evolves.

09:24 UTC ResolvedDegraded service on usage and analytics admin API endpointsResolved: This incident has been resolved.

Intermittent 503 errors on usage and analytics admin API endpoints may continue until the rollout completes.

We will update once the fix is live in production.

Investigating: We are investigating reports of degraded performance affecting the usage and analytics admin API endpoints.

We will provide an update as soon as possible.

Today, we’re introducing Gemini Robotics-ER 1.6, a significant upgrade to our reasoning-first model that enables robots to understand their environments with unprecedented precision.

This model specializes in reasoning capabilities critical for robotics, including visual and spatial understanding, task planning and success detection.

Gemini Robotics-ER 1.6 shows significant improvement over both Gemini Robotics-ER 1.5 and Gemini 3.0 Flash, specifically enhancing spatial and physical reasoning capabilities such as pointing, counting, and success detection.

Starting today, Gemini Robotics-ER 1.6 is available to developers via the Gemini API and Google AI Studio.

To help you get started, we …

i am using claude to maintain an agent loop, which will pause to ask for users' approval before important tool call.

while doing some bug fixes，i have identified some clear patterns and reasons why vibe coding can fail for people who dont have technical knowledge and architecture expertise.

there is two of the root causes and proposed fix:bug: agent asks for user approval, but sometimes the approval popup doesnt show up.

proposed fix "let's save approval state to disk so it survives crashes".

proposed fix: "write a synthetic tool_result to keep the session file structurally valid."

‘Fabricati Diem Pvnc’ by Discworld artist Paul KidbyPerhaps one of the most popular quotes from the Discworld series is Sam Vimes’s ‘Boots’ Theory of Socio-economic Unfairness, propounded in Men at Arms:The reason that the rich were so rich, Vimes reasoned, was because they managed to spend less money.

Those were the kind of boots Vimes always bought, and wore until the soles were so thin that he could tell where he was in Ankh-Morpork on a foggy night by the feel of the cobbles.

. . Lady Sybil Ramkin lived quite comfortably from day to day by spending, Vimes estimated, about half as much as he did.

Those most affected by food poverty end up spending more and shopping more often through lac…

Comments

I think much of it will take place at the boundary between human and ML systems.

Process and statistical engineers might control errors in the systems around ML outputs and in the models themselves.

Meat shields may be required to take accountability when ML systems fail, and haruspices could interpret model behavior.

If they want to keep using LLMs, law firms are going to need some kind of process engineers who help them catch LLM errors.

A closely related role might be statistical engineers: people who attempt to measure, model, and control variability in ML systems directly.

Datadog shipped an MCP Server connecting dashboards to AI agents.

Their implementation connects real-time observability data to AI agents for automated detection and remediation.

Two approaches to MCP observabilityThere are two ways to connect observability data to AI agents via MCP.

Qualys’s recommendation to “add observability to MCP servers” becomes trivial when the MCP server already IS an observability tool.

Security observability : Instead of wrapping a SIEM, build an MCP server that traces syscalls and exposes security events in real time.

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

To use the Mastodon web application, please enable JavaScript.

Alternatively, try one of the native apps for Mastodon for your platform.

Please enable JS and disable any ad blocker

Use casesThere are two major use cases for self-hosting the Xata open source platform:create your own internal Postgres-as-a-Service for your company.

You can either simply self-host Postgres on your own, or use a managed Postgres service, like Xata Cloud.

OpenEBS, is a a cloud native storage project, offering both local storage (i.e.

Step 3: install and authenticate the xata CLI:# Install CLI curl -fsSL https://xata.io/install.sh | bash # Authenticate to a local profile.

xata auth login --profile local --env local --force # Set the profile xata auth switch localStep 4: Create the first project and branch# Create project and main branch $ xata project create --name my-project # Create a chi…

Not all elementary functions can be expressed with exp-minus-log April 14, 2026By Robert SmithAll Elementary Functions from a Single Operator is a paper by Andrzej Odrzywołek that has been making rounds on the internet lately, being called everything from a “breakthrough” to “groundbreaking”.

In modern pure mathematics, dating back to the 19th century, the definition of “elementary function” has been well established.

The rough TL;DR is this: Elementary functions typically include arbitrary polynomial root functions, and EML terms cannot express them.

Liouville defined a class of functions called elementary functions, and said that the integral of an elementary function will sometimes be el…

JavaScript RequiredThis is a heavily interactive web application, and JavaScript is required.

Simple HTML interfaces are possible, but that is not what this is.

Learn more about Bluesky at bsky.social and atproto.com.

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This site requires JavaScript to run correctly.

Please turn on JavaScript or unblock scripts

Swift Concurrency Type System - try!

Swift Tokyo 2026Formal typing rules and presentation materials for Swift 6.2's concurrency type system, focusing on Capability (where code runs) and Region (where data lives).

Swift Tokyo 2026.

Use English as a default language for any file output except filenames suffixed with -{lang}.

In docs markdown files, DO NOT manually edit "Table of Contents" sections unless explicitly requested, which is auto-generated.

Today, all Windows desktop apps look the same as they are the same; they are all built on crap React, Electron, electronbun, and Tauri browser wrappers that mimic the real Desktop apps.

Programming with Win32 API is a lost art now, and I look longingly at how Windows apps were once programmed.

There was a period when Windows apps were allowed to look strange.

That is the part modern desktop UI mostly lost.

Every horizontal run of non-transparent pixels becomes a tiny rectangle region, and those runs are combined into one final window region.

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

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

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

Composite indexes care about orderLooking back at our Pokémon table, you may have decided a good index is one on type_1 and type_2 .

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

Unfortunately, C interpreters are slow, especially compared to language implementations powered by JIT compilers.

We can thus immediately see a fundamental difference between tracing JIT compilers and the more common “method-based” JIT compilers.

From a C interpreter to a meta-tracing interpreterNow we’ve seen the high-level idea of meta-tracing, the next question is: how does yk convert a C interpreter into a meta-tracing-compatible interpreter?

converted into a moderately efficient sequence of bytes) and placed in a special section in the binary alongside the “normally compiled” C code.

Surprisingly, adding or tweaking just a few lines of C code can lead to significant performan…

Part 1 of “pGenie in Production” - the real story behind the open-source tool that finally makes your database the single source of truth.

Keeping the code model in sync with the real database schema became a headache.

Insight #3: Migrations + Queries = Database APIHere’s the mental model that changed everything for me:If you treat your Postgres server like a microservice, then:Migrations = the contract (like OpenAPI schema for REST).

The schema lives in SQL migrations.

pGenie closes that gap: AI writes the query → pGenie verifies it against the real schema → you get a predictably structured type-safe SDK in seconds.

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

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

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

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

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

Comments

Abner Li / 9to5Google:

Google launches a Gemini Mac app, featuring a keyboard shortcut, screen sharing for better context, image generation with Nano Banana, and more — Gemini now has a native Mac app in the first expansion from Android and iOS. — This “native desktop experience” is launched via an Option + Space keyboard shortcut.

Molly Taft / Wired:

The US Energy Information Administration plans to implement a mandatory nationwide survey of data centers focused on their energy use — In a letter obtained by WIRED, the Energy Information Administration tells two senators that it plans to develop a mandatory assessment of data centers' energy use.

Steven Vaughan-Nichols / ZDNET:

Cal.com, which provides scheduling software, is moving its core open-source codebase to a closed repository, citing the dangers of AI hacking its open code — ZDNET's key takeaways — Cal is reluctantly moving away from open source for security. — This move isn't about Mythos, but risks from modern AI tools.

Tim Fernholz / TechCrunch:

AI cloud infrastructure company Parasail raised a $32M Series A led by Touring Capital and Kindred Ventures, bringing its total funding to $42M — “Give me tokens. Just give me tokens. I want them fast. I want them cheap. I want them now." — That's the mantra for developers building software …

Bloomberg:

Filings: Marc Andreessen and Ben Horowitz donated $25M to pro-AI super PAC Leading the Future, bringing the group's total cash on hand to over $51M — Venture capitalists Marc Andreessen and Ben Horowitz poured $25 million into a pro-artificial intelligence super political action committee …

Madison Mills / Axios:

Hilbert, whose AI software connects data across teams to help companies make decisions from a single system, raised a $28M Series A led by a16z — Hilbert, an AI startup rethinking how companies drive growth, raised a $28 million Series A led by Andreessen Horowitz, the startup told Axios exclusively.

Pew Research Center:

A survey of US teens: ~90% say entertainment is a reason they use TikTok, Instagram, or Snapchat, 57% Snapchat message daily, and 37% say TikTok impacts sleep — Teens largely turn to TikTok, Instagram and Snapchat for fun and connection. But experiences around messaging, screen time and cyberbullying vary.

Sharon Goldman / Fortune:

Artemis, which aims to replace rule-based cybersecurity systems with an AI-driven centralized “brain”, emerges from stealth with a $70M Series A led by Felicis — Artemis, a new cybersecurity startup trying to help defenders fight AI-powered attacks with AI, emerged from stealth today …

Natalie Breymeyer / Axios:

London-based Gizmo, which uses AI to turn young students' notes into gamified study materials, raised a $22M Series A led by Shine Capital and reports 13M users — Gizmo, an AI educational platform, raised a $22 million Series A, CEO Petros Christodoulou tells Axios exclusively.

Kirsten Korosec / TechCrunch:

AMD, Arm, and Qualcomm invest $60M in London-based self-driving tech startup Wayve as part of an extension to its $1.2B Series D, announced in February — Chipmakers AMD, Arm, and Qualcomm have invested $60 million into UK self-driving technology startup Wayve as part of an extension …

Bryce Elder / Financial Times:

Trainer maker Allbirds, which sold last week for $39M after its valuation fell from $4B in 2021, says it aims to become an AI compute provider; BIRD jumps 150%+ — Ah, zeitgeist: — Allbirds is a San Francisco maker of wool trainers that was once valued at more than $4bn.

Samuel Stolton / Bloomberg:

The European Commission issues a supplementary statement of objections threatening Meta with an interim ban on WhatsApp policies that allegedly block rivals — Meta Platforms Inc. has been threatened with an interim European Union ban on policies that allegedly block rival AI firms …

Rebecca Torrence / Bloomberg:

Accel raised $5B, including a $4B Leaders fund, focused on writing large checks to late-stage startups globally, and a $650M sidecar fund, taking AUM to $36B — Accel, the venture capital firm that's backed artificial intelligence companies including Anthropic, Cursor and Perplexity …

Washington Post:

Survey: only 35% of Virginia voters are comfortable with new data center construction, down from 69% in 2023, and just 37% support data center tax breaks — Virginians previously embraced the facilities, but a Post-Schar School poll finds they are now almost as undesirable as nuclear power plants.

Sarah Jacob / Bloomberg:

ASML says South Korea surpassed China as its largest market in Q1 2026, with shipments hitting 45% of net system sales, or €2.84B, up from 22% in Q4 2025 — South Korea emerged as ASML Holding NV's largest market in the first quarter as the country's memory chip makers increase purchases …

Bloomberg:

Trading firm Jane Street takes an additional $1B stake in CoreWeave, and plans to spend ~$6B to access CoreWeave's Vera Rubin chips to build and deploy AI — Jane Street Group, a trading firm, has taken an additional $1 billion stake in AI cloud services provider CoreWeave Inc. and plans …

Gian Volpicelli / Bloomberg:

The EU unveils an open-source age verification app that requires legal ID to shield minors from harmful content, aiming to standardize verification in the bloc — The European Union has unveiled an app to confirm users' age online, setting the standard for verification technology …

Matt Burgess / Wired:

Analysis: nearly 90 schools and 600 students globally have been impacted by AI-generated deepfake nudes; North America had nearly 30 reported cases since 2023 — An analysis by WIRED and Indicator found nearly 90 schools and 600 students around the world impacted by AI-generated deepfake nude images …

Emily Nicolle / Bloomberg:

Tel Aviv-based eToro agrees to acquire crypto wallet provider Zengo, a source says for ~$70M, mostly in cash; Zengo lets traders swap between tokens and fiat — EToro Group Ltd. has agreed to acquire Zengo, a crypto wallet provider, as the trading and investment platform expands its reach into decentralized finance.

Lauren Forristal / TechCrunch:

Spotify launches a feature to buy physical books in the US and UK, powered by Bookshop.org, and expands its Page Match tool to support 30 additional languages — In February, Spotify made an exciting (and a bit unusual) move when it entered the world of physical book sales.

Alexandra S. Levine / Bloomberg:

Memo: Snap CEO Evan Spiegel says the company plans to lay off ~1,000 full-time employees, or 16% of its global workforce, to cut costs and achieve profitability — Snap Inc. is laying off roughly 1,000 full-time employees, or 16% of its global workforce, part of an effort …

Rachel Scharf / Billboard:

A US judge issues a $322.2M judgment against pirate library Anna's Archive for scraping Spotify, a largely symbolic victory as the site is anonymously operated — At least for now, the court judgment is largely a symbolic victory, as no one has identified the anonymous internet users behind Anna's Archive.

Bloomberg:

Sources: SoftBank invites more banks to join its $40B loan backing its OpenAI investment, requiring them to commit ~$5B each; SoftBank has already invested $30B — More banks are being invited to join SoftBank Group Corp.'s $40 billion loan backing its investment in US tech giant OpenAI …

Juro Osawa / The Information:

ByteDance launches its Seedance 2.0 video model to enterprise clients in 100+ countries, excluding the US amid legal disputes, after a February launch in China — ByteDance's cloud computing unit has made the company's Seedance 2. AI video generation model available globally to enterprise customers …

Yuliya Chernova / Wall Street Journal:

PitchBook: US growth and late-stage venture funds raised $23.6B YTD, up from $7.4B in 2025 and above the totals for any of the past 12 years, amid the AI boom — U.S.-based growth and late-stage venture funds raised a record $23.6 billion this year so far, according to PitchBook

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

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

Isolated - Every workflow run gets its own git worktree.

- Every workflow run gets its own git worktree.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

You enjoy having a good conversation.

You enjoy having a good conversation.

You enjoy having a good conversation.

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

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

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

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

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

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

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

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

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

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

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

Please use forge provider login instead.

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

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

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

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

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

: Desktop GPU support and Multi-Modality.

The nvim-treesitter plugin providesfunctions for installing, updating, and removing tree-sitter parsers; a collection of queries for enabling tree-sitter features built into Neovim for these languages; a staging ground for treesitter-based features considered for upstreaming to Neovim.

InstallationYou can install nvim-treesitter with your favorite package manager (or using the native package feature of vim, see :h packages ).

This plugin is only guaranteed to work with specific versions of language parsers** (as specified in the parser.lua table).

When upgrading the plugin, you must make sure that all installed parsers are updated to the latest version via :TSUpdate .

setup { -- Directory t…

Google AI Edge Gallery ✨Explore, Experience, and Evaluate the Future of On-Device Generative AI with Google AI Edge.

AI Edge Gallery is the premier destination for running the world's most powerful open-source Large Language Models (LLMs) on your mobile device.

As the centerpiece of this release, Gemma 4 allows you to test the cutting edge of on-device AI.

Install the app today from Google Play Install the app today from App StoreFor users without Google Play access, install the apk from the latest releaseApp Preview✨ Core FeaturesAgent Skills : Transform your LLM from a conversationalist into a proactive assistant.

Download the App: Install the app from Google Play or App Store.

import supervision as sv from PIL import Image from rfdetr import RFDETRSmall image = Image .

open (...) model = RFDETRSmall () detections = model .

import supervision as sv from PIL import Image from inference import get_model image = Image .

import cv2 import supervision as sv image = cv2 .

copy (), detections = detections )supervision-0.16.0-annotators.mp4datasetsSupervision provides a set of utils that allow you to load, split, merge, and save datasets in one of the supported formats.

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ConceptMost 20th-century sans-serif typefaces are design compromises – they tend to be display typefaces that also have to work in text settings.

Zed directly addresses this shortcoming, with radically different text and display versions developed using the latest research into which letterforms are found the easiest to read by the widest range of readers.

Zed is designed to be inclusive; in particular, it identifies and addresses situations where people are excluded from using certain technologies.

We have tested the typefaces with help from visually impaired readers and have worked with marginalised linguistic communities and native designers around the world.

As a result, Zed is a highly…

A colleague who sabotaged your work, deleted your home directory, and then issued a detailed, polite apology for it.

Software engineers are using LLMs to replace design, code generation, testing, and review; it seems inevitable that these skills will wither with disuse.

But unlike sewing machines or combine harvesters, ML systems seem primed to displace labor across a broad swath of industries.

In one extreme, ML systems continue to hallucinate, cannot be made reliable, and ultimately fail to deliver on the promise of transformative, broadly-useful “intelligence”.

The immense profits accruing to AI companies will be taxed and shared with all via Universal Basic Income (UBI).

Break large changes into small, reviewable pull requests that build on each other — with native GitHub support and the gh stack CLI.

Stacked PRs, Native in GitHub Arrange pull requests in an ordered stack and merge them all in one click.

Stacked PRs solve this by breaking big changes into a chain of small, focused pull requests that build on each other — each one independently reviewable.

You can create and manage Stacked PRs directly via the GitHub UI, the API, or your standard Git workflow.

If you choose to use the CLI, it handles creating branches, managing rebases, pushing to GitHub, and creating PRs with the correct base branches.

​ Build AI Agents That Run LocallyGAIA is an open-source framework for building AI agents in Python and C++ that run entirely on local hardware.

Agents reason, call tools, search documents, and take action — with no cloud dependency and no data leaving the device.

Inonfrenchspacing mode, where mid-sentence post-punctuation spacing is smaller than sentence-final spacing, \@ after the last full stop in an abbreviation fixes the spacing to be mid-sentence spacing.

As with all text macros, adding \xspace at the very end inserts a space as needed without having to write \eg{} .

In \frenchspacing mode, word spacing and sentence spacing are the same size, so this macro wouldn’t be needed.

More spacing adjustmentsHere’s a table of the lengths I usually adjust for spacing, set using e.g.

Theorem statements on the next line\begin{theorem} [A really long theorem name that leaves little room] \leavevmode \\ 0 + 1 = 1 = 1 + 0.

All of it is slowly becoming available for streaming and free download at the nonprofit online repository Internet Archive, including that nascent Nirvana show recording, with the audio from Jacobs’ cassette recorder cleaned up.

Jacobs’ First Recording Was In 1984By the time Jacobs sneaked his tape recorder into that Nirvana gig, he had been recording concerts for five years already.

As a teen discovering music, Jacobs began taping songs off the radio.

A short time later, he bought the Sony Walkman-style tape recorder.

Brian Emerick plays a recorded tape at his home in Des Plaines, Ill., Thursday, March 19, 2026.

Today, we are expanding our spam policies to address a deceptive practice known as "back button hijacking", which will become an explicit violation of the "malicious practices" of spam policies, leading to potential spam actions.

What is back button hijacking?

Back button hijacking breaks this fundamental expectation.

Back button hijacking interferes with the browser's functionality, breaks the expected user journey, and results in user frustration.

Notably, some instances of back button hijacking may originate from the site's included libraries or advertising platform.

I fuzzed a verified implementation of zlib and found a buffer overflow in the Lean runtime.

Anthropic, was apparently so spooked by the vulnerability-discovery capabilities of Mythos, they decided not to release it as it was "too dangerous" (lol).

10 agents autonomously built and proved an implementation of zlib, lean-zip, an impressive landmark result.

It is an implementation that has been verified as correct end to end, guaranteed by Lean to be entirely free of implementation bugs.

Here is one of the main theorems (github):theorem zlib_decompressSingle_compress ( data : ByteArray ) ( level : UInt8 ) ( hsize : data.size < 1024 * 1024 * 1024 ) : ZlibDecode.decompressSingle ( ZlibEncode.comp…

Albums are a powerful way to build and manage photo collections directly in DaVinci Resolve.

You can add images manually to each album or organize by date, camera, star rating, EXIF data and more.

The thumbnail view displays each image’s graded version alongside its file name and source clip format so you can see your grades at a glance.

Create multiple grade versions of any image, all referencing the original source file, so you can explore different looks without ever duplicating a file.

Plus, grades applied to one photo can be instantly copied across others in the album for a fast, consistent look!

Press B to draw a box, or T to add text

jj is the name of the CLI for Jujutsu.

You may be familiar with other DVCSes, such as git , and this tutorial assumes you're coming to jj from git .

So why should you care about jj ?

This is a pretty huge claim!

Furthermore, more advanced jj usage can give you additional powerful tools in your VCS sandbox that are very difficult with git .

The Physics Of GPS How geometry, stopwatches, and Einstein's theories work together to make GPS possible.

Everything else is about making that measurement precise enough to be useful: accounting for bad clocks, satellite geometry, and eventually, Einstein's theories.

Each GPS satellite carries an incredibly precise atomic clock, accurate to about .

GPS satellites move at roughly , so their clocks lose about per day compared to ours.

GPS satellites move at roughly , so their clocks lose about per day compared to ours.

In February 2025, R1, an AI model built by the Chinese lab DeepSeek, briefly matched the top US model, ChatGPT.

With the best AI models separated in the rankings by razor-thin margins, they’re now competing on cost, reliability, and real-world usefulness.

As competition intensifies, companies like OpenAI, Anthropic, and Google no longer disclose their training code, parameter counts, or data-set sizes.

This lack of transparency makes it difficult for independent researchers to study how to make AI models safer, she says.

AI models are advancing super fastDespite predictions that development will plateau, AI models keep getting better and better.

The Economics of Software Teams: Why Most Organizations Are Flying BlindThis post works through the financial logic of software teams, from what a team of eight engineers actually costs per month to what it needs to generate to be economically viable.

The Customer-Facing Team: Multiple Levers, Same MathA customer-facing product team of eight carries the same €87,000 monthly cost.

It emerged from a specific environment that made financial discipline in product teams economically unnecessary.

Product organizations during this period still operated with some residual financial discipline inherited from the dot-com reckoning.

But it does mean that the assumption underlying large engineering org…

Changelog News!

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

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Changelog News!

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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!

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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.

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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.

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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.

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Changelog News!

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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 .

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Changelog News!

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

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

At an unbeatable price.

Squarespace – A website makes it real!

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

Does your TV have an overly bright, fake-looking picture? Your settings might be set for the store, not your living room.

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.

ZDNET's key takeawaysHalf of employees now use AI at work at least occasionally.

Many of them also don't know their employers' AI strategy.

Half of all employees now use AI at work at least a few times each year, Gallup reported on Monday.

Employees are effectively using AI to do what they've always done, only faster.

The authors of that report estimated that employees using AI are wasting on average 7.9 hours per week -- about 51 working days per year -- due to the accumulation of all these little moments.

There's an easy way to curb ads and marketing emails in your inbox you've probably never thought of.

They provide ongoing monitoringAn underrated benefit of these data removal services is the ongoing monitoring they provide.

If that stolen data ever shows up on a surface web data broker, the removal service will quickly send a takedown request before it circulates further.

Cesar Cadenas/ZDNETWho should purchase a data removal service?

On the other hand, if you maintain a low profile online, you may find a data removal service to be unnecessary.

Also: The best data removal services: Expert tested and reviewedFor other options, be sure to check out ZDNET's roundup of the best data removal services.

VCs are frothing at the mouth to write more checks to Anthropic at a valuation that matches or beats OpenAI's.

Motorola is suing dozens of content creators and social media platforms including Instagram, X, and YouTube over posts it alleges are defamatory.

Airwallex, valued at $8 billion, is launching a point-of-sale product that lets businesses accept in-person payments in multiple countries via a single platform.

Allbirds is ditching wool sneakers for AI servers, rebranding as NewBird AI after locking in a $50M convertible financing facility.

Sweden's minister for civil defense said Russian hackers are "now attempting destructive cyber attacks against organizations in Europe."

Sony Pictures chief Tom Rothman urged theater owners to cut down the roughly 30 minutes of trailers and ads before movies. "Get off the ad crack," Rothman told the audience at CinemaCon this week. "Get rid of the endless advertising and substantially shorten the long pre-shows." Variety reports: He noted that frequent moviegoers now show up a half hour late to avoid all the spots (something that reserved seating has made easier than ever before). Rothman said that means many people "don't even see the trailers," which results in "enticements gone to waste." Rothman predicted that the 2026 box office, which has already benefitted from hits like "Super Mario Galaxy Movie" and "Project Hail Ma…

Amazon is buying satellite communications company Globalstar for $10.8 billion to expand its Leo satellite-internet network and compete more directly with SpaceX's Starlink. The deal also includes a partnership with Apple to support satellite connectivity for iPhones and Apple Watches, with Amazon planning voice, data, and messaging services starting in 2028. The New York Times reports: Leo was Amazon's move to enter the market for beaming high-speed internet to the ground from orbit. That is an arena dominated by Elon Musk's SpaceX, which operates the Starlink satellite-internet service. Starlink, which has thousands of satellites in orbit, already serves several million customers around t…

An anonymous reader quotes a report from Cord Cutters News: Sony has notified owners of its recent BRAVIA television models that significant changes to the built-in TV Guide for its OTA TV antenna users and related menu features will take effect starting in late May 2026. The update affects a range of premium sets released between 2023 and 2025, marking another instance of feature adjustments for older smart TV hardware as manufacturers shift focus toward newer product lines. The changes primarily target the program guide functionality for over-the-air antenna TV channels received via the ATSC tuner. After the cutoff date, program information may fail to display on certain channels, limitin…

The FCC has granted (PDF) Netgear the first exemption from its foreign-made router ban, allowing the company to keep selling new consumer router models made outside the U.S. through Oct. 1, 2027. PCMag reports: The Defense Department reviewed Netgear's application for an exemption and found that its products "do not pose risks to US national security." The FCC's order doesn't elaborate on why. Netgear is based in San Jose, California, although its products are made in Asia. The exemption, known as a conditional approval, lasts until Oct. 1, 2027. It covers a large range of future Wi-Fi models from Netgear, spanning the R, RAX, RAXE, RS, MK, MR, M, and MH series, the Orbi consumer mesh, mobi…

Microsoft has sharply raised prices across its Surface lineup as RAM and component costs keep climbing. "Both its midrange and flagship Surface lines are now significantly more expensive than they were just a few weeks ago, with the flagship Surface Laptop 7 and Surface Pro 11 now starting at $500 more than they launched at in 2024," reports Windows Central. From the report: The Surface Pro 12-inch, which was previously Microsoft's cheapest modern Surface PC at $799, now starts at $1,049. The flagship Surface Pro 13-inch, which originally launched for $999, now starts at an eyewatering $1,499. It's the same story for the Surface Laptop lines, with the entry-level 13-inch model originally pr…

A proposed California bill would require 3D printer makers to use state-certified software to detect and block files for gun parts, but advocates at the Electronic Frontier Foundation (EFF) say it would be easy to evade and could lead to widespread surveillance of users' printing activity. The Register reports: The bill in question is AB 2047, the scope of which, on paper, appears strict. The primary goal is clear and simple: to require 3D printer manufacturers to use a state-certified algorithm that checks digital design files for firearm components and blocks print jobs that would produce prohibited parts. [...] Cliff Braun and Rory Mir, who respectively work in policy and tech community …

alternative_right shares a report from 404 Media: An independent privacy audit of Microsoft, Meta, and Google web traffic in California found that the companies may be violating state regulations and racking up billions in fines. According to the audit from privacy search engine webXray, 55 percent of the sites it checked set ad cookies in a user's browser even if they opted out of tracking. Each company disputed or took issue with the research, with Google saying it was based on a "fundamental misunderstanding" of how its product works. The webXray California Privacy Audit viewed web traffic on more than 7,000 popular websites in California in the month of March and found that most tech co…

Google is rolling out a Chrome feature called "Skills" that lets users save Gemini prompts as reusable one-click workflows they can run across multiple tabs. The feature also includes preset Skills from Google. It's launching first for Chrome desktop users set to US English. The Verge reports: Once you have access to the feature, it can be managed by typing a forward slash ( / ) in Gemini and clicking the compass icon. AI prompts can be saved as Skills directly from your Gemini chat history on desktop, where they'll then be available to reuse on any other desktop devices that are signed into the same Google account on Chrome. The aim is to spare Chrome users from having to manually retype f…

A Chicago concert superfan Aadam Jacobs who has recorded more than 10,000 shows since the 1980s is working with Internet Archive volunteers to digitize the collection before the cassettes deteriorate. "So far, about 2,500 of these tapes have been posted on the Internet Archive, including some rare gems like a Nirvana performance from 1989," reports TechCrunch. From the report: For many of these recordings, Jacobs was using pretty mediocre equipment, but the volunteer audio engineers working with the Internet Archive have made these tapes sound great. One volunteer, Brian Emerick, drives to Jacobs' house once a month to pick up more boxes of tapes -- he has to use anachronistic cassette deck…

Рассказываю о новинках самого лучшего в мире менеджера рецептов

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

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

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

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

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

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

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

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

Я шарю скилл несколько раз, самое время кинуть в пост

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

Кидать референсы

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

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

Есть работа с текстом

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

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

Скилл и объяснение от опенаи

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

Клод код (Claude Code) заботится обо мне и показывает команды на согласования, к сожалению, он делает это без уважения плохо.

Посмотрите на этот апрув: Выполняет трехстрочную шелл-команду с вложенными конструкциями: циклы, условия. Если там где-то будет какая-то ошибка, я её просто не замечу.

Я не специально выбирал, что скриншотить, они все такие: У меня остается два варианта: Как мартышка жать и жать на кнопку «Approve». В итоге вырабатывается привычка, которая не даст мне себя защититить в опасной ситуации. См. принцип «подтверждения не работают».

Один раз апрувнуть тоже не выйдет, потому что эта конкретная трехэтажная команда вряд ли когда-нибудь появится.

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

Сейчас можно шарить не только рецепты как одну штуку, но и всю коллекцию.

Или выборочно, или прибранные рецепты (с рецептом и фоткой), или вообще все-все-все

https://recipe-scaler.ru/#/public/@/mike.ozornin Интеграция с ИИ-иссистентом

Можно через MCP подключиться к своему ассистенту. У кого-то клод, у кого-то курсор. Пока подглючивает чуток. Но смотрите, какая красота:

The first live sporting event was broadcast in the Vision Pro, and it's a big disappointment. The experience could be amazing, but Apple actively ruins it.

Делал большую фичу, попросил ревью у ИИ. Попросил найти важные моменты во всех областях: безопасность, логика, деплой, производительность и прочее, и прочее.

Опус 4.5 (лучшая на сейчас ЛЛМ в мире) написал: Критикал sql-инъекция. Как оказалось: пользователь сам себе после всех входов и разрешений на свой же запрос получит чуть больше своих же результатов. Опус не написал: Конфиг nginx забыли поправить и ничего не будет работать в целом.

Сервис-воркер (фоновый код в браузерном приложении) блокировал работу новой вещи, перехватывая все обращения на себя.

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

AI might replace all of the jobs; that's only a problem if you think that humans will care, but if they care, they will create new jobs.

This morning I shared a link to this site, and the recipient said, “it looks

like a file.” I thought they meant the page was all black and white with no

color. No, they were talking about the URL, which ended with “.html”.This site started almost 24 years ago as

a static site: a pile of .html files created on my machine and uploaded to the

server. The URLs naturally had .html extensions. It was common in web sites of

the time.Over the years, the technology has changed. In 2008, it was still a static

site on the host, but produced with

Django running locally. In 2021, it became a

real Django site on the host.Through all these changes, the URLs remained the same—they still had

the old-fashion…

In my last blog post (A testing conundrum), I described

trying to test my Hasher class which hashes nested data. I couldn’t get

Hypothesis to generate usable data for my test. I wanted to assert that two

equal data items would hash equally, but Hypothesis was finding pairs like

[0] and [False]. These are equal but hash differently because the

hash takes the types into account.In the blog post I said,If I had a schema for the data I would be comparing, I could use it to

steer Hypothesis to generate realistic data. But I don’t have that

schema...I don’t want a fixed schema for the data Hasher would accept, but tests to

compare data generated from the same schema. It shouldn’t compare a list o…

In my last blog post (A testing conundrum), I described

trying to test my Hasher class which hashes nested data. I couldn’t get

Hypothesis to generate usable data for my test. I wanted to assert that two

equal data items would hash equally, but Hypothesis was finding pairs like

[0] and [False]. These are equal but hash differently because the

hash takes the types into account.In the blog post I said,If I had a schema for the data I would be comparing, I could use it to

steer Hypothesis to generate realistic data. But I don’t have that

schema...I don’t want a fixed schema for the data Hasher would accept, but tests to

compare data generated from the same schema. It shouldn’t compare a list o…

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

Update: I found a solution which I describe in

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

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

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

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

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

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Hi everyone, I use Claude Code for almost everything. The only exception was research, checking reviews, looking up competitors, scanning Reddit threads. Every time I had to open a browser. So I built an API for it. Send a URL, get JSON back. It can be hooked up as an MCP server inside Claude Code. Since then, I haven't opened a browser for research. Based on my need, I kept adding more sites. Booking.com was the latest, searching hotels, pulling reviews, comparing prices, all from the terminal. Feel free to let me know if there are sites missing, I usually add them within a few days. It now covers 18+ platforms. Reddit, Twitter/X, TikTok, Google Maps, Glassdoor, Trustpilot, and more. If yo…

built a small side project recently and ended up getting ~200k impressions on linkedin over ~30 days nothing crazy around 300ish signups and a bit of revenue, but still more than i expected tbh didn’t have an audience or budget, so this was mostly just trial and error a few things that actually worked: posting about the product directly didn’t really work those posts usually just died. the ones that did well were more personal or just things i’d learned the post that did the best wasn’t even about the product it was about leaving my previous job. i mentioned what i’m building at the end and that drove most of the signups reddit was useful, but only through comments i tried posting, didn’t d…

https://reddit.com/link/1smba0o/video/pcfay8rlrdvg1/player I often finish a movie or a TV show, then spend too much time trying to figure out what to watch next. So, I built an app that allows you to enter a single title that you like, then it will scan the database, find similar films and TV series and show them to you in a list. There are more than 10k titles in the database. The scoring is based on genres, themes, type, actors and directors. If anyone wants to try it out, I would appreciate the feedback. The site is movieneed.com submitted by /u/W_Royce [link] [comments]

Posted my national parks planner a couple days back and saw this today: Apr 13 → ~903 visitors Apr 14 → ~347 visitors Today → ~7,500+ visitors No new posts or changes — it just kept spreading. Curious what people usually focus on next after something like this retention, features, or just keep building? submitted by /u/peakpirate007 [link] [comments]

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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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UK: Oxford-based Lumai secured more than €9.2 million to advance optical AI accelerator technology; and Leeds-based Optalysys raised €26.4 million to commercialise photonic chips using light.

Germany’s Q.ANT secured €62 million to commercialise photonic processors for AI and high-performance computing.

As part of the 2D Photonics SpA group, the company focuses on enabling next-generation data communication technologies for AI, data centres, and high-performance computing.

2D photonics delivers simplified designs with improved bandwidth density and energy efficiency for telecom, datacom and high-performance computing applications.

According to the company, today’s AI systems are no longer he…

From early-stage positioning to scaling international visibility, effective PR and branding strategies play a key role in how startups attract customers, talent, and investors.

In our panel “PR and Branding Insights: How Startups Build a Brand People Talk About”, we will explore how startups can craft a compelling narrative and stand out in crowded markets.

Based in Paris and Lisbon, she advises high-growth companies on positioning, media relations, launch strategy, and long-term brand visibility.

Julija JJ Jegorova: Founder of Black Unicorn PR, Julija leads one of London’s top women-led PR agencies focused on tech startups, scaleups, unicorns, and VC firms.

Kate McElroy: Global Managing Pa…

The startup aims to transform traditional corporate welfare by enabling employees to use their welfare credit with any merchant through its platform.

The round was led by Step Fund, the venture capital fund managed by Alternative Capital Partners SGR.

This scenario sits within a broader European market with a total size of €80 billion, representing 32.59% of the global market,” Smartwage mentioned in the press release.

Over 20% of corporate welfare budgets go unused annually due to the inflexibility of current operating models, which require employees to work within a restricted network of affiliated providers.

Currently, 20% of corporate welfare budgets remain unused and, according to our …

SolvaPay, a Stockholm-based AI payments startup, today announced that it has raised €2.4 million ($2.8 million) in pre-Seed funding to build out its new payment infrastructure platform, built for agentic commerce.

Founded in 2025, SolvaPay is building the payment infrastructure for the agentic economy, enabling seamless transactions between AI agents and digital services.

Since every new agent could turn into a buyer, early adoption provides businesses with a crucial edge in the quickly expanding agentic economy.

“As AI agents begin to transact autonomously, trust and reliability become just as important as speed and capability.

We see this as an important building block for the next genera…

But the more interesting story for Europe’s indie developer community is not the scale, but how the platform got there.

Unlike app stores or traditional publishers, Poki operates as an active partner in a game’s development rather than a passive distribution channel.

On the App Store or Google Play, discoverability is largely a function of marketing budget.

Romy Halfweeg, Business Development Manager at Poki, describes the model as a long-term partnership rather than a content deal.

“We sign a developer more so than a game,” Halfweeg said in a recent interview with Next Big Games.

Vox Talk AI, a Dublin-based startup deploying AI operators for the alarm monitoring and CCTV industry, has closed a €1.35 million pre-Seed funding round to accelerate commercial adoption, advance product development, and grow the team.

Founded in April 2025 by Mark Harkin, Vox Talk AI builds and deploys AI operators that work alongside human staff in monitoring centres.

That last point speaks to something bigger: this technology doesn’t just make ARCs more efficient, it makes them more accessible,” said Mark Harkin, founder and CEO, Vox Talk AI.

Looking ahead, Vox Talk AI is enhancing its AI operators with computer vision capabilities to provide AI-powered analysis for CCTV and video monito…

Agriodor, a Rennes-based AgriTech startup using natural scents to protect crops, has raised €15 million in Series A funding to accelerate its growth and the global deployment of its olfactory biocontrol technology.

Alain Thibault, co-founder and President of Agriodor, said, “We are convinced that the future of crop protection lies in biology, not chemistry.

With this funding round, we mark Agriodor’s transformation — from a leading French AgTech startup into a global specialist in scent-based biocontrol.

The company develops a new class of crop protection solutions based on scents naturally emitted by plants to influence insect behaviour.

It also relies on strategic advisors, including seni…

French VC Newfund has closed HEKA (€60 million), the first European fund dedicated to BrainTech, to promote European innovation in BrainTech – spanning AI, digital therapeutics, advanced imaging and BioTech.

With the new fund, Newfund aims to finance 25 technology startups focused on brain health.

Across 2025-26 funding landscape, Newfund’s €60 million HEKA close can be situated within a wider set of financings in BrainTech and adjacent neuro-focused HealthTech and BioTech.

The United States captures more than 85% of this global funding, confirming a very clear dominance.

HEKA aims to act as a bridge between Europe and the United States, supporting startups in their international expansion …

London-based Helical, a virtual AI lab for pharma R&D, has announced a €8.4 million ($10 million) Seed round to close the gap between computational predictions and biological decision-making, so teams that traditionally worked in silos can collaborate on the same evidence.

“Pharma teams need a system that turns foundation models into workflows scientists can run, validate, and defend.

Together, those rounds amount to roughly €46.6 million, rising to about €55 million including Helical.

When bio foundation models emerged, the trio saw the chance to build the missing application layer that would let pharma teams move from model experimentation to reproducible, production discovery.

Helical is…

Graftcode, a Warsaw-based developer tools startup that eliminates the integration layer between software systems, has raised €2.1 million in funding as it launches the beta version of its platform, aiming to accelerate early developer adoption.

It removes the integration layer code between software systems and allows applications written in any programming language to connect with a single command.

The company states that software integration has emerged as a major drain on development time and budgets.

It also spans all major categories of software integration, including web, mobile and IoT to cloud, cloud-to-cloud, microservices communication, and cloud-to-AI and in-memory interactions.

M…

wamo, a British SME financial operating platform, has raised €10 million in Series A funding to accelerate expansion in Italy and the Nordics, enhance its product capabilities, and support the rollout of AI-driven tools across its business account platform.

Yanki Önen, Founder of wamo, says: “European SMEs need smarter infrastructure, not just digital banking.

“More than 15,000 European SMEs already bank on wamo, and we are now on a fast track to deliver a hyper-personalised experience to many more.

wamo integrates lending into its financial platform, using real-time banking, payments, and operational data to enable faster, data-driven underwriting.

Ilker Sözdinler, General Partner at Oleka…

“Without a shared foundation connecting them, those systems create more fragmentation than leverage.

Spain: Galtea in Barcelona raised €2.7 million for its AI evaluation platform; and SLNG.ai in Barcelona secured €3.3 million for speech AI infrastructure.

“We backed Modern Relay because Ragnor and Aaron understood the fundamentals of this new reality early,” says Ricardo Sequerra, Partner at Point Nine.

They’re building the operational backbone for how AI actually works inside a company.”Founded in 2025 by Ragnor Comerford and Aaron Go, Modern Relay builds the shared foundation for enterprise AI.

Modern Relay believes that as AI embeds deeper into enterprise operations, that foundation beco…

EVANIUM, a Regensburg-based life-science company developing ingredients based on its IP-protected drug delivery technology OPTISOLV®, has closed a €2.2 million Seed funding round.

Improving bioavailability doesn’t just benefit brands, it directly improves consumer outcomes,” said Adrian Friederich, Head of Investments at FoodLabs.

Founded in 2019 by Felix Rolka, David Ofner, and Carlo Werkmann, EVANIUM focuses on improving key properties, including solubility, stability, and bioavailability, of ingredients for use in nutraceuticals, functional foods, nutricosmetics, and pharmaceuticals.

Through its proprietary OPTISOLV Technology platform, EVANIUM enables more effective absorption and perfo…

Remote-first startups in Europe face a complex web of employment compliance requirements as they expand across borders.

As companies embrace distributed teams, the demands of European employment compliance create new hurdles with every international hire.

Remote-first strategies allow startups to access talent across borders, but legal requirements often increase faster than headcount.

Compliance risks grow with international expansionThe appeal of hiring across Europe lies in access to top talent, but early-stage startups quickly discover that employment compliance can slow expansion.

Overlooked areas of employment compliance riskMany startups underestimate the challenge of accurately clas…

Trade Republic, which is valued at €12.5 billion, is ditching its customer service AI chatbots and replacing them with more than 1,000 human customer service agents to ensure that customers can speak to real people.

Christian Hecker, co-founder and CEO, Trade Republic, said: “Our goal is to be the long-term home for our customers' entire assets.

“Within the next twelve months, we aim to offer the best customer service of any bank in Europe.

The new customer service is available 24/7, free of charge, in the Trade Republic app, where customers can call and chat with human customer service agents.

Trade Republic is working with an external provider that is supplying the customer service agents.

Gizmo, a London-based AI-powered learning platform, has raised $22 million in Series A funding to support its international expansion and further development of its technology.

Petros Christodoulou, co-founder and CEO of Gizmo, commented:We’re not fighting for less screen time — we’re fighting for better screen time.

Gizmo is used by more than 13 million learners across over 120 countries, serving a diverse audience that includes secondary school students, university learners, and professionals seeking to upskill.

By leveraging artificial intelligence to personalise and gamify the learning process, Gizmo seeks to make studying more engaging and accessible.

The company’s long-term vision is …

Brix, a fintech platform focused on bringing emerging market financial assets on-chain, has raised $5.5 million in a funding round.

The round included participation from global financial institutions and Web3 investors, including FRWRD Ventures, Circle Ventures, ConsenSys, Webrazzi Ventures, Borderless Capital, and Paribu Ventures.

Brix aims to broaden access to investment opportunities in emerging markets by tokenising real-world assets such as stocks, funds, and bonds.

The company collaborates with banks and brokerage firms across emerging markets to facilitate the issuance, custody, and management of underlying assets.

By connecting decentralised finance capital with real-world assets fr…

Calyos, a Belgian thermal technology company founded in 2012, designs, develops and manufactures fully passive, two-phase cooling systems that can be manufactured entirely in Europe and deployed across mobility, defence, and high-performance computing.

​Real-world use cases take shapeToday, Calyos focuses on cooling electronics across three main markets: e-mobility, computing, and energy.

In battery cooling, Calyos integrates very small channels within an aluminium plate, filled with a working fluid that evaporates to efficiently extract heat.

The company recently joined the CoolBatt project to develop a new passive thermal architecture for e-bike battery packs, using its two-phase cooling …

The UK’s largest crowdfunding platform reported a “hard-fought” full-year profit last year, driven by a rise in secondary liquidity and cutting costs across the business, says one of its CEOs.

Matt Cooper, Crowdcube co-CEO, says: “The change has been dramatic.

Over £1.5bn has been invested in private companies through Crowdcube.

Crowdcube’s tech offers companies various secondary opportunities, including early-stage investor secondary sales to retail investors, employee secondaries to retail investors, and secondaries offered to Crowdcube investors from those startups that sold primary shares on Crowdcube.

In 2025, Crowdcube carried out secondary share sales for investment platform Chip, ch…

UK SME lender Allica Bank today reported its third consecutive year of profit, while the UK business of another UK fintech, ClearBank, also reported its third consecutive year of profit.

Pre-tax profits at fintech Allica were up 23 per cent year-on-year to £36.9m in 2025, on the back of increasing its loan book by 23 per cent year-on-year to £3.7bn, while customer deposits increased by 29 per cent to £5.7bn.

Allica also said that uptake of its business current accounts had more than doubled in the year to over 14,000.

The UK fintech also said it was deploying AI agents across its tech, which it said would deliver a “step change" in its SME lending proposition.

The performance of its UK busi…

French Agriodor, an agritech company developing crop protection solutions based on natural plant scents, has raised €15 million in Series A funding to accelerate its international expansion and the deployment of its olfactory biocontrol technology.

Additional participants included Région Sud Investissement, CAAP Création (Crédit Agricole Alpes-Provence), and existing investors Capagro, CapHorn, and SWEN Capital Partners.

Founded in 2019 by Alain Thibault and Dr Ené Leppik as a spin-off from INRAE, Agriodor develops a new class of crop protection solutions using semiochemicals to influence insect behaviour.

Compared with conventional insecticides, this method allows for substantially lower d…

The Tech.eu Summit London 2026 is set to take place on 21–22 April 2026 at the Queen Elizabeth II Centre in London.

With the event now just days away, this is the final opportunity to secure a ticket before pricing moves to its last tier.

Ticket pricing will be updated on 17 April 2026Ticket pricing for the Tech.eu Summit London 2026 will be revised on 17 April 2026.

The Tech.eu Summit London 2026 will bring together founders, investors and technology professionals from across Europe and beyond, with speakers confirmed from organisations including OpenAI, Notion Capital, PolyAI, Oxa, Wise, NATO Innovation Fund, Upvest, 2150, Mastercard, Morgan Stanley, Mollie and many more.

Make the most of…

SolvaPay, a Stockholm-based AI payments platform, has raised €2.4 million in pre-seed funding to develop payment infrastructure for the emerging era of agentic commerce.

As digital services continue to evolve, existing payment systems remain largely confined to closed ecosystems, limiting interoperability and preventing AI agents from freely interacting and transacting across platforms.

SolvaPay addresses this challenge by enabling AI agents to discover, access, and pay for digital services seamlessly, supporting autonomous economic activity across the emerging agentic economy.

Now, we’ve reached the same point with the agentic economy, but naturally the transaction types, the speeds, and t…

Mission Control Games, a mobile game studio focused on the casual puzzle genre, has announced its launch alongside the close of a $4 million pre-seed funding round.

The studio was co-founded by Kıvanç Okutur (CEO) and Murat Gürel (CTO), both veterans of the team behind the casual gaming title Merge Dragons.

Headquartered across London and Istanbul, Mission Control Games aims to create engaging puzzle experiences that balance familiarity with innovation.

Our ambition is to become the largest mobile gaming company with the smallest team,Okutur adds.

Operating within the casual gaming segment, the studio seeks to explore new design approaches and develop original sub-genres rather than replica…

Today at the European Data Summit of the Konrad-Adenauer-Foundation in Berlin, Cubbit, SUSE, Elemento Cloud, and StorPool Storage unveil Europe’s first fully sovereign disaster recovery pack.

Demand is rising, driven by geopolitical uncertainty, stricter regulation, and the need for greater control over critical data and services.

In the spirit of the EuroStack concept, the Sovereign Disaster Recovery Pack is designed to help close that gap.

The Sovereign Disaster Recovery Pack enables organisations to identify critical services, build and validate a sovereign recovery setup, and progressively extend it across other workloads through synchronisation and migration.

“The Sovereign Disaster Re…

Today Germany signed a cooperation agreement with Ukraine to enable the Auterion Airlogix Joint Venture GmbH to execute its first production contract for thousands of mid-range, heavy AI-guided autonomous strike systems.

The contract turns a February 2026 announcement at the Munich Security Conference into fully funded, large-scale production in Germany of thousands of systems per year from German production lines, and is the largest German production order for heavy autonomous strike drones to date.

Scaleup Airlogix is a Ukrainian defence technology company specialising in the development and production of unmanned aerial vehicles for military applications.

For Ukraine, a reliable European…

Without a shared layer where people and agents can work from the same facts and rules, every department automates in isolation.

Modern Relay is building the infrastructure to fix this.

“Every company will soon rely on a growing number of agents across all departments,” said Ragnor Comerford, co-founder of Modern Relay.

“Without a shared foundation connecting them, those systems create more fragmentation than leverage.

Nothing this central to how a company operates should live inside someone else's platform, which is why Modern Relay runs entirely on infrastructure the customer owns.

The Xiaomi 17 Ultra gives you a ton of options to play around with images, including preset filters and hardware add-ons.

CERT-EU blamed the cybercrime group TeamPCP for the recent hack on the European Commission, and said the notorious ShinyHunters gang was responsible for leaking the stolen data online.

London’s Air Street Capital has raised a large Fund III with eyes locked on backing early-stage European and North American AI companies.

EU lawmakers found their government-issued devices were blocked from using the baked-in AI tools, amid fears that sensitive information could turn up on the U.S. servers of AI companies.

An alleged ransomware attack has taken down the systems of the Sapienza University of Rome.

The Irish government announced that it wants to pass a law that would grant police more surveillance powers, such as using spyware to fight serious crime, while aiming to protect the privacy rights of its citizens.

Europe's startup market hasn't produced meaningful numbers but there is reason to believe the data will start to change.

Apple is adding renewable power to offset customer charging and support its operations, including third-party manufacturing in China.

Four major European airports in Berlin, Brussels, Dublin, and London continue to have flight delays due to a cyberattack on Collins Aerospace, a provider of check-in systems.

A cyberattack targeting Collins Aerospace, a provider of airport check-in systems, sparked delays and disrupted flights across Europe over the weekend.

Dawn Capital’s latest partner, Shamillah Bankiya, stopped by Equity this week to talk about the European landscape and the biggest misconceptions Americans have about the European startup world.

Europe’s startup scene is having a moment, with European unicorns multiplying and American VCs setting up shop across the pond. But while European funding dominates the early stages, late-stage capital still flows primarily from the U.S. So what does this mean for European founders, and how is the continent carving out its own identity in […]

The companies want to launch the robotaxi services in Germany and the U.K. first, pending regulatory approval.

Europe’s fintech darling Revolut is looking to raise a new funding round that would give it a $65 billion valuation, the Financial Times reports. The UK-based company is reportedly in talks to raise around $1 billion by issuing new shares and selling existing ones. The US-based firm Greenoaks is said to be leading the round, […]