Qwen3.6-35B-A3B on my laptop drew me a better pelican than Claude Opus 4.7For anyone who has been taking my pelican riding a bicycle benchmark seriously as a robust way to test models, here are pelicans from this morning’s two big model releases—Qwen3.6-35B-A3B from Alibaba and Claude Opus 4.7 from Anthropic.

Here’s the Qwen 3.6 pelican, generated using this 20.9GB Qwen3.6-35B-A3B-UD-Q4_K_S.gguf quantized model by Unsloth, running on my MacBook Pro M5 via LM Studio (and the llm-lmstudio plugin)—transcript here:And here’s one I got from Anthropic’s brand new Claude Opus 4.7 (transcript):I’m giving this one to Qwen 3.6.

So I’m burning one of my secret backup tests—here’s what I got from Qwen3…

These workers, many of them between the ages of 19 and 24, were given the keys to the US government.

They were also quickly the subject of controversy, as they laid waste to government agencies with little rhyme or reason.

When Musk departed DOGE, many of the people who constituted DOGE’s early strike force dispersed.

Musk’s DOGE may no longer exist as it did a year ago, but its impact continues to ripple across the government.

The individuals below constitute a telling snapshot of where DOGE members have landed, and where they continue to exert influence.

Comments

Japan will require certain foreign nationals applying for its most common white-collar work visa to prove language proficiency, including in Japanese, if their work involves the use of language skills.

Under new guidelines that apply from Wednesday, certain applicants for the “Engineer/Specialist in Humanities/International Services” visa — widely used by interpreters, company workers, and hotel staff — must submit proof of their language ability.

The new benchmark has been set at the equivalent of the Common European Framework of Reference (CEFR) B2 level.

According to the Justice Ministry, a Japanese Language Proficiency Test (JLPT) N2 certificate or a score of 400 or higher on the Busine…

MarkyA fast, native markdown viewer for macOS built with Tauri v2, React, and markdown-it.

View Demo • Install • Request FeaturesAbout The ProjectMarky is a desktop markdown viewer designed for one thing: opening .md files from the terminal and getting beautiful, instant rendering.

Launch it with marky FILENAME to view a file or marky FOLDER to open a folder as a persistent workspace (Obsidian-style).

Files reload live as they change on disk — perfect for viewing Claude-generated plans, documentation, or notes as they're being written.

git clone https://github.com/GRVYDEV/marky.git cd marky pnpm install pnpm tauri build ./scripts/install-cli.shThe install script symlinks marky to ~/.local/b…

Kampala for WindowsWindows support is on the way.

Join the waitlist and we’ll let you know when it’s ready.

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

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

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

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

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

It's a sensible strategy and exactly the one they are using with Laravel Cloud.

They could hire a lot of marketing people to astroturf reddit and other communities, and suggest Laravel Cloud loudly to anyone who is willing to listen.

I've never tried Laravel Cloud so I don't know whether it fits into either of the descriptions above.

Interestingly, the first version of this addition also mentioned alternatives:Laravel can be deployed using Nginx, FrankenPHP, Laravel Forge, but Laravel Cloud is the fastest way to deploy and scale Laravel applicationsBut Taylor changed this to mention only Laravel Cloud:Laravel can be deployed using Laravel Cloud, which is the fastest way to deploy and scale …

Comments

A group of researchers from across the US and the UK have conducted a study on what AI does to our brains and the results are, in a word, grim.

“We find that AI assistance improves immediate performance, but it comes at a heavy cognitive cost,” the study declares.

Halfway through the exam, the AI group had their access cut off.

This led to a steep decline in correct answers by the AI group and many instances of people simply giving up.

This is just the latest study trying to get to the bottom of what AI is doing to our collective noggins.

AnnouncementsAvailability and pricingFor business users and consumers who want to collaborate with our most powerful model on complex tasks, Opus 4.7 is available on Claude for Pro, Max, Team, and Enterprise users.

For developers interested in building AI solutions that demand frontier intelligence, Opus 4.7 is available on the Claude Platform natively, and in Amazon Bedrock, Google Cloud’s Vertex AI, and Microsoft Foundry.

With adaptive thinking, Opus 4.7 automatically adjusts how much thinking it uses based on the complexity of the task, spending more time on harder problems and responding quickly to simpler ones.

BenchmarksClaude Opus 4.7 is our most capable, generally available model, p…

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

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

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

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

Comments

Much of the bullshit future is already here, and I am profoundly tired of it.

I imagine going to school to become an architect, just to watch ML eat that field too.

I’ve thought about this a lot over the last few years, and I think the best response is to stop.

If you work at Anthropic, xAI, etc., you should think seriously about your role in making the future.

I don’t think this will stop ML from advancing altogether: there are still lots of people who want to make it happen.

Cloudflare Email Service is that piece.

export default { async fetch(request, env, ctx) { await env.EMAIL.send({ to: "[email protected]", from: "[email protected]", subject: "Your order has shipped", text: "Your order #1234 has shipped and is on its way."

The address-based resolver routes [email protected] to a "support" agent instance, [email protected] to a "sales" instance, and so on.

Fork it, extend it, use it as a starting point for your own email agents that fit your workflows.

With Email Sending now in public beta, Cloudflare Email Service becomes a complete platform for bidirectional communication, making the inbox a first-class interface for your agents.

With AI Gateway, you’ll get one centralized place to monitor and manage AI spend.

Workers AI also hosts open-source models on its public catalog, which now includes large models purpose-built for agents, including Kimi K2.5 and real-time voice models.

AI Gateway buffers streaming responses as they’re generated, independently of your agent's lifetime.

Soon, you’ll be able to access the models you loved on Replicate through AI Gateway, and host the models you deployed on Replicate on Workers AI as well.

Get startedTo get started, check out our documentation for AI Gateway or Workers AI .

MacMindA complete transformer neural network implemented entirely in HyperTalk, trained on a Macintosh SE/30.

MacMind is a 1,216-parameter single-layer single-head transformer that learns the bit-reversal permutation -- the opening step of the Fast Fourier Transform -- from random examples.

Inference (Card 3)After training, click New Random to generate a test input, then Permute to run the trained model.

Save the stack, quit, reopen it: the trained model is still there.

A native System 7 / Mac OS 8 / Mac OS 9 application that connects Claude and other AI agents to Classic Mac OS through a simple text-based protocol.

We’re calling this Artifacts: a versioned file system that speaks Git.

If we can just give agents an authenticated, secure HTTPS Git remote URL and have them operate as if it were a Git repo, though?

Inside Cloudflare, we’re using Artifacts for our internal agents: automatically persisting the current state of the filesystem and the session history in a per-session Artifacts repo.

Durable Object storage has a 2MB max row size, so large Git objects are chunked and stored across multiple rows.

Artifacts is designed to be agent-first, and notes enable agents to add notes (metadata) to Git objects.

Stop using JWTs!

Also note that "valid" usecases for JWTs at the end of the video can also be easily handled by other, better, and more secure tools.

JWTs which just store a simple session token are inefficient and less flexible than a regular session cookie, and don't gain you any advantage.

Google does not use JWTs for user sessions in the browser.

This is within the reasonable usecases for JWTs, and Google has the resources (security experts) to create and maintain a more secure JWT implementation.

addOption ( new Option ( " --token " , " API token " ).

addOption ( new Option ( " --username " , " Basic auth username " ).

addOption ( new Option ( " --password " , " Basic auth password " ).

Passing --token abc --username alice produces option '--token ' cannot be used with option '--username ' , which is exactly the message the user needs.

The type parsed gets is:| { readonly auth : " token " ; readonly token : string } | { readonly auth : " basic " ; readonly username : string ; readonly password : string } | { readonly auth : " oauth " ; readonly clientId : string ; readonly clientSecret : string }That's a discriminated union.

The Rust team is happy to announce a new version of Rust, 1.95.0.

If you have a previous version of Rust installed via rustup , you can get 1.95.0 with:$ rustup update stableIf you don't have it already, you can get rustup from the appropriate page on our website, and check out the detailed release notes for 1.95.0.

{ unix => { fn foo ( ) { } } target_pointer_width = " 32 " => { fn foo ( ) { } } _ => { fn foo ( ) { } } } let is_windows_str = cfg_select!

{ windows => " windows " , _ => " not windows " , } ;if-let guards in matchesRust 1.88 stabilized let chains.

Contributors to 1.95.0Many people came together to create Rust 1.95.0.

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

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

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

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

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

A DAP server that enables time travel debugging for WebAssembly programs.

Currently, the debugger steps through .wat source files.

Supporting DWARF debug symbols to step through the original source code is a future (and lofty) goal.

Try it in one clickOpen this repo in a GitHub CodespaceWait for the container to build and press F5Local install for VSCode# build the adapter and copy the binary into the extension dir ./gabagool-debug-adapter/local-install.sh # symlink the extension into vscode ln -sfn " $( pwd ) /gabagool-debug-adapter " ~ /.vscode/extensions/gabagool-debug # reload vscode (cmd + shift + p -> "Developer: reload window") # open any .wat file and press F5, then pick a program f…

Much of the bullshit future is already here, and I am profoundly tired of it.

LLM scrapers take down the web sites I run and make it harder to access the services I rely on.

I imagine going to school to become an architect, just to watch ML eat that field too.

If you work at Anthropic, xAI, etc., you should think seriously about your role in making the future.

I don’t think this will stop ML from advancing altogether: there are still lots of people who want to make it happen.

EsoNatLangs Bring the Complexity of Natural Language into CodeThe five esolangs discussed in this piece -- Coem, Love Languages, Prāsa, Kip, and Captive -- draw on aspects of natural language usually avoided in code: nuance and ambiguity, complex grammars and morphologies.

The final language, Captive, is one of mine.

Love Languages draws on brainfuck, the language that Chris Pressey once called the twelve-bar blues of esolangs.

PrāsaPrāsa is a programming language whose code follows the syllabic stress rhythms of Telugu, a Dravidian language with a literary tradition thousands of years old.

Anything the interpreter does has already been done by the programmer in order to write valid Prāsa c…

C is a popular target language for performance reasons, but Java has often-overlooked advantages.

Helpful resources:The official Java Language Specification covers the nooks and crannies of the language which, while rarely or never used in ordinary programming, become extremely convenient during compilation.

Core Scheme with SugarThe compiler I created is for a core Scheme, but it would not be hard to apply these same techniques to compiling a language like Python or Ruby: ::= | | | (lambda ( ...) ) | (if ) | (set!

) | (let (( ) ...) ) | (letrec (( (lambda (...) ))) ) | (begin ...) | ( ...) ::= A Scheme compiler could easily use macros to desugar full Scheme into this language, or …

Errorf ( "configure failed: %w" , err ) } if err := start ( ctx , d ); err != nil { return fmt .

1 2 3 for state != nil { state = state ( l ) }The transitions live in the functions themselves.

Background () state = p . start ) for state != nil { state = state ( ctx ) }This also provides the benefit of namespacing different sequences from one another.

A hypothetical definition of a step.Func might look like:1 type Func func ( context .

Err (); err != nil { return err } i := Info { Name : Name ( f )} f , i . Err = f ( ctx ) i .

Comments

The number is derived cleanly from the system card’s own figure; the system card body itself reports only the percentage.

Anthropic’s own language: “almost every successful run relies on the same two now-patched bugs.” (page 51)So let’s recap.

It contains the “181 working exploits” integer that maps cleanly back to Figure 3.3.3.A in the system card.

The Mythos system card instead contains none of it:No CVSS distribution.

The Mythos system card tested the model against small-scale enterprise networks with no active defenses and the model succeeded.

Joel Khalili / Wired:

The UK unveils Sovereign AI, a £500M fund to invest in domestic AI startups, starting with Callosum, which builds software to help different chips work together — In a bid to minimize dependence on technology from other countries, the UK government is plowing resources into homegrown AI startups.

David Gewirtz / ZDNET:

OpenAI updates its Codex desktop app with features like computer control, an in-app browser, image generation, automation memory, plugin support, and more — ZDNET's key takeaways — Codex Desktop expands from coding into full productivity workflows. — Automation can generate images, charts, and workflow outputs.

Jagmeet Singh / TechCrunch:

Google's 2025 Ads Safety Report: Google blocked a record 8.3B ads, up 63% YoY, but suspended 36% fewer advertisers, attributing the disparity to its use of AI — Google said Thursday it blocked a record 8.3 billion ads globally in 2025 — up from 5.1 billion the year before.

Will Canny / CoinDesk:

Drift Protocol secures $147.5M in funding, including $127.5M from Tether, to replace Circle stablecoin with USDT after a $270M exploit linked to North Korea — What to know: … Drift Protocol, the victim of a recent North Korean exploit, plans to relaunch with Tether's USDT as its settlement layer …

Jowi Morales / Tom's Hardware:

The US DOJ says a judge sentenced two US citizens to a combined 16 years in prison for running laptop farms that let North Korean IT workers pose as US workers — Your online co-worker isn't who you think. … Two individuals from New Jersey pleaded guilty to conspiracy to commit wire fraud …

Angel Au-Yeung / Wall Street Journal:

Factory, whose AI coding agents switch between AI models depending on the complexity of the task, is in talks to raise $150M led by Khosla at a $1.5B valuation — Matan Grinberg's Factory, which offers autonomous coding tools, is competing with the likes of Anthropic, OpenAI and Cursor

Aisha Malik / TechCrunch:

Roblox revamps Roblox Assistant, its plain-language AI tool for game development, with agentic tools to let developers plan, build, and test games — Roblox is introducing new agentic features to help developers plan, build, and test games on its platform, the company told TechCrunch exclusively.

Paul Gillin / SiliconANGLE:

Solidroad, which uses AI to evaluate customer interactions with human and AI agents to find risk, skill gaps, and more, raised a $25M Series A led by Hedosophia — Solidroad Inc., a startup that develops software for use in training and coaching customer service agents, today said it has raised $25 million in an early-stage funding.

Abner Li / 9to5Google:

Google announces a Gemini app integration between Personal Intelligence and Nano Banana 2 to let the AI image generator “automatically reflect” users' tastes — With the international expansion underway, Gemini is now bringing together Personal Intelligence, Google Photos, and Nano Banana 2.

Emily Mullin / Wired:

Sabi, which is developing a brain-computer interface beanie that can decode internal speech into words, emerges from stealth with backing from Khosla and others — California-based startup Sabi is developing a thought-to-text wearable that could usher in the cyborg future.

Zac Hall / 9to5Mac:

Anthropic says Opus 4.7 uses “an updated tokenizer that improves how the model processes text”, but “the tradeoff is that the same input can map to more tokens” — Anthropic has announced its latest AI model with Claude Opus 4.7. The new version arrives two months …

Olivia Poh / Bloomberg:

Canva unveils Canva AI 2.0, which can generate editable layered designs from conversational prompts using Canva's foundation model built specifically for design — Australia's highest-profile tech unicorn is undertaking a risky transformation as it seeks to prove its relevance in the age of generative AI.

Ashley Capoot / CNBC:

Anthropic says Opus 4.7 is “less broadly capable” than Claude Mythos Preview and that its “cyber capabilities are not as advanced” as those of Mythos Preview — Anthropic on Thursday announced a new artificial intelligence model, Claude Opus 4.7 …

Anthropic:

Anthropic releases Claude Opus 4.7, saying it is a “notable improvement” on Opus 4.6 in advanced software engineering and comes with a new “xhigh” effort level — Our latest model, Claude Opus 4.7, is now generally available. — Opus 4.7 is a notable improvement …

Jay Peters / The Verge:

Meta is increasing the price of the Quest 3 by $100 to $599.99 and both Quest 3S models by $50 to $349.99 for 128GB and $449.99 for 256GB, starting April 19 — Both Quest 3S models will also cost $50 more. Both Quest 3S models will also cost $50 more.

Rebecca Torrence / Bloomberg:

Financial services startup Slash, which is building an AI agent, raised $100M led by Ribbit at a $1.4B valuation and reports nearly $300M in annualized revenue — Slash Financial Inc., a financial services startup run by two 24-year-old founders, has landed a $1.4 billion valuation …

Hartley Charlton / MacRumors:

Apple says a record 30% of material across all products it shipped in 2025 came from recycled content; all Apple-designed batteries now use 100% recycled cobalt — Apple today announced that a record 30% of material across all products it shipped in 2025 came from recycled content …

Chris Welch / Bloomberg:

Roku says it is in 100M+ homes globally and its devices are used by “more than half of all US broadband households”; Roku had $4.15B in 2025 platform revenue — Roku Inc. said more than 100 million households are using its streaming platform, marking another milestone …

Erin Woo / The Information:

Sources: Google is negotiating a deal with the US DOD that would let the Pentagon deploy Gemini AI models in classified settings, reversing its previous stance — Google is negotiating an agreement with the Department of Defense that would allow the Pentagon to deploy Google's Gemini AI models …

Kai Nicol-Schwarz / CNBC:

Anthropic secures new London office space for 800 people, days after OpenAI unveiled its first London office; Anthropic currently has 200+ London staff — Anthropic said Thursday it's expanding its presence in London with new office space for 800 people, days after rival OpenAI unveiled plans …

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

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

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

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

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

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

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

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

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

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

Context from previous sessions will automatically appear in new sessions.

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

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

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

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

Isolated - Every workflow run gets its own git worktree.

- Every workflow run gets its own git worktree.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

You enjoy having a good conversation.

You enjoy having a good conversation.

You enjoy having a good conversation.

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

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

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

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

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

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

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

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

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

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

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

Please use forge provider login instead.

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

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

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

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

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

: Desktop GPU support and Multi-Modality.

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…

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

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

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

The warranty used to be legendary.

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

Free running sleepFree running sleep is sleep that is not artificially controlled to match our schedules and desires.

In other words, free running sleep is time-inefficientArgument 1: Phase shiftsIt is true that free running sleep will often run against the natural cycle of light and darkness.

If you happen to sleep longer in free running sleep, it indicates that you were sleep deprived before running free.

Free running sleep is stresslessSomeone suggested that if any change is stressful, switching to free running sleep would be stressful too.

The graph below shows an exemplary free running sleep log in a graphic form:An exemplary 5-month free running sleep cycle graph.

Saying Goodbye to AgileRIP Agile, we hardly knew ye.

would invariably tell us "ah, but that is not True Agile - The Manifesto sayeth naught of Daily Standups, nor Agile Coaches".

Yet if one read the Agile Manifesto (2001), this wellspring of our enlightened New Era of Software, one inevitably found it didn't actually tell us much at all.

So if the Agile Industry was not doing Agile Properly, and the manifesto itself was near devoid of meaning, then what exactly was it?

If you were not doing Agile, you are doing Waterfall, and Waterfall Did Not Work.

Last week we learned about Anthropic’s Mythos, a new LLM so “strikingly capable at computer security tasks” that Anthropic didn’t release it publicly.

This chart suggests an interesting security economy: to harden a system we need to spend more tokens discovering exploits than attackers spend exploiting them.

It is a system that echoes cryptocurrency’s proof of work system, where success is tied to raw computational work.

We’ve already been seeing developers break their process into two steps, development and code review, often using different models for each phase.

If the above Mythos claims hold, I suspect we’ll see a three phase cycle: development, review, and hardening.

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

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

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

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

The exp-log pair allows them to be…

My AI-Assisted workflow How I built a structured AI-assisted development workflow as a Tech Lead, where the real work happens before a single line of code is written.

The single most valuable shift I made was treating every feature as a thinking problem first and an implementation problem second.

A vague plan produces a vague PRD, which produces vague issues, which produces code that technically runs but doesn’t do what you meant.

The workflow only pays off if you genuinely believe that thinking time before coding is cheaper than debugging time after.

The underlying principleEvery step in this workflow has the same structure: AI produces something, you review it with full context, then it g…

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.

Your monitoring tool calls the routine’s API endpoint when an error threshold is crossed, passing the alert body as text .

Your CD pipeline calls the routine’s API endpoint after each production deploy.

A GitHub trigger runs on pull_request.closed filtered to merged PRs in one SDK repository.

Routines run autonomously as full Claude Code cloud sessions: there is no permission-mode picker and no approval prompts during a run.

3 Install the Claude GitHub App The Claude GitHub App must be installed on the repository you want to subscribe to.

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

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

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

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

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

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

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

Changelog News!

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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!

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.

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Push-button deployments that scale to thousands of instances.

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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.

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!

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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!

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

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

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

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

At an unbeatable price.

Squarespace – A website makes it real!

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

Both music streaming services cater to fans of high-fidelity audio, but the right choice for you likely lies in the more granular features.

The TernX aims to make airport travel with a child easier. Here's how to decide if the high price tag is worth it for you.

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.

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 takeawaysIf a Google Services update is causing problems, there's a quick fixWith the tap of a button, you can roll back certain updates.

On Pixel, open the Settings app and go to Google services and preferences NAME > All services > Privacy & security > System services (where NAME is the name associated with your phone).

On Samsung, try Settings > Google services > All services > System services.

Screenshot by Jack Wallen/ZDNETIf you find a service with an available update, tap the service name, then tap Update.

What this does is give you control over Google Service updates that might be causing issues with your device.

Surface prices surged as much as 69% in recent months due to those costs.

Microsoft Surface prices surgeThis week, Windows Central reported that Microsoft has dramatically increased the prices of its Surface PCs.

In December 2025, just four months ago, I ordered a new top-of-the-line Surface Pro from the Microsoft Store.

In addition, rising AI PC prices will delay the projected 50% market penetration of AI PCs until 2028."

But with MacBook Neo being insanely popular, the stock of those binned chips will run out before demand gets satisfied."

Bluesky has been experiencing ongoing service disruptions since just before 3 a.m. ET.

If culture is shaped by TikTok's algorithmic feed, then it's time for us to decide where we draw the line between necessary marketing and inauthentic growth hacking.

Now, when you're using AI Mode on Chrome desktop, clicking a link will open the webpage side-by-side with AI Mode.

The U.S. Department of Justice announced that two Americans were sentenced to years in prison for helping the North Korean government place fake IT workers in U.S. companies.

According to CEO Helen Gu, the biggest problem facing the industry today is not just monitoring and diagnosing where AI models go wrong, it's diagnosing how the entire tech stack operates now that AI is a part of it.

Adobe says AI traffic to U.S. retail sites also jumped 269% in March, with visitors converting better and generating more revenue than non-AI shoppers.

The new new tools are designed to help creators throughout the entire development process.

The feature will be initially available to paid users in the U.S.

Some Japanese bullet trains will soon support premium private suites this October, featuring windows with embedded 5G antennas for steadier onboard Wi-Fi and NTT noise-cancelling cabin tech to reduce train noise. The 5G window antennas are designed to maintain line-of-sight connections as trains race past base stations at up to 285 km/h. The Register reports: Rail operator JR Central announced the new tech late last month and will initially deploy a couple of the suites on six trains. The carrier explained that the antennas come from a Japanese company called AGC that weaves microscopic wires through glass to form an antenna. JR Central will connect the windows to an on-train Wi-Fi router. …

Longtime Slashdot reader AmiMoJo shares a report from the Guardian: Households will be called on to boost their consumption of Great Britain's record renewable energy this summer to help balance the power grid and lower energy bills. Under the new plans, people could be encouraged to run dishwashers and washing machines or charge up their electric vehicles when there is more wind and solar power than the electricity grid needs. The plan will be delivered with the help of energy suppliers, which may choose to offer heavily discounted or free electricity to their customers during specific periods when the energy system operator predicts there will be a surplus of electricity. Many suppliers a…

An anonymous reader quotes a report from the New York Times: Many scientists have contended that humans have evolved very little over the past 10,000 years. A few hundred generations was just a blink of the evolutionary eye, it seemed. Besides, our cultural evolution -- our technology, agriculture and the rest -- must have overwhelmed our biological evolution by now. A vast study, published on Wednesday in the journal Nature, suggests the opposite. Examining DNA from 15,836 ancient human remains, scientists found 479 genetic variants that appeared to have been favored by natural selection in just the past 10,000 years. The researchers also concluded that thousands of additional genetic vari…

Boston Dynamics has integrated Google DeepMind into its robotic dog Spot, giving it more autonomous reasoning for industrial inspections like spotting spills and reading gauges. Spot can also now recognize when to call on other AI tools. IEEE Spectrum reports: Boston Dynamics is one of the few companies to commercially deploy legged robots at any appreciable scale; there are now several thousand hard at work. Today the company is announcing that its quadruped robot Spot is now equipped with Google DeepMind's Gemini Robotics-ER 1.6, a high-level embodied reasoning model that brings usability and intelligence to complex tasks. [T]he focus of this partnership is on one of the very few applicat…

In an interview with Fox News, Ford CEO Jim Farley warned that allowing Chinese vehicle imports could put nearly a million U.S. jobs at risk. He said China's heavily subsidized auto industry has enough excess capacity to supply the entire U.S. market, while also raising serious cybersecurity concerns given how much data modern connected cars collect. Ars Technica reports: "First of all, the Chinese have huge direct support for their auto companies," Farley said, while noting that China has the ability to build an additional 21 million vehicles a year on top of the 29 million that are expected to roll off Chinese production lines in 2026. "They have enough capacity in China to cover all the …

Cal is moving its flagship scheduling software from open source to a proprietary license, arguing that AI coding tools now make it much easier for attackers to scan public codebases for vulnerabilities. "Open source security always relied on people to find and fix any problems," said Peer Richelsen, co-founder of Cal. "Now AI attackers are flaunting that transparency." CEO Bailey Pumfleet added: "Open-source code is basically like handing out the blueprint to a bank vault. And now there are 100x more hackers studying the blueprint." The company says it still supports open source and is releasing a separate Cal.diy version for hobbyists, but doesn't want to risk customer booking data in its …

A Manhattan federal jury found that Live Nation and Ticketmaster illegally maintained monopoly power in the ticketing market. The findings follow an antitrust case brought by states after a separate DOJ settlement. CNN reports: The verdict was reached following a lengthy trial in New York federal court that included testimony from top executives in the music and entertainment industries. Jurors began deliberating on Friday. The Justice Department and 39 state attorneys general, including California and New York, and Washington, DC, sued Live Nation in 2024 alleging its combination with Ticketmaster and control of "virtually every aspect of the live music ecosystem" have harmed fans, artists…

An anonymous reader quotes a report from TorrentFreak: Spotify and several major record labels, including UMG, Sony, and Warner, secured a $322 million default judgment against the unknown operators of Anna's Archive. The shadow library failed to appear in court and briefly released millions of tracks that were scraped from Spotify via BitTorrent. In addition to the monetary penalty, a permanent injunction required domain registrars and other parties to suspend the site's domain names. [...] The music labels get the statutory maximum of $150,000 in damages for around 50 works. Spotify adds a DMCA circumvention claim of $2,500 for 120,000 music files, bringing the total to more than $322 mil…

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.

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.update(v.encode("utf-8")) case bytes(): self.hash.update(v) case int() | float(): self.…

Simple tools that help you build lasting habits, reflect on your progress, and grow — all protected by zero-knowledge encryption.

Habit Tracking Track daily habits with streaks that motivate.

Progress Insights Beautiful charts and stats that help you understand your patterns and growth.

Self-Reflection Periodic prompts to pause, reflect, and celebrate how far you've come.

Family & Groups Share habits and goals with family or friends for accountability — private items stay private.

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Most default to X, Reddit, producthunt etc, but end up just screaming into the void. What worked best for you? submitted by /u/chipthedev [link] [comments]

Most people building side projects obsess over traffic. How many visitors, where they're coming from, which post is driving the most clicks. Traffic is easy to measure and it feels like progress so it gets all the attention. The metric that actually tells you whether your side project has legs is revenue by source. Not total revenue, not total traffic, but specifically which channel sent the visitor who became a paying customer. Those are very different numbers and they often point in completely different directions. A blog post might be your highest traffic source and account for zero paid conversions. A small Reddit thread you posted three months ago might be quietly sending the users who…

TL:DR below the post I’m posting this because we’re at a weird crossroads in dev culture, and I think the distinction between 'prompted' and 'engineered' needs to be talked about. I’ve been quietly working on my window management utility, Gluify, since 2020. It started in a little known scripting automation language called AutoIt ([My AutoIt Profile](https://www.autoitscript.com/forum/profile/112104-d3fr0s7/). After going through a rebuild or two, I pivoted to using C++ around 2022. I pivoted because whenever the program would crash, an AutoIt crash screen would appear and expose a bit of the code in its too verbose report, and correcting the issue involved me having to implement some very …

Quick recap of my build-in-public journey: What: Shotlingo App Store screenshot design + auto-translation tool Timeline: 3 months from idea to launch Revenue model: Freemium (free tier + Pro + Enterprise) Stack: React, Fabric.js, Appwrite, Vercel What worked: - Building in public on Twitter got early feedback - Free tier drives signups, Pro conversion happens naturally What I'd do differently: - Start with fewer features, launch faster - Build the landing page before the product - Set up analytics from day one Happy to answer questions about the process. shotlingo.com submitted by /u/Natural_Win_9904 [link] [comments]

Mid-conversation, saying "make an image of an orange cat" generates it right in the chat. "Turn it white and Persian" edits it. "Convert to video" animates it. Same thread, no mode switching. Voice prompting works too. You can also chain models. Ask Gemini to blueprint a landing page, switch to Opus to write the code and a live HTML/CSS/JS preview runs right inside the chat. What else it does: - Multi-model chat (Claude, GPT, Gemini, GLM, and more), switch anytime - Custom system prompts - KaTeX math + syntax highlighting - Connect your Pollinations account via GitHub OAuth, keys never leave your browser or even the tab Being honest: It runs on Pollinations AI so their rate limits apply. Th…

I'm an indie dev. Last few months I've been using Suno and Udio a lot for background music in videos and little side projects. Both are genuinely great. But I kept noticing something weird about my own behavior I'd hover over the generate button and ask myself "is this prompt worth a credit?" That question killed 80% of my experimentation. The dumb ideas I'd never commit a credit to were exactly the ones I was curious about. So I built LoopMaker. Native macOS app that generates music fully on-device using Apple's MLX framework. Type a prompt, get an audio track. No cloud, no credits, no internet after the initial model download. Built on top of ACE-Step 1.5, an open-source MIT-licensed musi…

Make your site speak and sell Discussion | Link

Build production agents with harness and sandbox Discussion | Link

A terminal/IDE-inspired task manager that does't suck Discussion | Link

Prepaid virtual Visa cards for AI agents Discussion | Link

Find & compare 3PL fulfillment partners Discussion | Link

A quick and easy MAC address changer Discussion | Link

One workspace for all your AI agents Discussion | Link

Introducing the Agent Command Center and Devin in Windsurf Discussion | Link

Built for humans, AI agents, and CI/CD pipelines Discussion | Link

Ask a question and get 5 perspectives from different models Discussion | Link

Gemini CLI now runs specialist subagents in your terminal Discussion | Link

Mechanical keyboard & mouse sounds for your Mac Discussion | Link

A daily Wordle-like puzzle for AI agents Discussion | Link

Text-to-speech API with natural language voice direction Discussion | Link

Quickly tell whether a service is down at a glance Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Within that set, Flare is p…

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

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

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

This miles…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Outcraft AI, a Vilnius-based agentic AI startup building an autonomous revenue engine.

“We’re building autonomous AI agents that actually do the work – engaging customers, handling conversations and driving revenue outcomes end to end.

Founded in 2025 by Nauseda, Edvinas Rakickas, and Rytis Dereskevicius, Outcraft AI is an agentic AI platform building autonomous revenue agents that execute real-time customer engagement across voice, SMS, email, and WhatsApp.

Outcraft AI claims to address this with its autonomous AI agents for sales and revenue execution.

AI agents handle the entire lifecycle, from capturing leads to closing deals and beyond, covering product demos, qualification, and negoti…

Qalzy, a London-based startup building an AI nutrition scale, has today announced a pre-Seed round to expand its AI food-recognition capabilities and accelerate its international launch.

We built Qalzy to remove that friction by combining precise weighing with AI so users can accurately log meals in seconds.

Qalzy states that its product aims to address a major challenge in nutrition tracking: the time and friction involved in logging meals through traditional apps.

Qalzy claims to combine AI’s speed and simplicity with the accuracy of a kitchen scale, making nutrition tracking practical for everyday health and weight management.

With new capital, initial customer interest, and investor sup…

The round was led jointly by IRDI Capital Investissement and SWEN Capital Partners, with the participation of GSO Innovation and ARIS Occitanie.

Founded in 2015, Donecle offers a patented aviation inspection solution combining autonomous drones, high-resolution imaging, and advanced AI to support aircraft maintenance.

Beyond the automation of inspections, Donecle is developing a software layer designed to convert collected data into directly actionable insights.

This approach also enables the automation of certain maintenance decisions, positioning Donecle as a future predictive maintenance management platform.

With this latest funding round, Donecle intends to accelerate its growth in Euro…

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…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Audrey AI, a Dublin-based startup developing AI solutions purpose-built for financial auditors, has raised $1.8 million in pre-seed funding.

Financial auditing remains highly manual, with auditors spending much of their time on spreadsheets and evidence collection, areas where general-purpose AI tools have struggled to provide effective solutions.

Founded in 2025 by Ryan Loughran and David Burke, Audrey AI addresses this gap by developing an agentic AI platform designed specifically for the audit process, automating key workflows such as intelligent data requests, evidence gathering, transaction testing, and automated review.

By orchestrating these tasks end-to-end, the platform enables aud…

Openlaw, a European platform for digital legal and notary infrastructure, has closed a $3.3 million seed round for its platform beglaubigt.de.

In Europe, the reality is very different: founders face 27 national legal systems and more than 60 different corporate forms.

Across hundreds of M&A deals, he saw firsthand how notary appointments, registration processes and red tape became the real bottleneck.

That's exactly what we're solving with Openlaw, so European founders don't fail because of bureaucracy," says Alexander Sporenberg, CEO and co-founder of Openlaw.

Openlaw is starting with beglaubigt.de in Germany and plans to expand across Europe.

The UK–Ukraine TechBridge has officially launched a new phase of its Investment Accelerator project for 2026, offering Ukrainian technology startups a structured pathway to expand into the UK market and connect with leading investors.

This builds on the success of previous phases of the Investment Accelerator, which has generated over £10 million in new investment and business deals for Ukrainian tech startups.

According to Lyubov Guk, Founding Partner, Blue Lake VC:“Entering the UK market is not easy, and fundraising without an existing network is even harder.

For Ukrainian founders, this is a pathway to international growth.

For the UK, it is access to strong talent, new technologies and …

Stendr, a Norwegian defence technology company, has raised $5.4 million in an oversubscribed pre-seed funding round to advance its AI-native platform.

Headquartered in Oslo, Stendr is developing a vertically integrated technology stack that combines hardware and software with artificial intelligence at its core.

The company’s initial focus is on drone defence, leveraging AI-driven multi-sensor systems embedded in cost-efficient hardware platforms to support detection, tracking, and situational awareness in modern operational environments.

The newly secured funding will be used to accelerate the development of Stendr’s AI-driven multi-sensor technology, expand its engineering and hardware ca…

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.

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…

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 …

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, […]