The software tools that can help us accomplish this are executable oracles.

Summary: By pinching the LLM’s results between opposing executable oracles for soundness and precision, synthesis of dataflow transfer functions worked really well.

Later in the post, the author talks about adding executable oracles for correctness (using a fuzzer) and for performance.

Summary: Creative use of existing and new executable oracles led to an impressive overall result.

In general, the playbook that you write should explain how to resolve conflicts where different executable oracles are giving different feedback.

Absolutely.

If you're running your own Personal Data Server, Colibri works with it out of the box.

Just sign in with your handle or DID and we'll connect to your PDS directly.

You stay in full control of where your data lives - that's the whole point of the AT Protocol.

It is the grammaticians who argue about the Oxford comma (though the grammarians would certainly be offended if they saw incorrect comma use in writing).

So, without further ado, what is the Oxford comma?

The Oxford comma (also known as the series comma, the Cambridge comma or the Harvard comma) is the comma before the last item in a list – before 'and.'

The Oxford comma is called for.

All the style guides – APA, Chicago, MLA and AP (no need for an Oxford comma in that list) require or strongly recommend use of the Oxford comma, to avoid confusion.

TL;DR: it’s an Elixir app using Phoenix server side rendered pages, with the blog post pages generated from Markdown using NimblePublisher.

NimblePublisherMy setup closely matches the original Dashbit blog post Welcome to our blog: how it was made!, which led to the creation of NimblePublisher.

sort_by ( @posts , & &1 . date , { :desc , Date } ) # Let's also get all tags @tags @posts |> Enum .

find ( all_posts ( ) , fn post -> post .

loc } #{ if params [ :lastmod ] , do : " #{ params .

OpenTelemetry Profiles Enters Public AlphaSince OpenTelemetry first introduced Profiles, momentum has only grown towards building a unified industry standard for continuous production profiling, standing alongside traces, metrics, and logs.

With OpenTelemetry Profiles, we’re introducing an industry-wide standard for production profiling, with true vendor neutrality and powered by community and ecosystem support.

This allows validating that the exported profiles adhere to the technical specifications and semantic conventions of OpenTelemetry Profiles.

Some notable examples of the horizontal integration of Profiles include:OTel Collector now includes support for receiving Profiles data in spe…

Comments

A Claude skill that conducts structured, evidence-based evaluations of B2B software vendors on behalf of buyers.

It:Global install (recommended):Per-project install:In Claude Code or Claude desktop:Then provide:Example:The skill handles everything from there.

Click to expand a sample evaluation (truncated)For a mid-market SaaS company evaluating customer success platforms: Gainsight is the strongest fit for teams that need deep analytics and enterprise-grade health scoring, but comes at a premium.

Adversarial question exchange (1 of 4 shown)Evaluator → Gainsight AI agent:"Your health scores use a weighted multi-signal model.

Gainsight AI agent →"The model flags divergence explicitly.

I'm the engineer who got PyPI to quarantine litellm.

AI tooling has sped up not just the creation of malware but also the detection.

This is the Claude Code conversation transcript from discovering and responding to the litellm 1.82.8 supply chain attack on March 24, 2026.

The session began as a routine investigation into a frozen laptop and escalated into a full malware analysis and public disclosure, all within a single conversation.

See our disclosure post for the full writeup.

The diaeresis (the two dots) signifies that the underlying “e” is pronounced as /ɛ/ (as “e” in “bet”, i.e.

È with the grave accent denotes the pronunciation /ɛ/ (as “e” in “bet”, that is, the open e).

É with the acute accent denotes the pronunciation /e/ (as “e” in “hey”; somewhere between “e” in “bet” and “ee” in “see”).

It used wherever the pronunciation requires this sound, but the general rules would dictate otherwise if no accent were used.

Anyway, since “ê” is basically just a form of writing “es”, which makes the syllable closed (see the next section), “ê” is usually pronounced /ɛ/ (as “e” in “bet”).

Cory Doctorow Jonathan WorthCory Doctorow: Over the decades that I’ve been involved in technology, the entities that are on the user’s side have really changed.

I think interoperability being interrupted explains “Why are tech companies bad when they used to be good?” It’s because the users can’t leave.

So how has tech interoperability become interrupted?

It’s a pretty good standard and its deficiencies can be remedied more easily than we can design a new standard.

The reason the tech industry treats people like the music industry treated them 20 years ago is that unity.

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Prospective Vizio TV buyers should know there’s a good chance the set won’t work properly without a Walmart account.

In an attempt to better serve advertisers, Walmart, which bought Vizio in December 2024, announced this week that select newly purchased Vizio TVs now require a Walmart account for setup and accessing smart TV features.

A Walmart spokesperson confirmed to Ars Technica that Walmart accounts will be mandatory on “select new Vizio OS TVs” for owners to complete onboarding and to use smart TV features.

The representative added:Customers who already have an existing Vizio account are being given the option to merge their Vizio account with their Walmart account.

Customers with an …

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There are already many services for discovering public skills, and many ways to manage your own personal skills.

What still feels missing is the middle layer: how teams and organizations share AI agent skills, track provenance, and keep them safe to use.

Agent Skill Harbor is an OSS skill management platform for that layer.

It is GitHub-native, DB-less, and serverless by design, because skills are mostly text artifacts that already fit naturally in Git.

It collects skills from GitHub repos, tracks provenance, supports governance and safety checks, and publishes a static catalog site with GitHub Actions and GitHub Pages.

Moving from GitHub to Codeberg, for lazy peopleI’ve just started to migrate some repositories from GitHub to Codeberg.

I recommend looking into cross-compilation for your programming language, and to self-host a runner for Forgejo Actions, to solve those problems respectively.

Yes, absolutely, in fact the documentation for Forgejo Actions on Codeberg is out of date right now, but Forgejo Actions will just feel way more familiar coming from GitHub Actions.

For example, where my GitHub Actions workflow would say uses: dtolnay/rust-toolchain , my Forgejo Actions workflow would just change to uses: https://github.com/dtolnay/rust-toolchain .

If you absolutely need macOS runners I’d recommend st…

Yet within months of downloading ChatGPT, Biesma had sunk €100,000 (about £83,000) into a business startup based on a delusion, been hospitalised three times and tried to kill himself.

Now, though, there are concerns that chatbots can make anyone vulnerable to “AI psychosis”.

It knows exactly what you like and what you want to hearLast year, the first support group for people whose lives have been derailed by AI psychosis was formed.

An AI chatbot is optimised for engagement, programmed to be attentive, obliging, complimentary and validating.

An AI chatbot can also be trained to pull users back from delusion.

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

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

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

Comments

March 26, 2026 – Ubuntu is set to adopt ntpd-rs by default.

We're thrilled to announce that in upcoming releases, Ubuntu will be adopting ntpd-rs as the default time synchronization client and server.

In upcoming releases, Ubuntu will be adopting ntpd-rs as the default time synchronization client and server.

Our initiatives on data compression, time synchronization, and privilege boundary, impact the digital security of millions of people.

Canonical, the publisher of Ubuntu, provides open source software, security, support and services.

typedef struct { double start_time ; // Used by process.uptime() int next_timer_id ; // (We'll add more timers Timer * timers ; // in the next section.)

// ... } RuntimeState ;QuickJS provides a sensible place to store host state via JS_SetRuntimeOpaque(...) , which allows us to associate our own data with the QuickJS runtime abstraction.

// Declaring, then storing, our custom runtime state for later RuntimeState * state ; // .. state = calloc ( 1 , sizeof ( * state ) ) ; now_monotonic ( & state -> start_time ) ; JS_SetRuntimeOpaque ( rt , state ) ;An interesting aside here is how we track uptime (as opposed to wallclock time).

log ( 'A' ) ; // inside timer callback // schedules a QuickJS j…

I want to strongly encourage more users and consumers of software to verify curl.

Credentials of a known curl project member is breached and misinformation gets distributed appearing to be from a known and trusted source.

Something in this list is backed up by an online deep-fake video where a known project member seemingly repeats something incorrect to aid a malicious actor.

If even just a few users verify that they got a curl release signed by the curl release manager and they verify that the release contents is untainted and only contains bits that originate from the git repository, then we are in a pretty good state.

DocumentedI recently added a verify page to the curl website explaini…

array([ ... ]) b = np .

array([ ... ]) c = np .

array([ ... ]) b = np .

array([ ... ]) c = np .

The vectorized loop is even shorter: here's the whole of it:.LBB0_9: movupd xmm1, xmmword ptr [r13 + r15] movupd xmm0, xmmword ptr [rbx + r15] mulpd xmm0, xmm1 movupd xmm1, xmmword ptr [rcx + r15] divpd xmm0, xmm1 movapd xmmword ptr [rsp + 80], xmm0 movups xmm1, xmmword ptr [rdx + r15] movaps xmmword ptr [rsp + 96], xmm1 mov r12, rbx mov rbx, rdx call rbp movapd xmmword ptr [rsp + 32], xmm0 movapd xmm0, xmmword ptr [rsp + 80] unpckhpd xmm0, xmm0 movaps xmm1, xmmword ptr [rsp + 96] movhlps xmm1, xmm1 call rbp mov rdx, rbx mov rbx, r12 mov rcx, qword ptr [rsp + 24] mov rax, qword ptr [rsp] movapd x…

We can take advantage of this to replace the division with a much cheaper conditional move by writing:unsigned next_cmov ( unsigned cur , unsigned count ) { auto n = cur + 1 ; return n == count ?

0 : n ; }next_cmov ( unsigned int , unsigned int ): lea ecx , [ rdi + 1 ] xor eax , eax cmp ecx , esi cmovne eax , ecx retCould the compiler have done this transformation on its own?

For example, this version of our function is optimised in a similar way when assertions are enabled:unsigned next_assert ( unsigned cur , unsigned count ) { assert ( cur < count ); return ( cur + 1 ) % count ; }Here, the simplification analysis uses the conditional hidden in the assert() macro to figure out that we onl…

This is typically implemented by invoking DFS from each cell:let mut visited = HashSet:: new (); let mut region_size = 0 ; let mut dfs = |node: ( i32 , i32 )| -> Result <(), ()> { visited.

contains (&(x, z)) { region_size = 0 ; if dfs ((x, z)).

contains (&(x, z)) { region_size = 0 ; if dfs ((x, z)).

pop_at_most_eight (); for coords_index in BitIter:: from ( is_interior (coords)) { let coords = coords[coords_index]; region_size += 1 ; for (dx, dz) in [(- 1 , 0 ), ( 1 , 0 ), ( 0 , - 1 ), ( 0 , 1 )] { let coords1 = (coords.

clear (); loop { for coords_index in BitIter:: from ( is_interior (coords)) { let coords = coords[coords_index]; region_size += 1 ; for (dx, dz) in [(- 1 , 0 ), ( 1 , 0 ), …

Comments

24 Mar, 2026A few of my projects use the same Makefile and Dockerfile to handle deployment to Google Cloud Run.

Why Cloud RunGoogle Cloud Run is one of those tools that does exactly what it says with very little ceremony.

Compared to something like AWS, where deploying a containerized app typically involves Lambda with CloudFront or a load balancer in front, Cloud Run is refreshingly simple.

I wrote more about that tradeoff in my earlier article on Polar Bear Blog, a lightweight Go blogging system I built specifically because Cloud Run made self-hosting feel tractable.

The gcloud CLI has a flag for that:gcloud run services update SERVICE_NAME \ --update-env-vars KEY1=VALUE1,KEY2=VALUE2The f…

Compare two new engineers: one who writes easy-looking simple code, and one who writes hard-looking complex code.

When they’re each assigned a task, the simple engineer will quickly solve it and move onto the next thing.

Software engineers who can ship features smoothly will be rewarded, and being able to write simple code is a strong predictor of being able to ship.

The ability to write simple code is usually the ability to understand the system well enough to see where a new change most neatly fits.

So good engineers can often deliver simple code at least as quick as complicated code.

Getting familiar with Fedora Forge now will help ensure your team is ready as the rest of the Fedora ecosystem transitions.

If you’re unsure about what’s happening, please keep readingA Focused Scope for Fedora ForgeHistorically, the Fedora Project utilized pagure.io, which operated as a general-use public forge where Fedora repositories coexisted alongside personal projects, unrelated upstream software, and individual portfolios.

What belongs on Fedora Forge:Infrastructure and Operations: Configuration management, deployment scripts, or tooling used by the Fedora Infrastructure team.

Fedora-Specific Software: Software projects conceptualized and developed primarily to serve the Fedora comm…

Mark Gurman / Bloomberg:

Sources: Apple plans to open up Siri to run any AI service via App Store apps in iOS 27, dropping ChatGPT as exclusive partner in Apple Intelligence and Siri — Apple Inc. plans to open Siri to outside artificial intelligence assistants, a major move aimed at bolstering the iPhone as an AI platform.

Vincent Chow / South China Morning Post:

The China Computer Federation calls for a boycott of AI conference NeurIPS after organizers barred submissions from US-sanctioned companies like Huawei — Move to comply with US sanctions sparks backlash, with China's top computing body threatening to blacklist the AI conference

Aisha Malik / TechCrunch:

Google expands Search Live, its AI conversational search feature previously limited to the US and India, to all languages and regions where AI Mode is available — Google announced on Thursday that it's expanding its AI-powered conversational search feature, Search Live …

Harshita Mary Varghese / Reuters:

Meta stock falls 6%+ to a 10-month low after juries in two US trials found the company failed to adequately warn or protect young users — Meta (META.O) shares fell 6% to a 10-month low on Thursday after rulings this week found the Facebook parent failed to adequately warn or protect young users …

Ivan Mehta / TechCrunch:

Cohere launches Transcribe, its first voice model; the 2B-parameter, open-source speech recognition model handles tasks like notetaking and speech analysis — Enterprise AI company Cohere on Thursday launched its first voice model: Transcribe is an open source automatic speech recognition model …

Patience Haggin / Wall Street Journal:

The US FCC opens a comment period for a proposal to help return outsourced call center jobs to the US; critics say the plan could drive companies to automation — Analysts say the proposal, aimed to reduce fraud and language barriers, could drive companies toward automation

Sarah Perez / TechCrunch:

ByteDance launches its Dreamina Seedance 2.0 audio and video model in its CapCut editing platform, supporting clips up to 15 seconds across six aspect ratios — OpenAI may be dialing back its efforts in the video generation market with the shutdown of its Sora app, but ByteDance …

Mike Scarcella / Reuters:

A US federal judge dismisses X's antitrust lawsuit that accused the World Federation of Advertisers and a group of major companies of illegally boycotting X — A U.S. judge on Thursday dismissed X Corp's antitrust lawsuit that accused the World Federation of Advertisers and a group …

Valeria Wu / The Keyword:

Google launches Gemini 3.1 Flash Live, an audio model with improved tonal understanding and lower latency for real-time dialogue, watermarked with SynthID — Our latest voice model has improved precision and lower latency to make voice interactions more fluid, natural and precise.

Emma Roth / The Verge:

Wikipedia bans using AI for writing or rewriting articles on its English-language site, citing AI-written articles' tendency to violate “core content policies” — Wikipedia editors can only use AI for basic copy editing or translations. … Wikipedia will no longer allow editors to write or rewrite articles using AI.

Lucinda Shen / Axios:

Cents, which makes operating and payments software for laundromats, raised a $110M Series C, following a $40M Series B in 2024 — What to read next

MacKenzie Sigalos / CNBC:

Apple expands its American Manufacturing Program, bringing in Bosch, Cirrus Logic, TDK, and Qnity Electronics to make components in the US for sale worldwide — Apple announced a significant expansion of its American Manufacturing Program on Thursday, bringing four new partners — Bosch …

Robert Hart / The Verge:

The European Parliament votes to delay EU AI Act deadlines, including pushing compliance for high-risk AI systems back to December 2027, and to ban nudify apps — The proposals would push back looming deadlines for watermarking AI-generated content and high-risk AI systems.

Aisha Malik / TechCrunch:

WhatsApp rolls out features and updates: an AI tool to suggest replies based on a user's conversations, the ability to touch up photos with Meta AI, and more — WhatsApp is rolling out a slew of new features and updates, including one that generates AI-powered suggested replies based on your conversations.

Ivan Mehta / TechCrunch:

Mistral launches Voxtral TTS, an open-source enterprise text-to-speech model that supports nine languages, including Hindi and Arabic, based on Ministral 3B — French AI company Mistral released a new open-source text-to-speech model on Thursday that can be used by voice AI assistants or in enterprise use cases like customer support.

Michael J. de la Merced / New York Times:

Defense tech startup Shield AI raised $2B at a $12.7B valuation, up from $5.3B after raising $240M in March 2025; half of its business is autonomous software — The company, which develops autonomous military technology, also plans to buy a maker of simulation software as interest in next-generation defense soars.

Paresh Dave / Wired:

Interviews with 37 Anduril sources detail safety concerns and project challenges at Anduril's manufacturing operations; Anduril calls the claims “inaccurate” — From drones to missiles to submarines, the $30.5 billion defense startup wants to transform how the tools of war are made.

Eliza Gkritsi / Politico:

The European Commission launches a DSA investigation into Snapchat for failing to protect children, including assessing its age verification measures — Investigation comes amid growing scrutiny of the impact and liability of technology platforms towards kids.

Barbara Moens / Financial Times:

The EU accuses Pornhub, Stripchat, XNXX, and XVideos of failing to protect kids from exposure to pornographic content, in preliminary DSA investigation findings — Pornhub, Stripchat, XNXX and XVideos accused of inadequate checks on users' ages — The EU has accused some of the world's …

Install ffmpeg on your system, or set the IMAGEIO_FFMPEG_EXE environment variable.

To enablerepo look-ups and downloads online, pass 'local files only=False' as input.

Please check your internet connection and try again.

Trying to load the model directly from the local cache, if it exists.

解决方法：点击查看如何从网盘手动下载模型反馈建议 📢可以提交 issue 或者 pull request。许可证 📝点击查看 LICENSE 文件

Project N.O.M.A.D.

is a self-contained, offline-first knowledge and education server packed with critical tools, knowledge, and AI to keep you informed and empowered—anytime, anywhere.

For a barebones installation of the management application itself, the following minimal specs are required:Note: Project N.O.M.A.D.

Again, Project N.O.M.A.D.

The format is , where: Submit a pull request : Once your changes are ready, submit a pull request to the main repository.

TradingAgents: Multi-Agents LLM Financial Trading FrameworkNews[2026-03] TradingAgents v0.2.2 released with GPT-5.4/Gemini 3.1/Claude 4.6 model coverage, five-tier rating scale, OpenAI Responses API, Anthropic effort control, and cross-platform stability.

TradingAgents FrameworkTradingAgents is a multi-agent trading framework that mirrors the dynamics of real-world trading firms.

trading_graph import TradingAgentsGraph from tradingagents .

default_config import DEFAULT_CONFIG ta = TradingAgentsGraph ( debug = True , config = DEFAULT_CONFIG .

default_config import DEFAULT_CONFIG config = DEFAULT_CONFIG .

The Unified Toolchain for the Web runtime and package management, create, dev, check, test, build, pack, and monorepo task caching in a single dependencyVite+ is the unified entry point for local web development.

Vite+ is fully open-source under the MIT license.

Getting StartedInstall Vite+ globally as vp :For Linux or macOS:curl -fsSL https://vite.plus | bashFor Windows:irm https://viteplus.dev/install.ps1 | iexvp handles the full development lifecycle such as package management, development servers, linting, formatting, testing and building for production.

Configuring Vite+Vite+ can be configured using a single vite.config.ts at the root of your project:import { defineConfig } from 'vite-…

An Application that automates the process of making money online.

MPV2 (MoneyPrinter Version 2) is, as the name suggests, the second version of the MoneyPrinter project.

Watch the YouTube video hereFeaturesTwitter Bot (with CRON Jobs => scheduler )Twitter Bot (with CRON Jobs => ) YouTube Shorts Automater (with CRON Jobs => scheduler )YouTube Shorts Automater (with CRON Jobs => ) Affiliate Marketing (Amazon + Twitter)Affiliate Marketing (Amazon + Twitter) Find local businesses & cold outreachVersionsMoneyPrinter has different versions for multiple languages developed by the community for the community.

Code of ConductPlease read CODE_OF_CONDUCT.md for details on our code of conduct, and the …

⚡ QuickstartUnsloth can be used in two ways: through Unsloth Studio, the web UI, or through Unsloth Core, the code-based version.

Unsloth Studio (web UI)Unsloth Studio (Beta) works on Windows, Linux, WSL and macOS.

3.13 winget install -- id = astral - sh.uv - e uv venv unsloth_studio -- python 3.13 .\unsloth_studio\Scripts\activate uv pip install unsloth -- torch - backend = auto unsloth studio setup unsloth studio - H 0.0 .

3.13 winget install -- id = astral - sh.uv - e uv venv unsloth_env -- python 3.13 .\unsloth_env\Scripts\activate uv pip install unsloth -- torch - backend = autoFor Windows, pip install unsloth works only if you have PyTorch installed.

🦥 Unsloth NewsIntroducing Unsloth …

shadPS4Bloodborne by From Software Hatsune Miku Project DIVA Future Tone by SEGAYakuza 0 by SEGA DRIVECLUB™ by Evolution StudiosGeneral informationshadPS4 is an early PlayStation 4 emulator for Windows, Linux and macOS written in C++.

To verify that a game works, you can look at shadPS4 Game Compatibility.

Important macOS users need at least macOS 15.4 to run shadPS4.

Controller button Keyboard equivalent LEFT AXIS UP W LEFT AXIS DOWN S LEFT AXIS LEFT A LEFT AXIS RIGHT D RIGHT AXIS UP I RIGHT AXIS DOWN K RIGHT AXIS LEFT J RIGHT AXIS RIGHT L TRIANGLE Numpad 8 or C CIRCLE Numpad 6 or B CROSS Numpad 2 or N SQUARE Numpad 4 or V PAD UP UP PAD DOWN DOWN PAD LEFT LEFT PAD RIGHT RIGHT OPTIONS RETUR…

Dimensional is agent native -- "vibecode" your robots in natural language and build (local & hosted) multi-agent systems that work seamlessly with your hardware.

sensor_msgs import Image , ImageFormat class RobotConnection ( Module ): cmd_vel : In [ Twist ] color_image : Out [ Image ] @ rpc def start ( self ): threading .

sensor_msgs import Image from dimos .

agent import agent blueprint = autoconnect ( go2_connection (), agent (), ).

transports ({( "color_image" , Image ): LCMTransport ( "/color_image" , Image )}) # Run the blueprint if __name__ == "__main__" : blueprint .

Open-source framework for building your org's internal coding agent.

Note 💬 Read the announcement blog post hereArchitectureOpen SWE makes the same core architectural decisions as the best internal coding agents.

The repo is cloned in, the agent gets full permissions, and the blast radius of any mistake is fully contained.

Invocation — Slack, Linear, and GitHubAll three companies in the article converge on Slack as the primary invocation surface.

The open_pr_if_needed middleware acts as a backstop — if the agent finishes without opening a PR, the middleware handles it automatically.

Claude HUDA Claude Code plugin that shows what's happening — context usage, active tools, running agents, and todo progress.

This is a Claude Code platform limitation.

Restart Claude Code to load the new statusLine config, then the HUD will appear.

Claude HUD gives you better insights into what's happening in your Claude Code session.

Restart Claude Code so it picks up the new statusLine configOn macOS, fully quit Claude Code and run claude again in your terminalRequirementsClaude Code v1.0.80+Node.js 18+ or BunDevelopmentgit clone https://github.com/jarrodwatts/claude-hud cd claude-hud npm ci && npm run build npm testSee CONTRIBUTING.md for guidelines.

Production-ready agents, hooks, commands, rules, and MCP configurations evolved over 10+ months of intensive daily use building real products.

🚀 Quick StartGet up and running in under 2 minutes:Step 1: Install the Plugin# Add marketplace /plugin marketplace add affaan-m/everything-claude-code # Install plugin /plugin install everything-claude-code@everything-claude-codeStep 2: Install Rules (Required)⚠️ Important: Claude Code plugins cannot distribute rules automatically.

It runs locally through Claude Code's normal CLI/plugin surface, so it works with: Anthropic-hosted Claude CodeOfficial Claude Code gateway setups using ANTHROPIC_BASE_URL and ANTHROPIC_AUTH_TOKENand Compatible custom endp…

Or by creating an agent skill to use Chub using SKILL.md, and ideally prompting your agent to remember to use this skill.

Most of the time, it's simple — search, fetch, use:chub search " stripe payments " # find relevant docs chub get stripe/api --lang js # fetch the doc # Agent reads the doc, writes correct code.

Feedback flows back to authors — chub feedback stripe/api up or down — vote the docs up or down so they can get better for everyone over time.

Feedback (up/down ratings with optional labels) goes to doc authors, who update the content based on what's working and what isn't.

Agent feedback (up/down ratings from real usage) flows back to authors, helping surface what needs fixing an…

OpenRAG Intelligent Agent-powered document searchOpenRAG is a comprehensive Retrieval-Augmented Generation platform that enables intelligent document search and AI-powered conversations.

The system utilizes Langflow for document ingestion, retrieval workflows, and intelligent nudges, providing a seamless RAG experience.

run ( main ())📖 Full Python SDK DocumentationTypeScript/JavaScript SDKnpm install openrag-sdkQuick Example:import { OpenRAGClient } from "openrag-sdk" ; const client = new OpenRAGClient ( ) ; const response = await client .

📖 Full MCP Documentation🛠️ DevelopmentFor developers who want to contribute to OpenRAG or set up a development environment, see CONTRIBUTING.md.

🛟 Troubl…

Instead of wiring up prompts, tools, and context management yourself, you get a working agent immediately and customize what you need.

Quickstartpip install deepagents # or uv add deepagentsfrom deepagents import create_deep_agent agent = create_deep_agent () result = agent .

invoke ({ "messages" : [{ "role" : "user" , "content" : "Research LangGraph and write a summary" }]})The agent can plan, read/write files, and manage its own context.

chat_models import init_chat_model agent = create_deep_agent ( model = init_chat_model ( "openai:gpt-4o" ), tools = [ my_custom_tool ], system_prompt = "You are a research assistant."

Additional resourcesExamples — Working agents and patterns— Working age…

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This post is a set of my observations on the current war in Iran and my thoughts on the broader strategic implications.

Essentially, the futures markets are still hedging on the idea that this war might end and normal trade might resume pretty soon, a position encouraged by the current administration, which claims it has been negotiating with Iran (Iran denied the claim).

A war in which Israel cripples Iran in 2026 but finds itself wholly diplomatically isolated in 2029 is a truly pyrrhic victory.

Of course the war, while quickly becoming an expensive, self-inflicted wound for the United States has also been disastrous for Iran.

Every actor involved in this war – the United States, Iran, ar…

Thoughts on slowing the fuck down2026-03-25The turtle's face is me looking at our industryTable of contentsIt's been about a year since coding agents appeared on the scene that could actually build you full projects.

With an orchestrated army of agents, there is no bottleneck, no human pain.

And I would like to suggest that slowing the fuck down is the way to go.

And slowing the fuck down and suffering some friction is what allows you to learn and grow.

You can sleep well knowing that you still have an idea what the fuck is going on, and that you have agency.

View /llms.txt for optimized Markdown documentation, or /llms-full.txt for full documentation bundle██████████ ████ ░░███░░░░░█░░███ ░███ █ ░ ░███ ██████ ████████ ██████ ░██████ ░███ ███░░███░░███░░███ ░░░░░███ ░███░░█ ░███ ░███████ ░███ ░███ ███████ ░███ ░ █ ░███ ░███░░░ ░███ ░███ ███░░███ ██████████ █████░░██████ ████ █████░░████████ ░░░░░░░░░░ ░░░░░ ░░░░░░ ░░░░ ░░░░░ ░░░░░░░░ ░█ Simple, tiny library for building Progressive Web Components.|IntroductionWhat is Elena?

​Elena is a simple, tiny library (2.6kB) for building Progressive Web Components.

Why was Elena created ​Elena was created by @arielle after nearly a decade of building enterprise-scale design systems with web components.

Thi…

Taking inspiration from Generative Adversarial Networks (GANs), I designed a multi-agent structure with a generator and evaluator agent.

Why naive implementations fall shortWe've previously shown that harness design has a substantial impact on the effectiveness of long running agentic coding.

Frontend design: making subjective quality gradableI started by experimenting on frontend design, where the self-evaluation issue was most visible.

The generator-evaluator loop maps naturally onto the software development lifecycle, where code review and QA serve the same structural role as the design evaluator.

It also became difficult to tell which pieces of the harness design were actually load-bear…

Just point lnav at a directory and it will take care of the rest.

File formats are automatically detected and compressed files are unpacked on the fly.

Online help and previews for operations make it simpler to level up your experience.

What is VitruvianOS?

V\OS is an operating system based on linux heavily inspired by the BeOS, bringing the elegance and simplicity of a classic operating system to modern days.

The boot file systems supported are XFS and SquashFS including support for extended attributes.

File system indexing, live queries, and multiuser support with graphical login are planned to be released in upcoming versions.

By default the system ships a linux kernel including real time patches while at the same time providing support for non-rt linux kernels.

-0.89 0.16 -8 -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 -0.89 0.16 0.08 -0.13 -0.54 0.16 -0.89 -8 -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 -0.89 0.16 0.08 -0.13 -0.54The dequantize function is only slightly more complicated than the symmetric version, this time requiring a subtraction as well as a multiplication.

BenchmarkingI wrote a whole post on LLM benchmarking, and one of the ways people measure the impact of quantization is to compare a model's score on some benchmarks before and after quantization.

ConclusionThe main thing I want you to take away from this post is that quantized models are pretty good, actually.

Some models these days go through what's called "quantization aware training" or …

An ode to persistence, both of Chanos chanos, who dates back to the Early Cretaceous, and of the handful of us who have insisted on making a meal of them; and a tribute to hard-won pleasures, things that take time, and all that we choose to do despite significant frictions.

Debunking zswap and zram mythstl;dr:If in doubt, prefer to use zswap.

LRU inversionBut wait, Chris, I set a priority on my zram swap device.

The trap is this: since the swap on the zram device has the highest priority, the kernel prefers zram for all allocations.

Please everyone direct their energy to pluggable zswap backends and backing-store-less zswap now instead of making the zram mess even worse.

The "pluggable zswap backends and backing-store-less zswap" Christoph mentions refers to active work to allow zswap to operate without any disk swap device at all – which would close the remaining use case for zram even in diskless setups.

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Vector quantization is a powerful, classical data compression technique that reduces the size of high-dimensional vectors.

However, traditional vector quantization usually introduces its own "memory overhead” as most methods require calculating and storing (in full precision) quantization constants for every small block of data.

This overhead can add 1 or 2 extra bits per number, partially defeating the purpose of vector quantization.

Today, we introduce TurboQuant (to be presented at ICLR 2026), a compression algorithm that optimally addresses the challenge of memory overhead in vector quantization.

This has potentially profound implications for all compression-reliant use cases, including…

A school named for Malcolm X was spared despite its namesake’s early career as a pimp.

How about renaming the whole city, veteran San Francisco columnist Carl Nolte mused after the decision.

The San Francisco denaming debacle was only the latest in a string of such decisions.

There’s a Palisades High School in Los Angeles, a Skyline High School here in Oakland, California.

You could name your school after a specialization, such as Bronx High School of Science.

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Changelog News!

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

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

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

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

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

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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!

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Check out the speedrun to get started in minutes.

Changelog News!

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

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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.

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

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Changelog News!

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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.

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

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.

Squarespace – A website makes it real!

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

Samsung's flagship OLED TV is worth every penny, but it's even better with this discount during the Amazon Spring Sale.

It is a type of malware that typically lands on your iPhone or Android phone through malicious mobile apps or through phishing links, emails, and messages.

Also: As ransomware recedes, a new more dangerous digital parasite risesThere's also generic mobile spyware.

How to remove spyware from your smartphoneSpyware is often hard to detect and can be difficult to remove.

Use a dedicated spyware removal tool: You can also use software specifically designed to detect and remove spyware.

Keeping spyware and stalkerware off your deviceUnfortunately, no mobile device is completely protected against the scourge of spyware.

My favorite DeWalt power tool kit is ideal for DIY beginners and tradespeople, and it's near an all-time low price right now.

Portable wind generators promise clean energy in windy conditions, but how do they stack up against the proven reliability and efficiency of portable solar panels?

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.

One of the best ways to improve safety while listening to audio is with a bone conduction headset like the H2O Audio Tri Run.

Also: I finally found bone conduction headphones that stay on while swimming (and they sound great)H2O Audio has several bone conduction headsets, with the new Tri Run being its most affordable for $100.

This low price is compelling for bone conduction technology and after biking with it over the past few weeks, I'm convinced it's an excellent option for anyone new to the format.

ZDNET's buying adviceSome races limit headsets worn by runners to bone conduction only so that the runners remain aware of their surroundings.

The H2O Audio Tri Run is a great option for a f…

Amazon's Spring Sale is live, and we've got the scoop on the top products ZDNET readers are clicking on the most, from inexpensive gadgets to flagship phones.

For months, maybe years, I was overpaying for YouTube Premium. Here's why, and how I fixed it.

Senators Josh Hawley and Elizabeth Warren want the Energy Information Administration to gather more details about how data centers use power — and how that affects the grid.

In one year, Shield AI's value has leaped 140%. This after it won a contract to be the software provider to Anduril's Fury fighter jet for the U.S. Air Force.

Leaked hacking tools threaten the security of millions of older iPhones. Cybersecurity experts weigh in.

Search Live allows users to point their phone camera at objects to get real-time assistance, enabling back-and-forth conversations that draw on the visual context from the camera feed.

The new model in CapCut will have built-in protections for making video from real faces or unauthorized intellectual property.

When you’re building at breakneck speed, hiring a trusted team is crucial for an early-stage startup. Bland CEO and co-founder Isaiah Granet has tactical advice on how the company managed to find hidden talent in unlikely places.

Here’s what we know, and what you need to know, about Coruna and DarkSword, two advanced iPhone hacking tools discovered by security researchers. DarkSword has now leaked online.

Conntour uses AI models to let security teams query camera feeds using natural language to find any object, person, or situation.

Relatively light at just 2 billion parameters, the model is meant for use with consumer-grade GPUs for those who want to self-host it. It currently supports 14 languages.

Reddit is rolling out human-verification checks for accounts that show signs of bot-like behavior, while also labeling approved automated accounts that provide useful services. The social media company stressed that these checks will only happen if something appears "fishy," and that it is "not conducting sitewide human verification." TechCrunch reports: To identify potential bots, Reddit is using specialized tooling that looks at account-level signals and other factors -- like how quickly the account is attempting to write or post content. Using AI to write posts or comments, however, is not against its policies (though community moderators may set their own rules). To verify an account is…

Longtime Slashdot reader theodp writes: In Melania and the Robot, the New York Times reports on First Lady Melania Trump's inaugural Fostering the Future Together Coalition Summit, which brought together international leaders, First Spouses from around the world, tech leaders, educators, and nonprofits to collaborate on practical solutions that expand access to educational tools while strengthening protections for children in digital environments (Day 2 WH summary). The Times begins: "On Wednesday, Mrs. Trump appeared at the White House alongside Figure 3, a humanoid, A.I.-powered robot whose uses, according to the company that makes it, include fetching towels, carrying groceries and servi…

Thirty years after the alleged 1996 "ET of Varginha" encounter, debate continues to rage over the events that happened in Brazil's self-styled UFO capital. An anonymous reader quotes an excerpt from the Guardian: The skies over this far-flung coffee-growing hub went charcoal black, the heavens opened and one of Brazil's greatest mysteries was born. "It really was something unique," recalls Marco Antonio Reis, a zoo director, who was at his ranch outside Varginha one stormy day in January 1996 when, he says, an otherworldly creature came to town. Reis and other locals claim the unusually ferocious downpour heralded a series of disturbing and seemingly paranormal events. At least six of the z…

The U.S. Postal Service plans to impose its first-ever fuel surcharge on packages (source paywalled; alternative source), adding an 8% fee starting in April as it struggles with rising fuel costs and ongoing financial pressure. The surcharge will not apply to letter mail and is currently expected to remain in place until January 2027. The Wall Street Journal reports: Other parcel carriers, including FedEx and United Parcel Service, have imposed fuel surcharges, as well as a basket of other surcharges and fees, for years. Both FedEx and UPS have dramatically raised their fuel surcharges in recent weeks as the price of oil has increased amid the turmoil in the Middle East. [...] The post offi…

New submitter haroldbasset writes: Canada's Immigration Department rejected an applicant because the duties of her current job did not match the Canadian work experience she had claimed, but the Department's AI assistant had invented that work experience. She has been working in Canada as a health scientist -- she has a Ph.D. in the immunology of aging -- but the AI genius instead described her as "wiring and assembling control circuits, building control and robot panels, programming and troubleshooting." "It's believed to be the first time that the department explicitly referred to the use of generative AI to support application processing in immigration refusals," reports the Toronto Star…

Apple reportedly has full access to customize Google's Gemini model, allowing it to distill smaller on-device AI models for Siri and other features that can run locally without an internet connection. MacRumors reports: The Information explains that Apple can ask the main Gemini model to perform a series of tasks that provide high-quality results, with a rundown of the reasoning process. Apple can feed the answers and reasoning information that it gets from Gemini to train smaller, cheaper models. With this process, the smaller models are able to learn the internal computations used by Gemini, producing efficient models that have Gemini-like performance but require less computing power. App…

Longtime Slashdot reader JackSpratts writes: The Supreme Court unanimously said on Wednesday that a major internet provider could not be held liable for the piracy of thousands of songs online in a closely watched copyright clash. Music labels and publishers sued Cox Communications in 2018, saying the company had failed to cut off the internet connections of subscribers who had been repeatedly flagged for illegally downloading and distributing copyrighted music. At issue for the justices was whether providers like Cox could be held legally responsible and required to pay steep damages -- a billion dollars or more in Cox's case -- if they knew that customers were pirating music but did not t…

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.…

Update: I found a solution which I describe in

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

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

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

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

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

2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014, 2013, 2012, 2011, 2010, 2009, 2008 Нет, Дядя Вострек, не умеешь ты хайпить. Надо было больше пиздеть и меньше делать, а ты наоборот начал — много делаешь и мало пиздишь. А это прямой путь к выгоранию и забвению одновременно...

Необычный год вышел, мда. Я потерял работу и так и не смог найти новую ? или не смог найти сил опять танцевать бинарные деревья на интервью? . Навайбкодил несколько проектов, на некоторые из которых потр…

Netflix is driving the Hollywood end game, likely confident it can increase the value of IP, and fend off YouTube.

Осознал недавно, чем вайб-кодинг в его классическом виде похож на лудоманию и при чем тут дофамин

Что за вайб-кодинг такой

Давайте сначала начнем с определений. Не каждая разработка с ллмкой — вайб-кодинг, но каждый вайб-кодинг — разработка с помощью ллмки.

Вайб-кодингом я буду называть программирование с помощью ллмки, в котором есть вот такие характеристики: Мало изначального планирования. Буквально короткое описание, вкинутое в ллмку и потом разберемся походу.

Попытка сразу попасть в нужную конечную точку. Желательно за одну итерацию.

Значительная часть кода написана ллмкой. Человек в целом не читает весь код, не проверяет его, только смотрит на результат. Архитектура придумана тоже ллмк…

OpenAI and Nvidia are both under threat from Google; I like OpenAI's chances best, but they need an advertising model to beat Google as an Aggregator.

В сайд-бай-сайде вышла следующая версия

Изменения: Человекочитаемые URL для голосований

Было: /v/06b95c10-7688-4106-8e75-762035290c67/

Стало: /v/HairyParrotsPursueRudely/ Улучшение интеграции с Mattermost:

Сайд-бай-сайд сгенерирует превьюшки к уведомлениям в чате.

По окончании голосованию в чате будет итог голосования. Было: Стало: Мелочи: Кликабельные ссылки в описаниях. Ссылки в комментарии станут кликабельными.

На странице голосования теперь тоже показывается количество проголосовавших.

На странице голосований можно прокручивать картинки перетаскиванием мыши

Белый список доменов эл. почты. Можно указать домены, вход с которых будет разрешен.

Драг-н-дропать файлы можно на всю страницу, да…

Today is the publication of the third edition of Autism

Adulthood: Insights and Creative Strategies for a Fulfilling Life. It’s my

wife Susan’s book collecting stories and experiences from

people all along the autism spectrum, from the self-diagnosed to the

profound.The book includes dozens of interviews with autistic adults, their parents,

caregivers, researchers, and professionals. Everyone’s experience of autism is

different. Reading others’ stories and perspectives can give us a glimpse into

other possibilities for ourselves and our loved ones.If you have someone in your life on the spectrum, or are on it yourself, I

guarantee you will find new ways to understand the breadth of what aut…

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Working on a small side project recently. Idea came from a simple problem: I kept breaking my own database without realizing it. Not huge mistakes, just: - missing indexes - inefficient queries - messy schema And the worst part: Nothing warns you. Everything looks fine… until it’s not. So I built a simple tool that: - scans your database - finds potential issues - explains them simply Kind of like a “doctor” for your DB. Still early (MVP), but already useful for my own projects. Curious how others handle this : Link if you want to check it out: https://vibedb-pi.vercel.app/ submitted by /u/shirooyaaa [link] [comments]

https://reddit.com/link/1s4f4hi/video/r1hvp20brfrg1/player I created a CLI tool that walks you through building a design system step by step. You pick a base style (minimalist, neumorphism, neobrutalism, etc). Then you can fine tune colors, border radius, spacing and so forth and exports it as a "ready to use" skill file. You can run it using npx: npx @anchor-org/cli submitted by /u/bmson [link] [comments]

I am finishing a graduate degree and running a small AI product business at the same time. Not the heroic version of that sentence — the actual version, which involves a lot of early mornings and an embarrassing number of browser tabs. Here is what I built, what the stack looks like, and what I have learned so far. The products: Five digital products total: three AI prompt packs ($9.99-$14.99) and two HTML dashboard apps ($19.99 each). Everything is on Gumroad. The prompt packs are for solopreneurs and operators — daily workflows, content generation, research. The dashboards are local HTML files, no subscription, no cloud dependency. You download them and they run in your browser. The stack…

Not AI, not SaaS, not another productivity app. Ringless voicemail campaigns for local service businesses. Hear me out. Most small businesses have two problems: they spend too much acquiring new customers and almost nothing staying in touch with old ones. The old customer list is gold - these people already trust them - and it just sits unused. I set up a simple system: pull their past customer list, record a short message in the owner's voice (or close to it), deliver it straight to voicemail inboxes without the phone ringing. The backend runs through BYOC Twilio ringless voicemail Charge $100/month per client or as much as you want, it doesnt matter. Setup takes about 2 hours the first ti…

I see lots of people are doing AI SEO as a side project and earning well. This trend happened due to AI replacing the Google search and businesses are fighting to get mentioned in ChatGPT and Gemini answers, so businesses are willing to pay a high amount for this service. other reason many people into this is AI SEO service offering can start in quick time, you need a AI mentioning tracking tool, and many tools are available for one-time purchase I think many students are freelancers going to make good money with AI SEO. submitted by /u/Weekly-Card-8508 [link] [comments]

I built SeatPlan.io to fix wedding seating charts (posted about it here). The gift list was the next thing that drove me mad. I didn't want to send guests a bank sort code. I didn't love being locked to one department store's catalogue. And I didn't want a £500 item to be all-or-nothing when five people would happily chip in £100 each. GiftPlan.io is what came out of that. You paste any product URL — Amazon, John Lewis, a random Etsy shop — and we pull the title, image, and price. Guests contribute any amount towards each gift. Multiple people can fund one item. Overfunding rolls to a general fund. Payments go through Stripe Connect (Express) so couples actually get their money without me t…

submitted by /u/punkpeye [link] [comments]

I've been running F1 predictions with my friend group in an Excel Sheet for years. Manually scoring P1-P10 every weekend was nobody's favorite job. So I built an app to automate it. What started as a spreadsheet replacement turned into a full prediction platform in 54 days. What it does: Predictions Predict P1-P10 for every qualifying, race, sprint qualifying, and sprint Results are automatically imported once sessions are classified (anywhere from 30 minutes to a few hours after the checkered flag), and predictions are scored instantly. No manual input, no waiting for someone to update a sheet Championship predictions (driver + constructor) alongside session picks Leagues Private leagues w…

Just wanted to share a side project I recently finished. It’s a subscription tracker called Zublo. I built it specifically to be lightweight and easy to manage in a homelab. I'm not a big fan of apps that try to do too much, so I kept this one focused on the essentials: tracking recurring payments with a clean UI. It’s fully Docker-ready. I'm still working on the full documentation, but you can get it up and running with the instructions in the repo. Check it out here:https://github.com/danielalves96/zublo Let me know what you guys think! submitted by /u/Livid_Individual3656 [link] [comments]

Run a fleet of parallel Claude Codes Discussion | Link

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Highly autonomous agent for finishing complex, long tasks Discussion | Link

🐾 Pet SenS AI🐾 – Made for those who truly love pets. Discussion | Link

Open-source LLM tracing for agent visibility Discussion | Link

An AI social network for humans, agents & models Discussion | Link

AI-powered API proxy for automated debugging and security Discussion | Link

Give your AI agents safe access to 10,000+ APIs Discussion | Link

Copy web components and convert them into prompts Discussion | Link

Synthesize context, makes recommendations, and takes action. Discussion | Link

Access Claude work tools on the go Discussion | Link

Create longer AI music tracks with structure & control Discussion | Link

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Your AI procurement department 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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We are pleased to announce that Brigitte Baumann, founder of efino and one of Europe’s top business angels, returns as a speaker at the EU-Startups Summit 2026 on 7-8 May in sunny Malta.

With more than 30 years of experience bringing new technologies to market across Europe and the US, Brigitte has built a strong reputation as a serial entrepreneur, business angel, board member, and ecosystem builder.

Over the years, she has worked closely with founders, investors, angel groups, seed fund managers, corporates, and public institutions, helping strengthen startup financing ecosystems and support innovation-driven growth.

Baumann returns to the 2026 edition of the summit to deliver a keynote t…

Wallingford-based Dexory, a provider of real-time warehouse data intelligence and autonomous solutions, has received €9.8 million (£8.5 million) from the British Business Bank as part of its ongoing Series C announced in October 2025.

Andrei Danescu, CEO and co-founder of Dexory, says, “We’re proud to have the support of the British Business Bank as we accelerate our expansion into global markets.

Together with Dexory’s €9.8 million, that points to almost €180 million in disclosed funding across this slice of the sector.

The platform is underpinned by intelligence from its global operational data, including more than a billion warehouse location scans, allegedly the largest pool of live war…

Allday Goods, an East London-based kitchenware brand turning plastic waste into high-quality kitchen goods, has raised nearly €883.7k (£765k) to scale with exciting new product releases and expand into new markets.

The board of Allday Goods, consisting of founder Hugo Worsley and Gozney, is now joined by FIGR.

FIGR’s Portfolio Director Ellie Craig first discovered Allday Goods in the pages of Esquire.

Now is the moment to take Allday from cult status to a kitchen staple,” said Ellie Craig.

According to FIGR, in Allday Goods, FIGR observed a founder-led brand developed through material experimentation rather than slide decks.

This week on the EU-Startups Podcast, we sit down with Jan Oberhauser, Founder and CEO of n8n, a Berlin-based workflow automation platform that enables developers and businesses to connect apps, automate processes, and build powerful AI-driven workflows while maintaining flexibility and control over their data.

Founded out of Jan’s own frustration with repetitive coding tasks, n8n has grown into one of Europe’s best-known automation companies, recognised for its fair-code approach, open nature, and strong appeal among both technical teams and enterprises.

In the interview, Jan shares how the idea for n8n first came about, the story behind the company’s unusual name, and why openness, self-h…

OpenUp, an Amsterdam-based employee mental health startup, has secured €20 million from venture capital firms Smartfin and Rubio Impact Ventures.

Although interest is growing strongly, the mental well-being market in Europe is still relatively small and fragmented.

At the same time, mental health is one of the most important challenges of the 21st century.

Founded in 2020 by Coppens, OpenUp is an employee mental health platform that provides direct support to build and retain resilient and engaged teams.

The company reported that its mental well-being platform currently has over 250 connected professionals and is accessible in 35 languages.

Arkadia Space, a Castellón-based SpaceTech startup focused on green propulsion systems for satellites and space vehicles, has been selected by the European Innovation Council (EIC) Accelerator, securing €14.5 million in funding.

The total funding comprises a €2.5 million grant, €6 million in equity from the EIC Fund, and €6 million in private investment.

According to Arkadia, this makes it the first Spanish space company to receive support through this instrument.

Arkadia Space was founded in 2020 by Francho García, Francisco Espinosa, Ismael Gutiérrez, and Sergio Soler, who had previously worked together at PLD Space.

The EIC boost follows the in-orbit validation of DARK, Arkadia’s green p…

It enables restaurants, chefs and food brands to improve their digital visibility, sell directly to customers, and manage customer relationships across multiple channels.

It enhances digital visibility, facilitates direct online sales to customers, and activates additional sales channels like takeaway, retail items, experiences, and subscriptions.

SOUS combines enhanced visibility across digital platforms, long-term customer loyalty, and additional direct business in a single solution.

It is also collaborating with key players in the restaurant technology ecosystem to speed up the platform’s adoption and become the growth layer of the restaurant technology stack.

Germany represents the comp…

We are excited to announce that entrepreneur, business angel, mentor, speaker, and author with a PhD in Artificial Intelligence and Computer Science, Dr. Arndt Schwaiger, will join the EU-Startups Summit 2026 on May 7-8 in sunny Malta.

He also brings first-hand experience as a co-founder of several technology businesses, combining deep technical expertise with a strong understanding of product and business strategy.

Join us at the EU-Startups Summit 2026 for two days of learning, networking, and inspiration.

The Group’s growth and diversification have resulted in a wide coverage of business sectors through a commitment to long-term results.

The IONOS Cloud Start-up Program provides young co…

London based TravelTech startup Vuelo has raised €64 million (£56 million) in Seed funding to expand its AI-native travel booking platform, enabling customers to discover, book, finance, and plan through a single intelligent experience.

The round includes €6.9 million (£6 million) in equity funding led by Backed VC and Play Ventures, alongside €57 million (£50 million) in debt financing provided by Viola Credit.

“Vuelo is different because we’re not bolting credit onto a booking engine or AI onto a payments product.

We’re building a single platform which offers discovery, booking, financing, and in-trip support.

Collectively, those four travel-focused rounds amount to about €18.6 million, w…

Mandel AI, a Sofia-based startup specialising in AI supply chain coordination that helps manufacturers manage supplier coordination, detect disruptions, and automate procurement, has closed a €3.6 million Seed round.

“Every supply chain system was built to track what happened.

We built the AI for the people who keep supply chains running,” said Nick Gospodinov, Founder and CEO.

Founded in 2023, Mandel AI aims to replace the spreadsheets and email chains that still run most industrial supply chains today.

It surfaces supply chain disruptions and supplier updates with email AI.

This milestone underscores the long-term partnerships and operational depth we have built across Europe.”Munich-based Entrix’s €43 million raise comes amid a broader wave of investment into battery storage, optimisation software and grid-flexibility platforms across Europe.

Additional activity spans adjacent flexibility and storage technologies, including Hybrid Greentech (Copenhagen, €15 million), Photoncycle (Oslo, €15 million), and LIFEPOWR (Antwerp, €5.65 million).

According to the company, as renewable penetration accelerates and power markets become increasingly volatile, orchestrating flexibility across markets becomes critical, and increasingly urgent.

Iberia is one of Europe’s most…

Over five days, European Deeptech Week brought together more than 1,900 participants from 45 countries, featuring 330 speakers across 20 parallel events.

A central hub for Europe’s deeptech ecosystemBeyond its programme, European Deeptech Week highlighted the importance of having a centralised space where Europe’s deeptech community can come together to exchange ideas, align priorities and develop new solutions.

This combination of idea exchange and practical execution reinforced the role of European Deeptech Week as a platform not only for discussion, but for action.

European Deeptech Week 2026 showed that when Europe’s deeptech community comes together in a focused and coordinated way, it…

Epoch Biodesign, a London-based BioTech startup specialising in enzymatic recycling technology, has closed a €10.3 million ($12 million) financing round to accelerate the commercialisation of its recycled nylon 6,6.

Very soon, recycled nylon 6,6 will be available to our partners in apparel, automotive and beyond.”Founded in 2019, Epoch Biodesign combines artificial intelligence and advanced synthetic biology to design enzymes to efficiently recycle end-of-life plastic and textile waste at a commercial scale.

“With Epoch’s process, waste garments and other nylon materials will be transformed back into their original chemical building blocks – monomers, specifically adipic acid and HMDA.

Earl…

Galtea, a Barcelona-based AI evaluation platform that helps enterprises and developers ship reliable AI agents in production, today announced a €2.7 million ($3.2 million) Seed funding round.

It states that AI testing costs an estimated €11.2 billion ($13 billion) annually for companies across Europe and the US.

It emphasises that, as AI agents are developed and deployed more rapidly, AI teams that neglect comprehensive testing for accuracy, performance, behaviour, and security risks fall behind.

Galtea claims to make AI testing affordable and efficient, improving AI development globally.

Over 6,000 test scenarios were automatically created for the agent via Galtea, saving approximately 600…

Bioniq, creator of personalised supplements based on blood biomarker analysis, has entered into an agreement for the sale of its assets to global nutrition company Herbalife. Founded in 2019, Bioniq d...

We don’t get many press pitches about consumer brands these days, so when I heard about a kitchen knife company that had raised VC funding, my interest was piqued. Allday Goods is an East London-base...

In the UK, 53 per cent of high-growth businesses are based outside London, but they receive only 39 per cent of the funding. Jenson Brook is a serial entrepreneur and the founder of Britain's Got Sta...

Cambridge-based deeptech company Theia Insights has raised $8 million in Series A funding, ledby MiddleGame Ventures, with participation from Further Ventures and UnusualVentures. The round brings the...

Stockholm-based Galdera Labs has launchedwith €1.5 million in pre-seed funding to develop an AI-driven platform forfinancial modelling. The round was led by J12 Ventures, with participation fromAntler...

The 2025 funding landscape inFinland reflects a combination of large late-stage rounds and a broad level ofearly-stage activity. With approximately €2.9 billion raised, a substantialportion of capital...

Giraffe360, an AI-powered real estatemarketing technology company, has closed a $10 million Series B funding roundled by Cipio Partners. Existing investors, including Founders Fund, which ledthe compa...

Spanish space company Arkadia Space has secured €14.5 million in fundingfrom the European Innovation Council Accelerator. The package includes a €2.5million grant, €6 million in equity from the EIC Fu...

Amsterdam-basedSOUS, an AI-powered growth platform for independent food and beveragebusinesses, has raised €4 million in seed funding. The round was led by Seed +Speed Ventures, with participation fro...

After more than a year of quietly investing, German VC firm futurepresent is emerging from stealth with Fund I totalling $300 million.The firm is being built as a deliberately small partnership with a...

Granola, the AI note-taking app, has bagged a $125m funding round, elevating its valuation to $1.5bn, hitting unicorn startus, it announced today. The funding round was led by Index Ventures, with par...

Mandel AI has raised $3.9 million Seed funding to build coordination for global supply chains. The startup has developed an AI supply chain coordinator that helps manufacturers manage supplier coord...

One of Germany’s most high-profile fintechs in recent years is cutting 20 per cent of its workforce, as it looks to become an “AI-native bank", marking the latest restructure at Solaris.Solaris, which...

Battery optimisation company Entrix today announced two critical milestones. It has raised €43 million in funding and reached 3 GW / 8.5 GWh of contracted battery storage capacity. Of the contracted ...

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, […]

The confirmation of two hacked victims further deepens an ongoing spyware scandal that, for now, appears largely focused on the Italian government.

The Italian government claims that accepting Paragon’s help would have compromised national security and classified information.