Short and to the point: you should be optimizing content for agents, just as you optimize things for people.

For example, one thing they’re known to do, to avoid context bloat, is to only read parts of files.

We’ve put a bunch of time into optimizing our docs for agents, for obvious reasons.

https://cli.sentry.dev ...For projects like Warden, we actually set it up so the agent can hit the entire content to bootstrap itself:Help me set up warden.sentry.devcurl -H "Accept: text/markdown" https://warden.sentry.dev # Warden > Agents that review your code.

You should also pay attention to how patterns are changing with agents and update your optimizations as behavior changes.

An investigation of the forces behind the age-verification billsReddit user "Ok_Lingonberry3296" has posted the results of an extensive investigation into the companies that are pushing US state legislatures to enact age-verification bills.

I've been pulling public records on the wave of "age verification" bills moving through US state legislatures.

IRS 990 filings, Senate lobbying disclosures, state ethics databases, campaign finance records, corporate registries, WHOIS lookups, Wayback Machine archives.

What started as curiosity about who was pushing these bills turned into documenting a coordinated influence operation that, from a privacy standpoint, is building surveillance infrastructu…

His misery was all due to i-Ready, the software product our district had purchased for math work and testing.

For every minute the student spends actually thinking about math, i-Ready spends 10 minutes narrating the same instructions over and over again.

If the student is trying to complete their work quickly, you will see them sit glassy eyed for thirty seconds, then frantically click click click click for 3, then sit glassy eyed for another thirty seconds in a loop.

A talented student could complete 10 equivalent problems on paper in the time it takes a single i-Ready problem to finish talking at them.

During the year where their only math education was primarily i-Ready, our kids made no…

"In reality, it will largely be down to parents to educate themselves on why these changes have been brought in and decide for themselves if they deem the games (and their loot box mechanics) suitable for their child," she said.

Make Claude Code listen to you.

Peek steers Claude Code better than markdown files by learning your preferences automatically and injecting them at the right time.

※ ※ ※I beg you to follow Crocker's Rules, even if you will be rude to mespoiler: you probably won't!

There is a concept called Crocker's Rules, and if you have never heard of it, the short version is this: you give people around you explicit permission to be maximally direct with you, to skip social cushioning.

The person invoking Crocker's Rules is saying, in effect, "your feelings about how I might receive this are your problem to manage, not mine, just give me the information."

More importantly: it wastes their time and it buries the information they actually need to act on.

If the design is wrong, say it is wrong.

Last October I reported an exposed Algolia admin API key on vuejs.org.

How Algolia DocSearch worksAlgolia's DocSearch is a free search service for open source docs.

35 of the 39 admin keys came from frontend scraping alone.

What these keys can doNearly all 39 keys share the same permission set: search, addObject, deleteObject, deleteIndex, editSettings, listIndexes, and browse.

If I found 39 admin keys with a few scripts, the real number is almost certainly higher.

Overview: Human Rights Watch says drone strikes in Haiti over a 10-month period have killed nearly 1,250 people, including 17 children, with no clear links to criminal groups.

PORT-AU-PRINCE — Human Rights Watch (HRW) said Tuesday that drone strikes carried out in Haiti over the past year have killed at least 1,243 people, including 17 children, many of whom had no apparent links to the criminal groups the attacks seek to squash.

Human Rights Watch noted that Haiti is a signatory to the International Covenant on Civil and Political Rights, which protects the right to life and requires authorities to minimize harm to civilians.

The organization urged the government to launch transparent inve…

This contrasts with how Tehran supplied large quantities of armed drones and ballistic missiles to Russia in its war against Ukraine.

Moscow has also reportedly provided Tehran with intelligence support for Iranian drone attacks against targets including US troops in Iran’s Persian Gulf neighbours, Israel, Turkey, Azerbaijan and elsewhere.

Ukraine has offered to share its considerable experience in defending against drone attacks with countries now receiving them from Iran—an offer many have welcomed.

This points to a larger tension: while Moscow and Tehran are both strongly anti-American, their interests are not fully aligned.

Prolonged conflict could deepen Middle Eastern reliance on Ukra…

He spent 3 weeks playing code archaeologist just to understand WHY our codebase looks the way it does.

But the reasoning behind decisions:- Why Redis over in-memory cache?

Answers were buried in closed PRs with no descriptions, 18-month-old Slack threads, and the heads of two engineers who left last year.

Do you have a system that actually works long-term?

Or is everyone quietly suffering through this on every new hire?

Scary security of OpenClawIt all started when Cohen launched an AI marketing startup with his brother, Lazer Cohen, a few months ago.

The startup offered marketing services like market research, go-to-market analysis, and blog posts through a small team of people using AI agents.

He had built the agents the startup was using, largely using Claude Code, each designed to do specific tasks.

Cohen heard about OpenClaw, the popular AI agent tool whose creator now works for OpenAI.

But given the giant community of developers that NanoClaw just unlocked with Docker, we’re sure to hear more about this soon.

Comments

Today we're sharing difficult news: we've made the decision to significantly downsize the Digg team.

We faced an unprecedented bot problem When the Digg beta launched, we immediately noticed posts from SEO spammers noting that Digg still carried meaningful Google link authority.

This isn't just a Digg problem.

We couldn't think of a better person to help figure out what Digg needs to become.

Lastly, Diggnation, our official Digg podcast, will continue recording monthly while we work on the re-reboot.

Mouser — MX Master 3S Button RemapperA lightweight, open-source, fully local alternative to Logitech Options+ for remapping every programmable button on the Logitech MX Master 3S mouse.

Supported DeviceProperty Value Device Logitech MX Master 3S Product ID 0xB034 Protocol HID++ 4.5 (Bluetooth) Connection Bluetooth (USB receiver also works for basic buttons)Note: The architecture is designed to be extensible to other Logitech HID++ mice, but only the MX Master 3S is tested.

Gesture Button Detection (3-tier)The MX Master 3S gesture button doesn't send standard mouse events.

— support other Logitech HID++ mice (MX Master 3, MX Anywhere 3, etc.)

"Logitech", "MX Master", and "Options+" are trade…

This is a tool for powerful automation of OS X.

At its core, Hammerspoon is just a bridge between the operating system and a Lua scripting engine.

With these, you can write Lua scripts to control many aspects of your OS X environment.

ManuallyDownload the latest releaseDrag Hammerspoon.app from your Downloads folder to ApplicationsHomebrewbrew install hammerspoon --caskWhat next?

Mjolnir aims to be a very minimal application, with its extensions hosted externally and managed using a Lua package manager.

After I was done, I deleted everything on the AWS console.

As I work with students building on AWS, I see the exact same thing happen to them.

Start With Your Bill, Not Your ConsoleBefore you click around trying to find leftover resources, go to AWS Billing Dashboard from the AWS console.

Use Resource ExplorerLooking for an exhaustive list of everything going on in your AWS account across all regions?

Set Up a Billing AlarmThis takes two minutes and it’s the single most important thing you can do on a new AWS account.

But the core of what I did was straightforward: write genuinely useful content, design it well, actually test the products I reviewed.

Good site, good content, good rankings.

Not because I think Google will notice or care.

Not what I think Google wants.

Next up: why I think Google search is fundamentally broken — and why they may not be able to fix it.

A week ago, Apple asked us to say hello to MacBook Neo.

On the MacBook Neo, I can ostensibly go to a browser, any browser, and click links to download whatever software I'd like.

Now that I know my iPhone has the capacity to run MacOS, I would very much like to do so.

I’d love to consider the possibility of switching to a less intrusive phone and repurposing this iPhone into a web server.

And I really want to run MacOS on my iPhone now, damn it.

Instant history compaction and context optimization for AI agentsWebsite • Docs • DiscordContext GatewayCompresr is a YC-backed company building LLM prompt compression and context optimization.

Context Gateway sits between your AI agent (Claude Code, Cursor, etc.)

and the LLM API.

When your conversation gets too long, it compresses history in the background so you never wait for compaction.

Please join our Discord to contribute.

Comments

An Accidental RoomTownsend’s daily running route took him past the construction site, and he watched as the building slowly took shape.

All he knew was that the result was a kind of accidental room in the guts of the building, that only existed by virtue of the intentionally designed rooms around it.

What they needed was that accidental room that Townsend had spotted years ago.

We were just part of the living organism of its daily activities.”The friends would sometimes live in their secret room for several weeks in a row.

At this point, the residents had made a new plan to live in the mall apartment full time for a year.

The reliable internet connections provided by Starlink offer a huge advantage on the battlefield.

But it is also run by controversial billionaire Elon Musk, presenting a risk to militaries that could easily find themselves cut off.

The Starlink network consists of almost 10,000 satellites that offer internet connections across most of the planet via small dishes on the ground.

Both Ukraine and Russia have used Starlink since the 2022 invasion, with reports suggesting that Russia has guided attack drones with it.

But as militaries shrank after the cold war, this became prohibitively expensive and difficult, says Muirhead, so militaries began using satellite communications instead.

Claude Opus 4.6 and Sonnet 4.6 now include the full 1M context window at standard pricing on the Claude Platform.

Standard pricing applies across the full window — $5/$25 per million tokens for Opus 4.6 and $3/$15 for Sonnet 4.6.

1M context is now included in Claude Code for Max, Team, and Enterprise users with Opus 4.6.

Opus 4.6 sessions can use the full 1M context window automatically, meaning fewer compactions and more of the conversation kept intact.

Claude Opus 4.6 and Sonnet 4.6 maintain accuracy across the full 1M window.

Comments

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Pandas version checksI have checked that the issue still exists on the latest versions of the docs on main hereLocation of the documentationhttps://pandas.pydata.org/docs/Documentation problemDocumentation website does not load.

Suggested fix for documentationJust creating this issue in case there was a configuration change done on the Pandas side, and bringing attention to this.

Comments

Comments

Coming SoonUnlocking Determinism from AI RandomnessOur system will take care of all the accuracy, all the indexing, all the overhead, and you can just throw in the files and ask it questions.

Lewis Polansky, CEO @ CaptainNotify me on release

Like (type -> type) -> type or fn(fn(type) -> type) -> type .

These stuff such as type -> type are called type operators and type operators that evaluate to a type are called type constructors.

Result is type, type -> type , † † Be quiet, Haskellers, I’m not writing actual Haskell here.

If we had a bool -> bool type earlier, then we could have a type -> type kind.

By the power of induction, we have proved that all the elements of set S S S are divisible by 3.

On the other end was Henry, the AI agent he had built using OpenClaw, a personal AI assistant.

The Observation GapSuppose your car insurer wants to use an AI agent to assess damage to vehicles and flag cases of potential fraud.

As agentic AI proliferates, agents are increasingly turning to humans in this way to sense the physical world on their behalf.

Consider a patient whose AI agent suspects she has a neurological condition based on the symptoms she has described.

(Embodied AI agents, from robots to wearable devices, may eventually close parts of this observation gap, but the frontier of what agents need to know recedes faster than hardware can follow.)

Unless circumstances change, we are planning to retire support for the big-endian 32-bit PowerPC and 64-bit POWER platforms.

We brought up the platform support to give people interested in the platform a base to bring the platform towards greater usability and fix the long-standing bugs that plague it.

Occasionally users come in looking to test it and often expect a fully working platform but generally quickly lose interest when faced with various issues and in the end nothing gets fixed.

with WebKit having adopted Skia for rendering (WebKit was the sole web engine left where rendering didn’t have broken colors).

Our build infrastructure for this is also lacking, with both platforms being b…

The usual recommendation is to build your own sidebar using GtkListBox or GtkListView , combined with the .navigation-sidebar style class.

Sometimes it will also have selection, and depending on how it's implemented it may be impossible to activate the selected row, like in libadwaita demo.

GTK_DEBUG=builder diagnostics are now supported for all libadwaita widgets.

As mentioned in the 1.8 blog post, style-dark.css , style-hc.css and style-hc-dark.css resources are now deprecated and apps using them will get warnings on startup.

In fact, a few smaller changes are already in 1.9: all of the internal icons in libadwaita itself, as well as in the demo and docs, have been updated to use the new …

My answer is bzip , even though this algorithm has been critiqued multiple times and has fallen into obscurity since xz and zstd became popular.

Where they differ is in how those tokens are encoded into bits:Here’s an example of a Huffman code.

gzip cannot easily produce an optimal output like bzip can, so it searches for earlier occurrences heuristically with a configurable time-ratio tradeoff.

The 2009 article Rationale for a Large Text Compression Benchmark describes this connection in more detail.

Conclusion bzip might be suboptimal as a general-purpose compression format, but it’s great for text and code.

※ ※ ※I beg you to follow Crocker's Rules, even if you will be rude to mespoiler: you probably won't!

There is a concept called Crocker's Rules, and if you have never heard of it, the short version is this: you give people around you explicit permission to be maximally direct with you, to skip social cushioning.

The person invoking Crocker's Rules is saying, in effect, "your feelings about how I might receive this are your problem to manage, not mine, just give me the information."

More importantly: it wastes their time and it buries the information they actually need to act on.

If the design is wrong, say it is wrong.

use std :: cell :: Cell ; fn modify_cell ( cell : & Cell < i32 > ) { cell .set ( 10 ); } fn main () { let cell = Cell :: new ( 5 ); // Notice, we only pass a `&` reference, not a `&mut` reference.

Even better, Cell uses conditional impls to provide more API options depending on the traits implements by the inner type!

The Clone derive macroThe conditional impl pattern also appears in some common derive macros, including the Clone derive macro.

impl < T : Clone > Clone for MyType < T > { fn clone ( & self ) -> Self { MyType { inner : self .inner .clone () } } } Code 6 The Clone derive macro’s conditional impl block.

ConclusionAs you can see, conditional impls are a useful pattern for extendi…

Comforting Myths Awash in revisionist histories about Apple's web efforts, a look at the evidence.

Thanks to the same Web Features data set, many views are possible.

Consider the tricky cases of Web MIDI, Web USB, and Web Bluetooth.

Web USB has been available to an overwhelming majority of the web's users for the better part of a decade.

Like Web USB, Web Bluetooth was designed from the ground-up with safety in mind and, as a result, has been incredibly safe and deployed at massive scale for eight years.

Also, Python’s exception handling is fine, but when compared to Rust, it’s hard to go back.

} fn get_posts < T : HttpGet >(client : impl HttpGet , data : serde_json :: Value ) { client .

The ResultsIt took me around 10 weeks to build the Python code.

Total lines of Python code:Including test files: 23,598Excluding test files: 11,166It took me a week to rewrite the Python code in Rust.

Lines of code in Rust: 20,055Lines of code excluding Test Blocks: 14,946Other Benefits I Didn’t ExpectDistributing a Rust binary is much easier than a Python build.

< Fact path =" /totalOwed "> < Derived > < Subtract > < Minuend > < Dependency path =" /totalTax "/> < Subtrahends > < Dependency path =" /totalPayments "/> This fact describes a /totalOwed fact that’s derived by subtracting /totalPayments from /totalTax .

Schedule 3 Line 15 + EITC,ACTC, AOTC, refundable portion of Adoption < Derived > < Add > < Dependency path =" /earnedIncomeCredit "/> < Dependency path =" /additionalCtc "/> < Dependency path =" /americanOpportunityCredit "/> < Dependency path =" /adoptionCreditRefundable "/> < Dependency path =" /schedule3OtherPaymentsAndRefundableCreditsTotal "/> These facts are only lightly edited from the actual facts in TWE.

By contrast, non…

Comments

We’ve been focusing heavily on turning Marknote into a much more robust knowledge base while keeping the interface as clean and distraction-free as possible.

Today, we're releasing version 1.5, and it’s packed with major additions and quality-of-life improvements.

Here is a rundown of what we’ve added to this release.

Notes are rarely isolated thoughts, so we’ve added internal wiki-style links with cross-notebook lookup.

You don't even need to have Marknote open—just pull up KRunner on your Plasma desktop, type what you’re looking for, and jump straight into your note.

I’m software bonkers: I can’t stop thinking about software.

With Claude, I’ve built a host of software like this.

But it’s been this last week, in a heated tax season jag, that I’ve gone most bonkers: I’ve built the accounting software I’ve always craved.

I am now using the best piece of accounting software I’ve ever used.

Until now, I’ve leaned heavily on Quicken — closed-source subscription software that often fails to connect to accounts with two-factor-authentication, silently losing chunks of financial data.

What OpenClaw really did was make this assemblage of existing parts feel less like software plumbing and more like labour, or at least create that impression.

That is how software starts to take on the social aura of “free labour”.

Some of OpenClaw’s magic is older than it looksIt is tempting to describe OpenClaw as a breakthrough in autonomy.

It is labour without labour relations.

The lifecycle is almost literary in its neatness: first the machine that saves labour, then the labour required to undo the machine.

Katrina Manson / Bloomberg:

An excerpt from the upcoming book Project Maven details how the Pentagon enlisted Silicon Valley to build AI-powered tools of war, now playing out in Iran — An excerpt from the coming book Project Maven shows how the US enlisted Silicon Valley in its vision for AI warfare, now playing out in Iran.

Anastasia Stognei / Financial Times:

Mobile internet blackouts hit Moscow as the Kremlin tightens control; Roskomnadzor data shows daily traffic down ~20% since March 5 vs. the previous month — Outages mark new phase in government campaign against internet freedom — Moscow is experiencing mass mobile internet blackouts …

Caroline Haskins / Wired:

Palantir software demos and DOD records show how the military may be using AI chatbots, including the kinds of queries and the data used to generate responses — Software demos and Pentagon records detail how chatbots like Anthropic's Claude could help the Pentagon analyze intelligence and suggest next steps.

Timmy Shen / The Block:

Singapore-based MetaComp, which bridges traditional fiat payment rails and stablecoin settlement infrastructure, raised $35M across two pre-Series A rounds — Quick Take — MetaComp, a digital finance infrastructure provider, said it has raised a total of $35 million across two Pre-A funding rounds completed within three months.

American Medical Association:

A survey of 1,692 US physicians: over 80% use AI professionally and the most common use cases are medical research summarization and clinical care documentation — CHICAGO — New research from the American Medical Association's Center for Digital Health and AI shows that physicians' adoption …

Jen Judson / Bloomberg:

The US Army awards Anduril a 10-year contract worth up to $20B to buy its software, hardware, and services; the deal includes a 5-year optional ordering period — The US Army has awarded Anduril Industries a contract with a total value of as much as $20 billion to buy the defense startup's software …

Karen Freifeld / Reuters:

A US government website shows the Commerce Department withdrew a planned rule tightening AI chip exports; a draft was sent to agencies for feedback in February — The U.S. Department of Commerce on Friday withdrew a planned rule on AI chip exports, according to a government website.

Reuters:

Sources: Meta plans sweeping layoffs that could affect 20% or more of the company, amid mounting AI infrastructure costs; it had ~79,000 employees as of Dec. 31 — Meta (META.O) is planning sweeping layoffs that could affect 20% or more of the company, three sources familiar with the matter told Reuters …

George Hammond / Financial Times:

A US judge questions Elon Musk's $134B claim for damages in his lawsuit against OpenAI and Microsoft but rules he can still make his case to a jury — California court questions billionaire's expert witness but declines to exclude the testimony from April trial

Bloomberg:

$TRUMP memecoin surged as much as 60% after its promoters said it would host a gala luncheon at Mar-a-Lago with Trump; the WH hasn't confirmed his attendance — The memecoin bearing Donald Trump's name surged as much as 60% in the last 24 hours after its promoters advertised an exclusive gala …

Foo Yun Chee / Reuters:

Amazon wins its appeal against a €746M GDPR fine imposed by Luxembourg's privacy watchdog after a court finds the watchdog had not properly done its analysis — Amazon (AMZN.O) on Friday won its appeal against a record 746-million-euro ($854.4 million) fine imposed by Luxembourg's privacy regulator …

Wall Street Journal:

Sources: the Trump administration is set to receive a ~$10B fee from investors in TikTok's US business for the government's role in brokering the TikTok US deal — Investors in social-media platform's U.S. business, including Oracle and Silver Lake, agreed to give the government several multibillion-dollar payments, sources say

Richard Lawler / The Verge:

Digg announces a “hard reset” and shuts down operations two months after it was relaunched by Kevin Rose and Alexis Ohanian, citing the scale of AI bot spam — Digg's Reddit-like relaunch failed fast, but its CEO is already planning another comeback.

Sarah Perez / TechCrunch:

Facebook launches new tools to help creators detect and report impersonation, and updates guidelines to better define what it considers to be “original content” — After numerous accusations claiming that Facebook has turned into an “AI slop hellscape,” Meta on Friday announced …

The Information:

Sources: Mirendil, founded by former Anthropic researchers to develop AI models for scientific research, is in talks to raise $175M at a $1B valuation — Former Anthropic researchers are in talks to raise $175 million at a $1 billion valuation for a new startup that aims to conduct AI-driven research …

Reuters:

Didi reports Q4 revenue up 10.5% YoY to $8.46B, international revenue up 47% YoY to $638M, and a net loss of $43.48M amid an overseas expansion push — Didi Global reported on Friday a net loss for the fourth quarter, as China's largest ride-hailing platform ramped up its international expansion, boosting costs.

Elizabeth Chamberlain / iFixit News:

MacBook Neo teardown: most repairable MacBook in ~14 years, with no parts pairing issues, a screwed-down battery, and relatively easy keyboard replacement — Is Apple's most affordable laptop ever also one of its most repairable? For years, opening a MacBook has usually meant fighting your way through glue and buried parts.

Natalie Lung / Bloomberg:

Travis Kalanick renames CloudKitchens' parent company as Atoms, focused on creating “gainfully employed robots” for the food, mining, and transport industries — Uber Technologies Inc. co-founder Travis Kalanick has launched a new venture that will focus on creating …

Anthropic:

Claude Opus 4.6 and Sonnet 4.6 now offer a 1M context window at standard pricing; it is the default for Claude Code Max, Team, and Enterprise users on Opus 4.6 — Standard pricing now applies across the full 1M window for both models, with no long-context premium. Media limits expand to 600 images or PDF pages.

Karandeep Singh Oberoi / Android Police:

Meta updates a support page to say that end-to-end encrypted messaging on Instagram will no longer be supported after May 8 — Can you imagine a world where WhatsApp stops offering end-to-end encryption (E2EE)? That's not happening, but a different Meta-owned company …

Jessica E. Lessin / The Information:

Sources: Travis Kalanick prepares to launch a self-driving car company with backing from Uber and has been discussing acquiring Anthony Levandowski's Pronto.ai — Former Uber CEO and cofounder Travis Kalanick is preparing to launch a new self-driving car company with major backing …

Fred Lambert / Electrek:

Elon Musk says xAI “was not built right first time around, so is being rebuilt from the foundations up” — Elon Musk admitted today that xAI, his artificial intelligence venture, “was not built right first time around” and “is being rebuilt from the foundations up.”

Wall Street Journal:

AWS plans to deploy Cerebras' Wafer-Scale Engine chip for AI inference functions; AWS will still offer slower, cheaper computing using its Trainium processors — Amazon Web Services says the partnership will allow it to offer lightning-fast inference computing

Emma Roth / The Verge:

Amazon Prime Video plans to raise the price of its ad-free plan, Ultra, to $4.99 per month, and add support for up to five simultaneous streams, from April 10 — The revamped Prime Video ‘Ultra’ tier will now cost $4.99 per month and come with ‘exclusive’ access to 4K/UHD streams.

Financial Times:

Sources: Elon Musk pushed out two more xAI co-founders after getting frustrated with xAI's coding product progress and brought in “fixers” from SpaceX and Tesla — Tesla and SpaceX managers sent in to review work as billionaire's start-up struggles to keep pace with rivals

Jonathan Stempel / Reuters:

Adobe agrees to pay $75M to resolve a US government lawsuit accusing it of concealing hefty termination fees and making it difficult to cancel subscriptions — Adobe (ADBE.O) said on Friday it will pay $75 million to resolve a U.S. government lawsuit accusing the Photoshop and Acrobat maker …

Lauren Forristal / TechCrunch:

Peacock adds a new feature to its app that uses AI to curate personalized vertical video playlists, narrated by a generative AI avatar of host Andy Cohen — Peacock is making a clear bet on two things: AI and mobile-first entertainment. — Based on what the streamer previewed at a press event yesterday …

Financial Times:

Banking, manufacturing, and other EU businesses warn “tech sovereignty” could hit profits and competitiveness as Brussels aims to cut reliance on US tech giants — Companies argue that ‘tech sovereignty’ drive could hit profits and undermine continent's competitiveness

Natalie Lung / Bloomberg:

Uber is relaunching a robotaxi service with Hyundai-backed Motional in Las Vegas; the service will initially have a safety driver behind the wheel — Uber Technologies Inc. is relaunching a robotaxi service with the Hyundai Motor Co.-backed company Motional in Las Vegas …

Promptfoo: LLM evals & red teamingpromptfoo is a CLI and library for evaluating and red-teaming LLM apps.

Stop the trial-and-error approach - start shipping secure, reliable AI apps.

Website · Getting Started · Red Teaming · Documentation · DiscordQuick Startnpm install -g promptfoo promptfoo init --example getting-startedAlso available via brew install promptfoo and pip install promptfoo .

You can also use npx promptfoo@latest to run any command without installing.

Set yours as an environment variable:export OPENAI_API_KEY=sk-abc123Once you're in the example directory, run an eval and view results:cd getting-started promptfoo eval promptfoo viewSee Getting Started (evals) or Red Teaming (v…

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

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

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Reload to refresh your session.

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practice makes claude perfectClick on this badge to show the latest best practiceClick on this badge to show implementation in this repoClick on this badge to see the Command → Agent → Skill orchestration workflowBoris Cherny on X (tweet 1 · tweet 2 · tweet 3)CONCEPTS🔥 HotSee orchestration-workflow for implementation details of Command → Agent → Skill pattern.

claude /weather-orchestratorComponent Role Example Command Entry point, user interaction /weather-orchestrator Agent Fetches data with preloaded skill (agent skill) weather-agent with weather-fetcher Skill Creates output independently (skill) weather-svg-creatorDEVELOPMENT WORKFLOWS🔥 HotOthersTIPS AND TRICKS■ Planning (2)always start …

SEO MachineA specialized Claude Code workspace for creating long-form, SEO-optimized blog content for any business.

This system helps you research, write, analyze, and optimize content that ranks well and serves your target audience.

Start with Research/research [topic]What it does:Performs keyword researchAnalyzes top 10 competitorsIdentifies content gapsCreates comprehensive research briefSaves to /research/ directoryExample:/research content marketing strategies for B2B SaaS2.

Originally developed for Castos, now available as an open-source tool for any business to streamline long-form SEO content creation.

Configure your context files (use the templates as your guide) Run /research [you…

AI Hedge FundThis is a proof of concept for an AI-powered hedge fund.

Table of ContentsHow to InstallBefore you can run the AI Hedge Fund, you'll need to install it and set up your API keys.

How to Run⌨️ Command Line InterfaceYou can run the AI Hedge Fund directly via terminal.

Quick StartInstall Poetry (if not already installed):curl -sSL https://install.python-poetry.org | python3 -Install dependencies:poetry installRun the AI Hedge Fundpoetry run python src/main.py --ticker AAPL,MSFT,NVDAYou can also specify a --ollama flag to run the AI hedge fund using local LLMs.

🖥️ Web ApplicationThe new way to run the AI Hedge Fund is through our web application that provides a user-friendly interfa…

Combined with RL training on AReaL, the 235B MoE model surpasses GPT 5 and achieves comparable performance with Gemini 3.0 Pro on $\tau^2$ -bench!

Thanks to the outstanding contribution from @HwVanICI, we are excited to officially announce stable support for AReaL training on Ascend NPU devices!

[2025/08/30] Introducing ASearcher, a state-of-the-art search agent built with AReaL's end-to-end asynchronous RL training.

[2025/06/03] (v0.3, boba²) We release boba² (double-boba) for fully asynchronous RL training, which achieves 2.77× speedup while delivering comparable or superior training performance compared to synchronous systems.

Furthermore, asynchronous RL significantly simplifies multi-t…

Vane 🔍Vane is a privacy-focused AI answering engine that runs entirely on your own hardware.

Simply run the following command:docker run -d -p 3000:3000 -v vane-data:/home/vane/data --name vane itzcrazykns1337/vane:latestThis will pull and start the Vane container with the bundled SearxNG search engine.

docker run -d -p 3000:3000 -v vane-data:/home/vane/data --name vane vane Access Vane at http://localhost:3000 and configure your settings in the setup screen.

To fix this issue you can:Check your Ollama API URL: Ensure that the API URL is correctly set in the settings menu.

To fix this issue you can:Check your Lemonade API URL: Ensure that the API URL is correctly set in the settings menu.

🎭 The Agency: AI Specialists Ready to Transform Your WorkflowA complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers.

Option 3: Use with Other Tools (Cursor, Aider, Windsurf, Gemini CLI, OpenCode)# Step 1 -- generate integration files for all supported tools ./scripts/convert.sh # Step 2 -- install interactively (auto-detects what you have installed) ./scripts/install.sh # Or target a specific tool directly ./scripts/install.sh --tool cursor ./scripts/install.sh --tool copilot ./scripts/install.sh --tool aider ./scripts/install.sh --tool windsurfSee the Multi-Tool Integrations section below for full details.

./scr…

Preparation: Model ServiceYou can either use the model service provided by Alibaba Cloud's DashScope, or deploy and use your own model service using the open-source Qwen models.

If you choose to use the model service offered by DashScope, please ensure that you set the environment variable DASHSCOPE_API_KEY to your unique DashScope API key.

Alternatively, if you prefer to deploy and use your own model service, please follow the instructions provided in the README of Qwen2 for deploying an OpenAI-compatible API service.

llm_cfg = { # Use the model service provided by DashScope: 'model' : 'qwen-max-latest' , 'model_type' : 'qwen_dashscope' , # 'api_key': 'YOUR_DASHSCOPE_API_KEY', # It will us…

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Create a notebook and add sources notebooklm create " My Research " notebooklm use < notebook_id > notebooklm source add " https://en.wikipedia.org/wiki/Artificial_intelligence " notebooklm source add " ./paper.pdf " # 3.

Generate content notebooklm generate audio " make it engaging " --wait notebooklm generate video --style whiteboard --wait notebooklm generate quiz --difficulty hard notebooklm generate flashcards --quantity more notebooklm generate slide-deck notebooklm generate infographic --orientation portrait notebooklm generate mind-map notebooklm generate data-table " compare key concepts " # 5.

Download artifacts notebooklm download audio ./podcast.mp3 notebooklm download video ./o…

Generative AI on Google CloudGemini 3.1 Pro has been released!

Here are the latest notebooks and demos using the new model: Intro to Gemini 3.1 ProThis repository contains notebooks, code samples, sample apps, and other resources that demonstrate how to use, develop and manage generative AI workflows using Generative AI on Google Cloud with Vertex AI.

vision/ Use this folder if you're interested in building your own solutions from scratch using features from Imagen on Vertex AI (Vertex AI Imagen API).

setup-env/ Instructions on how to set up Google Cloud, the Vertex AI Python SDK, and notebook environments on Google Colab and Vertex AI Workbench.

blogs, YouTube playlists) about Generative A…

World MonitorReal-time global intelligence dashboard — AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.

Details →Data Collection435+ RSS feeds with 4-tier source credibility, server-side aggregation, and per-feed circuit breakers.

Details →Edge functions — 60+ Vercel Edge Functions split into per-domain thin entry points (~85% cold-start reduction).

If you use npm run dev instead, only the frontend starts — news feeds and API-dependent panels won't load.

World Monitor relies on 60+ Vercel Edge Functions in the api/ directory for RSS proxying, data caching, and API key isolation.

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Grief and the AI SplitTL;DR: AI-assisted coding is revealing a split among developers that was always there but invisible when we all worked the same way.

Writing code by hand.

My Grief Was DifferentI want to be clear: I've felt grief too.

The Grief That SticksI grieve for the web I've known.

Here's what I notice about my grief: none of it is about missing the act of writing code.

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Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

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.

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.

Netflix ranges from $8/month to $25/month, but you should know which streaming tier works best for your household.

Looking to expand your toolbox this spring? The Home Depot is selling the 30-piece Milwaukee SAE/Metric combination wrench set for $130 off.

The ads run for up to 30 seconds and offer no way to skip past them.

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.

My favorite DeWalt power tool kit is perfect for DIY beginners and tradespeople, and it's currently near its lowest price of the year on Amazon.

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.

Also: Hundreds of free VPNs offer 'no real privacy at all,' researchers warn - does yours?

If a free VPN is what you are looking for, be cautious, as there are drawbacks and risks you must be aware of.

A free VPN is a service that doesn't require you to hand over payment -- at least monetarily.

Still, these trade-offs are far better than the alternative: a free VPN that doesn't reveal how the network is funded.

The best free (and cheap) VPNs that you can trustZDNET extensively tests free and paid VPNs, running monthly tests to ensure our recommended VPNs -- whether the best VPNs overall, for streaming, travel, or mobile, among other use cases -- remain accurate.

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.

The LG S95TR sound system comes with a soundbar, two rear surround speakers, and a wireless subwoofer. Amazon is offering a great deal on it right now.

Keeping a tight lid on the online data connected to you, your life, and your habits is becoming increasingly important -- and difficult.

Also: How to remove your personal info from Google Search - it's quick and easyNot every search engine will reveal the same results.

Download your data : To find out exactly what data Google holds on you, head over to Google Takeout.

If you have trouble finding this setting, you can type "delete Facebook" in the Help Center tab.

Hide yourselfIf you cannot delete online accounts outright and can only deactivate them, do so.

Save $750 on the Explorer 2000 v2, Jackery's compact LiFePO4-powered backup power unit that's perfect for in-home use, camping, and outdoor work tasks.

Spotify and YouTube Music offer competing streaming experiences, but which one is better? I break it all down.

Moto Watch 3.5 / 5 Good ZDNET's key takeaways The Moto Watch is currently on sale for $150.

For 2026, the company followed up with a brand-new wearable simply called the Moto Watch.

At a glance, that extra heft sounds like it would make the Moto Watch cumbersome, but it really doesn't.

Cesar Cadenas/ZDNETThe Moto Watch houses a vibrant 1.43-inch OLED screen protected by Corning Gorilla Glass 3 to prevent scratches from ruining the colorful display.

ZDNET's buying adviceThe Moto Watch is currently on sale for $150 and is available in just one color: Volcanic Ash (black).

The AI lab is revamping its effort to build an AI coding tool, with two new executives joining from Cursor.

AI chatbots have been linked to suicides for years. Now one lawyer says they are showing up in mass casualty cases too, and the technology is moving faster than the safeguards.

Digg laid off a significant number of staff and shut down its app, but says it's not giving up on the startup.

The data infrastructure startup raised $5.3 million in seed funding led by Wischoff Ventures and South Park Commons

Facebook is making it easier for creators to report impersonators while tightening rules around reposts and other unoriginal content.

At SXSW, Steven Spielberg said AI has uses in many fields, but not when it comes to replacing creative people in film and TV writing.

The AI industry is constantly churning out news, like major acquisitions, indie developer successes, public outcry, and existentially dangerous contract negotiations.

Kalanick reportedly wants to be more aggressive in pursuing the technology than industry-leader Waymo.

Gavriel Cohen is living an open source developer's dream as his project has achieved acclaim and a partnership with Docker in a matter of weeks.

When you edit your Taste Profile, you'll impact your personalized playlists like Discover Weekly, recommendations, and Wrapped.

According to Index Ventures Partner Shardul Shah, cybersecurity startup Wiz sits “at the center of three tailwinds: AI, cloud, and security spend.” Those tailwinds powered what just became the largest venture-backed acquisition in history — Google’s $32 billion deal, finalized after a declined 2024 offer, antitrust review on both sides of the Atlantic, and an […]

Apple dropped its App Store commission rates to 25% in China, and commissions on auto-renewed subscriptions down to 12%.

The FBI believes a series of video games published on Steam in the last two years were embedded with malware by the same hacker.

Peacock is betting on new AI-powered video experiences, vertical clips, and mobile games to help its growth.

The launch comes just two years after a major reboot at Hyundai-owned Motional. The service will start with a safety monitor, which Motional hopes to remove by year's end.

An anonymous reader quotes a report from the New York Times: A top Senate administrator on Monday gave aides the green light to use three artificial intelligence chatbots for official work, a reflection of how widespread the use of the products has become in workplaces around the globe. The chief information officer for the Senate sergeant-at-arms, who oversees the chamber's computers as well as security, said in a one-page memo reviewed by The New York Times that aides could use Google's Gemini chat, OpenAI's ChatGPT or Microsoft Copilot, which is already integrated into Senate platforms. Copilot "can help with routine Senate work, including drafting and editing documents, summarizing info…

Meta plans to remove end-to-end encryption (E2EE) from Instagram direct messages by May 8, 2026. "Very few people were opting in to end-to-end encrypted messaging in DMs, so we're removing this option from Instagram in the coming months," says Meta. "Anyone who wants to keep messaging with end-to-end encryption can easily do that on WhatsApp." The Hacker News reports: The American company first began testing E2EE for Instagram direct messages in 2021 as part of CEO Mark Zuckerberg's "privacy-focused vision for social networking." The feature is currently "only available in some areas" and is not enabled by default. Weeks into the Russo-Ukrainian war in February 2022, the company made encryp…

Iranian drone strikes shut down a major helium facility in Qatar, removing about 30% of global helium supply and raising concerns for the semiconductor industry, which relies on the gas for chip fabrication. "QatarEnergy declared force majeure on existing contracts on March 4, freeing it from supply obligations to customers," reports Tom's Hardware. The industry outlet Gasworld reports that no imminent restart is planned. From the report: Helium consultant Phil Kornbluth, speaking at a Gasworld webinar on March 4, said that if the outage extends beyond roughly two weeks, industrial gas distributors could be forced to relocate cryogenic equipment and revalidate supplier relationships, a proc…

AI services may not stay cheap for long, as companies like OpenAI and Anthropic are currently subsidizing usage to rapidly grow market share. As these companies move toward profitability and potential IPOs, Axios reports that investors will likely push them to increase prices and improve margins. An anonymous reader shares an excerpt from the report: Flashback: Silicon Valley has seen this movie before. The so-called "millennial lifestyle subsidy" meant VC money helped underwrite cheap Uber rides and DoorDash deliveries. Before that, Amazon built its base with low prices, free shipping and, for years, no sales tax in most states. Eventually, all of these companies had to charge enough to co…

sdinfoserv writes: After running a Reddit clone for a couple of months, the Digg beta shut down again. The website is a splash memo from CEO Justin Mezzell, blaming the latest "Hard Reset" on bots. "Building on the internet in 2026 is different," writes Mezzell. "We learned that the hard way. Today we're sharing difficult news: we've made the decision to significantly downsize the Digg team..." The decision was made after struggling to gain traction and an overwhelming influx of AI-driven bots and spam. "When the Digg beta launched, we immediately noticed posts from SEO spammers noting that Digg still carried meaningful Google link authority," says Mezzell. "Within hours, we got a taste of …

BrianFagioli shares a report from NERDS.xyz: Cloud storage company Backblaze has partnered with StorageReview to make a massive dataset containing 314 trillion digits of Pi publicly accessible. The digits were calculated by StorageReview in December 2025 after months of heavy computation designed to stress modern hardware. The dataset now hosted in the cloud weighs in at over 130TB, while the full working dataset used during the calculation reached about 2.1PB when intermediate checkpoints were included. The report notes that the Pi digits have been broken into roughly 200GB chunks to make it more practical for researchers or enthusiasts to download. Here's what StorageReview founder Brian …

Meta has delayed the release of its next major AI model after internal tests showed it lagging behind competing systems from Google, OpenAI, and Anthropic. The New York Times reports: The model, code-named Avocado, outperformed Meta's previous A.I. model and did better than Google's Gemini 2.5 model from March, two of the people said. But it has not performed as strongly as Gemini 3.0 from November, they said. As a result, Meta has delayed Avocado's release to at least May from this month, the people said. They added that the leaders of Meta's A.I. division had instead discussed temporarily licensing Gemini to power the company's A.I. products, though no decisions have been reached. [...] I…

An anonymous reader quotes a report from Pitchfork: Earlier this week, the U.S. Department of Justice and Live Nation reached a settlement in the DOJ's antitrust lawsuit against the concert giant. During the trial, which lasted only a week, representatives for Live Nation had moved to exclude a collection of Slack direct messages from 2022 between two of the company's regional directors from the evidence presented to the jury. Bloomberg and a number of other publications have, as of today (March 12), successfully petitioned New York federal judge Arun Subramanian to release the chats. The conversations are between Ben Baker, now head of ticketing for Venue Nation, and Jeff Weinhold, current…

Apple will cut its App Store commission in China from 30% to 25% starting March 15, with small-business and mini-app rates dropping from 15% to 12%. AppleInsider reports: Chinese regulators have been back and forth with Apple in recent years over the 30% App Store commission. The latest publicly known pressure occurred after President Trump slammed the country with seemingly random and outrageous tariffs in 2025. While nothing much else has happened in the public eye in the year since, Apple has announced a new commission rate via its developer blog. The new rates go into effect on March 15. The current standard 30% rate is dropping to 25% for in-app purchases and paid app transactions. The…

Mr. Dollar Ton shares a report from the Guardian: Angela Lipps, 50, spent nearly six months in jail after Fargo police identified her as a suspect in an organized bank fraud case using facial recognition software, according to south-east North Dakota news outlet InForum. Lipps told the outlet she had never been to North Dakota and did not commit the crimes. Lipps, a mother of three and grandmother of five, said she has lived most of her life in north-central Tennessee. She had never been on an airplane until authorities flew her to North Dakota last year to face charges. In July, U.S. marshals arrested Lipps at her Tennessee home while she was babysitting four children. She said she was tak…

An anonymous reader quotes a report from Reuters: Milan prosecutors have requested trial for Amazon's European unit and four of its managers over alleged tax evasion worth around $1.38 billion, two sources with direct knowledge of the matter said on Thursday. The move is unprecedented for a case of this kind in Italy, as Amazon agreed in December to pay 527 million euros, including interest, to Italy's Revenue Agency to settle the tax dispute. In all previous cases involving other international groups, once a settlement was reached and payment made, prosecutors closed related criminal investigations, either through plea deals or by dropping the cases. This time, however, Milan prosecutors d…

Early benchmarks show the A18 Pro-powered MacBook Neo beating every current x86 CPU in single-core Cinebench performance, including chips from Intel and AMD. Notebookcheck reports: We have performed a couple of benchmarks and were particularly impressed by the single-core performance. Not in the short Geekbench test, but in Cinebench 2024, where a single-core test takes about 10 minutes. The A18 Pro consumes between 3.5-4 Watts in this scenario and scores 147 points. This means it is faster than every other x86 processor in our database, including the two desktop processors Intel Core Ultra 9 285K & AMD Ryzen 9 9950X3D. This also means the MacBook Neo beats every modern mobile processor fro…

Early benchmarks show the A18 Pro-powered MacBook Neo beating every current x86 CPU in single-core Cinebench performance, including chips from Intel and AMD. Notebookcheck reports: We have performed a couple of benchmarks and were particularly impressed by the single-core performance. Not in the short Geekbench test, but in Cinebench 2024, where a single-core test takes about 10 minutes. The A18 Pro consumes between 3.5-4 Watts in this scenario and scores 147 points. This means it is faster than every other x86 processor in our database, including the two desktop processors Intel Core Ultra 9 285K & AMD Ryzen 9 9950X3D. This also means the MacBook Neo beats every modern mobile processor fro…

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…

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…

Robotaxis are poised to further close the delta between suburbs and the city; the city (and Uber) might never recover.

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When I started building a quant system two months ago, my first instinct was to buy a dedicated computer. Priced one out — several thousand dollars. Hesitated. Then I realized the system should run on a cloud server, not a local machine. No downtime risk, no network dependency on my home connection. Google Cloud basic tier: $8-30/month. Problem solved before it became a problem. What followed was three distinct phases of how I actually interact with the system. Phase 1: Laptop + SSH Connected to the Google Cloud server via SSH from my laptop. Open terminal, type commands, review logs, push code changes. Worked fine. But tied to a desk. Every time something needed attention, I needed the lap…

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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This small West Yorkshire farmhouse was built some time before 1567, and initially consisted of a single farm (known as Withens Farm) before being expanded into three farms known as Top, Middle, and Bottom Withens in 1591. Centuries later, the farm was still in use in the 1840s when Yorkshire native Emily Brontë wrote her novel "Wuthering Heights", initially published under the pseudonym Ellis Bell.

In 1872, publisher George Smith wrote a letter to Brontë's friend Ellen Nussey asking for information about the inspiration for various locations in Brontë's novels, which led to Top Withens being used as the inspiration for the titular farmhouse's design in an 1873 illustrated edition, despite …

In 1870, Alexander Graham Bell, his parents, and sister-in-law moved from Scotland to a small farm in Brantford, Ontario, in hopes that the Canadian climate would help his poor health. Once recovered, Bell began teaching at the Boston School for the Deaf in the United States, returning to his parents' home for holidays and summers.

On July 26, 1874, while at his "dreaming place" on the farm looking out on the Grand River, Alexander Graham Bell came up with the idea for how to make a telephone.

A few years later in 1876, Bell made the world's first long-distance telephone call between Brantford and Paris, Ontario, marking the beginning of a new era of communication.

The Bell Homestead is now…

The Outagamie County Asylum Cemetery holds the bodies of at least 133 former patients who died at the asylum between 1891 and 1949. There were originally numbered stones (without names) to identify burials. Today, there are only stone markers, each indicting a row of burials. A stone plaque at the eastern edge of the cemetery gives the names of the patients buried in there. Today the cemetery is know as the Outagamie County Cemetery. The Outagamie County Asylum for the Chronic Insane opened in 1890 and closed in 2000. The maximum number of patients was about 250. The asylum was torn town in 2000. The cemetery and a stone bridge are all that remain.

For AnneMette Bontaites, running the New York City Marathon was supposed to be a one-time experience. A personal challenge, a bucket-list item, and then back to normal life

But somewhere between the starting line and the finish, plans changed.

The decision to run that first marathon was almost a whim. Bontaites, a Denmark native who now lives in Boston, had run two half marathons and joked to her best friend, “Well, two halves make a whole. I've done a marathon.’”

The friend, also a runner, begged to differ on that distance math and made her an offer: She’d fly to New York from the pair’s home city of Copenhagen and they’d run Bontaites’s first marathon together. By mile 18, the friends had…

Trumpeter swans are the largest swans in the world and the biggest and heaviest native waterfowl species in North America. But in the late 1800s, they were critically endangered due to hunting for meat and feathers. Trumpeters went locally extinct in in the province of Ontario in 1886. At one time, there were fewer than 100 Trumpeters in the entire continent.

In the 1980s, conservation efforts and a breeding program brought Trumpeter Swans back from the brink of extinction in North America. One of those captive-bred swans, Pig Pen, was the first Trumpeter Swan in Ontario in more than 100 years to migrate south, choosing to overwinter at LaSalle Park in Burlington in 1993.

Trumpeter swans ar…

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On May 7-8, the EU-Startups Summit will celebrate its 2026 edition at the iconic Mediterranean Conference Centre in Valletta, Malta.

An entrepreneur and business strategist with +25 years of experience in real estate, international business development, and high-net-worth client services.

Elena Casolari: Co-founder and Executive President of the Fondazione Opes-Lcef, an early-stage impact fund providing patient capital investment.

Emmie van Halder: Emmie is an angel investor and business development professional focused on the Sustainable Development Goals (SDGs).

Marlieke Lingmont: Head of Startup Innovation at Lely, an AgTech company focused on dairy farm innovation.

Dublin-based FinTech startup Teybridge Capital Europe has announced plans to invest €5.2 million (£4.5 million) in the UK market over the next three years.

As part of its investment in the UK market, Teybridge Capital Europe will create up to 30 new jobs in its London office over the next three years.

According to the startup, BRIDGE provides a digital solution to well-established structured trade finance models that benefit all stakeholders involved in trade finance transactions.

Teybridge Capital Europe’s fastest-growing market is the UK, where it increased its book by 150% in just the past year.

As part of its UK expansion plan, Teybridge Capital Europe recently opened a new office in Lo…

WhiteBridge AI, a Vilnius-based AI-powered people research platform specialising in deep personal insights, has raised a €2.6 million ($3 million) Seed round.

According to WhiteBridge, information about people already exists online, but it’s fragmented, inconsistent, messy, and increasingly easy to manipulate.

WhiteBridge launched as a platform for digital footprint audits and reputation monitoring, aggregating and verifying public data from multiple sources.

It offers behavioural analysis, career analysis, dos and don’ts, search results analysis, data privacy analysis, and reverse face search analysis.

Individuals should take care of their digital footprint and online presence – or let Whi…

Tower, a Berlin-based platform focused on transforming how data engineering is handled in the AI era, has raised €5.5 million ($6.4 million) across a pre-Seed and Seed round to grow its go-to-market team and deepen platform capabilities.

Builders can now create pipelines and agents in minutes – but they still need a platform that can run them reliably on real company data.

Besides turning AI-generated code and data pipelines into ready-for-production systems, Tower claims to combine storage and processing compute on a single platform, giving data engineering teams powerful analytics capabilities.

This makes customers the owners of their data and ensures AI agents receive fresh, company-spec…

Tropic, a Norwich-based AgTech startup specialising in gene‑edited tropical crops, has announced the close of its oversubscribed €91.3 million ($105 million) Series C financing to accelerate the global scale-up of its banana and rice portfolios and advance its climate-resilient crop pipeline.

It utilises its proprietary GEiGS® platform and other gene editing technologies, such as CRISPR gene editing, to develop improved crops with increased disease resistance, higher yields, and environmentally sustainable traits.

GEiGS® marries elements of gene editing with gene silencing, a naturally occurring mechanism that promotes defence against diseases and regulation of genes.

According to the compa…

Among the many highlights of the Summit, the Pitch Competition stands out as one of the most exciting moments!

This ensures that the startups’ business plan will be reviewed by the Techstars investment team and the most relevant program managing director.

This ensures that the startups’ business plan will be reviewed by the Techstars investment team and the most relevant program managing director.

Up to €100k in Cloud Credits from IONOS to support your startups’ hosting and scaling needs with a trusted European cloud provider.

The IONOS Cloud Start-up Program provides young companies with up to €100,000 in cloud credits for up to five years after their founding.

Wonderful, an Amsterdam-based enterprise AI agent platform, has raised €129.8 million ($150 million) in a Series B funding round at a valuation of €1.7 billion ($2 billion).

In November 2025, the company raised €86.5 million ($100 million) Series A led by Index Ventures, just three months after raising €29.4 million ($34 million) Seed round.

Wonderful merges a powerful AI platform with local deployment, delivering enterprise-grade AI agents worldwide.

It enables building, monitoring, and optimising AI agents to serve customers and streamline workflows across all offices.

According to the company, enterprise AI will not scale through technology alone.

This week on the EU-Startups Podcast, we sit down with Kilian Kaminski, Co-founder of refurbed, the Vienna-based marketplace helping reshape how Europeans buy electronics and other consumer goods through refurbished products.

In this episode, Kilian shares the story behind refurbed’s journey from a startup idea to one of Europe’s fastest-growing refurbished product marketplaces.

Headquartered in Vienna, the company now operates across several European markets and has raised more than €120 million in funding to scale its operations and expand its mission of promoting a circular economy.

He also discusses the evolution of the refurbishment sector, the challenges of building trust in second-li…

Delfos Energy, a Barcelona-based AI company building “virtual engineer” technology for the energy industry, today announced the close of a €3 million Seed extension round.

Delfos Energy has now raised a total of €10 million to date.

Delfos Energy claims that it has created an AI system designed specifically for energy operations and not a generic AI interface adapted to the sector.

With this capital, the company plans to consolidate its AI Suite, deepening deployments across key energy transition markets, and continue expanding into adjacent energy transition verticals, including energy storage.

Delfos Energy is consolidating its presence across Europe, where it now supports more than 1,000…

Organised by Bpifrance in collaboration with INSKIP and other European partners, the European Deeptech Week arrives in Paris from 16 to 20 March 2026, bringing together investors, founders, corporates and policymakers working on Europe’s most advanced technologies.

What to expect from the European Deeptech WeekThe event is expected to attract around 2,500 participants, largely senior decision-makers from across Europe’s innovation ecosystem.

The European Deeptech Week is designed for decision-makers from across Europe’s deeptech ecosystem.

The event will also bring together founders and executives from European deeptech startups and scaleups looking for partnerships, investment or industria…

The round was led by Ananda Impact Ventures, alongside Unconventional Ventures, kopa ventures, Desai Ventures, Hypernova / New Venture Securities and two EQT Partners acting as strategic investors (Matthias Fackler and Francesco Starace).

The company designs, builds, and operates proprietary methane monitoring tools.

Some of its offerings include drone-based methane monitoring for targeted leak detection for site-level precision, aircraft-mounted methane monitoring system for wide-area methane mapping at scale, Optical Gas Imaging (OGI) for real-time thermal visual leak detection, Flame Ionisation Detector (FID) for high-sensitivity methane verification, and Continuous Methane Monitoring Sy…

Paris-based VC firm Elaia has announced the closing of its third DeepTech Seed fund (DTS3) at €134 million, which is double the size of its previous DeepTech Seed funds.

Founded in 2002, Elaia is a European full-stack tech and DeepTech investor.

DTS3’s initial deployment spans DeepTech innovation across France, Germany, Spain, the UK, Switzerland, and other European markets.

After nearly two decades backing deep tech founders, we’re seeing an acceleration of innovation that rivals any ecosystem in the world.

Earlier this year, in February, Elaia announced the first close of its fifth Digital Venture Fund (DV5) at €120 million, with ambitions to scale to €300 million.

The EU–US transatlantic relationship has entered a new phase of volatility after the US Supreme Court struck down President Trump’s global tariff deals.

In response to the court’s ruling, Donald Trump initially threatened to raise global tariffs to 15%, but instead imposed a temporary 10% rate set to expire on 24 July unless Congress renews it.

Implications for European startupsAmid this geoeconomic upheaval, and with President Trump previously threatening to impose additional tariffs on several European countries in his bid to take Greenland, how has the new EU–US trade deal and the ongoing uncertainty impacted transatlantic trade and, specifically, European startups?

Against this backdrop…

Today, Porto-based Sybilion announced a €3.6 million ($4.2 million) Seed round to build what it calls a decision layer, designed to give industrial companies the ability to act earlier and protect margins in volatile markets.

“Industrial companies do not lack data,” says Dr Bjol R. Frenkenberger, CEO and co-founder of Sybilion.

More recently, Berlin startup Andercore secured €33.5 million in equity and debt financing to expand its AI-enabled industrial trade platform across Europe.

Together, these financings represent roughly €84 million invested across adjacent segments of industrial decision intelligence and supply-chain software over the past year.

Sybilion delivers clear, measurable val…

This week, we tracked more than 85 tech funding deals worth over €4 billion and over 5 exits, M&A transactions, rumours, and related news stories across Europe.Alongside the week’s top funding rou...

US expense management startup Ramp today signified its European ambitions, acquiring a London and Stockholm-based payment outfit, as it takes on US rival Brex which is also making a play in Europe.Ram...

Europe’s startup community is urging the European Commission to ensure that its upcoming proposal for a new pan-European company framework delivers on its promise of a true “28th regime”.Today, EU–INC...

In another life, when I ran an NGO, one of my more arduous tasks was applying for tenders. While tenders can create huge financial opportunitiesffor startups, SMEs and NGOs, they are complex and incre...

Dutch chipmaker Axelera AI is hoping to benefit from European businesses wanting to run AI systems locally, amid data security concerns, a push towards European sovereignty, and geopolitical tensions....

UK market data and intelligence provider Energy Aspects has agreed to acquire Paris energy analytics and satellite data company Kayrros. The acquisition supports Energy Aspects’ growth strategy and wi...

Berlin-basedTower has raised €5.5 million across pre-seed and seed funding rounds todevelop its approach to data engineering in the AI era. DIG Ventures led thepre-seed round, while Speedinvest led th...

Ukraine is opening partner access to train AI models using real battlefield data — the first initiative of its kind in the world. According to Mykhailo Fedorov, the Minister of Defence of Ukraine, th...

Kyiv-based company Black Forest Systems has received $400,000 in investment from Front Ventures and Hede Capital Partners AB. Founded in 2024, Black Forest Systems develops vertically integrated unm...

PerpTools, an on-chain perpetual futurestrading platform, has been introduced by the creators of DEXTools, an analyticssuite for decentralised exchanges. The platform was developed following a $3milli...

Kyiv B2C edtech platform Kodree has secured $10 million in user acquisition financing (UA) from financial services firm PvX Partners. Kodree is the first product from Rist Labs, a co-founding studio l...

Qdrant,an open-source vector search engine, has closed a $50 million Series B fundinground led by AVP, with participation from Bosch Ventures, Unusual Ventures,Spark Capital, and 42CAP.Vectorsearch in...

Estonian-founded SkySelect, an AI-powered procurement platform transforming how airlines and maintenance providers source aircraft parts, has secured $9 million in funding. Airlines face mounting pre...

Switzerland’s tech ecosystem in 2025 showed strongresilience and continued specialisation in deep technology, life sciences,climate innovation, and industrial AI. Startups across the country attracted...

Delfos Energy, an AI company building “virtual engineer” technology for the energy industry, today announced that it now supports more than 1,000 energy sites across Europe, alongside the close of a €...

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.

All Thibault Launay and his wife Simi wanted nearly five years ago was to build a dream home in Portugal, where they both now live. But what they encountered instead was a broken system. “Fourteen months of delays, 20% budget overruns, and endless stress managing over 10 subcontractors,” Thibault recalled. They bought the land in […]