Comments

Years of countless pours led me to the question “Is this really a pint?

They say so, but really?” The findings gave rise to the Pint Patrol, a grassroots movement that could change how Americans are served their beer, wine, and cider—toward righteous honesty.

This article documents the initial discovery and the inception of the movement.

threadprocsThis repository contains experimental code for thread-like processes, or multiple programs running in a shared address space.

demo.mp4Elevator pitchThe server utility "hosts" a virtual address space, and by using launcher to start programs, those launched programs coexist in the hosted address space.

Applications can share pointers in the virtual address space through some out-of-band mechanism (Demo uses copy/paste, dummy_server/client uses sockets, libtproc provides server-global scratch space), and then directly dereference those pointers, as they're valid in the shared address space.

(and ) cannot be used reliably, because they are "address space global" to the kernel, and pr…

Comments

A rust library can be compiled into a dynamic library and then dynamically linked to without knowing it was a rust crate.

Without it overlapping trait implementations wouldn’t be very useful:impl Clone for MyType { fn clone ( & self) -> Self { loop {} } } impl Clone for MyType { fn clone ( & self) -> Self { MyType(self.

I don’t think Rust made a mistake by having coherence but I do think we need to seriously consider how we can move towards an incoherent Rust without sacrificing the benefits coherence has given us.

( "inherent" ); } } trait Trait { fn assoc ( & self); } impl Trait for Foo { fn assoc ( & self) { dbg!

Go BackMaybe Bounds on ADTs#In the post On always-applicable trait impls - …

4.7M DSPy monthly downloads 222M LangChain monthly downloadsFor a framework that promises to solve the biggest challenges in AI engineering, this gap is suspicious.

Still, companies using Dspy consistently report the same benefits.

But I keep watching the same thing happen: people end up implementing a worse version of Dspy.

Let’s walk through how virtually every team ends up implementing their own “Dspy at home”.

And generally: your data will shift over time as you get new users and those users start using your platform more completely.

Comments

Comments

A cyberattack on a U.S. vehicle breathalyzer company has left drivers across the United States stranded and unable to start their vehicles.

The company, Intoxalock, says on its website that it is “currently experiencing downtime” after a cyberattack on March 14.

Intoxalock spokesperson Rachael Larson confirmed to TechCrunch that the company had been hit by a cyberattack.

Drivers posting on Reddit say that cars are unable to start if they miss a calibration, effectively locking drivers out of their vehicles.

According to local news reports across Maine, drivers are experiencing lockouts and some have been unable to start their vehicles.

Comments

fyn is an independent Python package manager built on uv's foundation, with telemetry removed, new features added, and long-standing bugs fixed.

$ fyn lock Resolved 2 packages in 0.33ms $ fyn sync Resolved 2 packages in 0.70ms Checked 1 package in 0.02msTask runnerDefine tasks in your pyproject.toml and run them with fyn run :[ tool .

, description = " Format code " } check = { chain = [ " lint " , " test " ], description = " Lint then test " }$ fyn run test # runs pytest -xvs $ fyn run test -- -k mytest # extra args are passed through $ fyn run --list-tasks Available tasks: check Lint then test format Format code lint ruff check .

Run a tool in an ephemeral environment using fynx (an alias…

Please contact our support team for more information and provide the details below.

Reference number: 9e0d4653499a5d619e0d4653499a5d61 IP Address: 23.88.109.523.88.109.5::CLOUDFLARE_ERROR_1000S_BOX::

Comments

Forget five nines – the way things are going, one nine is looking like an ambitious goal.

The Microsoft tentacle admitted it was having problems with "some GitHub services" at 1554 UTC before it confessed to notification delays of "around 50 minutes".

From 1629 UTC on February 9 to 0957 UTC on February 10, GitHub reported problems in Copilot policy propagation for some users.

GitHub changed its status page a while ago, making it harder to visualize the availability of its services.

The travails of GitHub customers highlight the need to plan for downtime as well as uptime.

Embedded the knowledge base into MongoDB Atlas — Each document gets converted into a 1024-dimensional vector using Voyage AI ( voyage-3-large ).

Picked the right voice — Vapi integrates with ElevenLabs and gives you access to a huge library of AI voices.

Getting this right mattered more than I expected; a great AI response delivered in the wrong voice still feels off.

Tested the escalation flow — When a caller asks something that isn’t in the knowledge base, the AI doesn’t guess.

Ground it in a real knowledge base, constrain it to only answer from that base, and design the fallback flow before anything else.

This “pay what you want” provider offers a shell account, web hosting, email hosting, and more at fair prices.

WebNow that I’m already using Uberspace for my email and calendar, I was able to host this website there as well.

I had previously used Nginx, but Uberspace hosts on Apache, where the SSI implementation is handled slightly differently.

Some of the reasons were the prices, reviews, the location in Germany, and the availability of .is domains.

However, I can now use alternative app stores, which allows me to install and use apps like NewPipe.

The official app is quite full of features, but some basics were missing for me: folder navigation, offline mode.

I wanted something simpler, fast and offline to dig through my records, organized the way I already organize them on my shelves.

What it doesIt syncs your entire collection to your phone and lets you browse it offline.

The techIt’s a React Native app built with Expo and TypeScript.

It starts by fetching your folder structure, then does a paginated download of every release in your collection – artist, title, year, format, thumbnail.

FeaturesTyped dataframesWe got there eventually and I think we got there in a way that still looks nice.

There is now a DataFrame.Typed API that tracks the entire schema of the dataframe - column names, misapplied operations etc are now compile time failures and you can easily move between exploratory and pipeline work.

$(DT.deriveSchemaFromCsvFile "Housing" "./data/housing.csv") main :: IO () main = do df <- D.readCsv "./data/housing.csv" let df' = either (error .

show) id (DT.freezeWithError @Housing df) let df'' = df' & DT.derive @"rooms_per_household" (DT.col @"total_rooms" / DT.col @"households") & DT.impute @"total_bedrooms" 0 & DT.derive @"bedrooms_per_household" (DT.col @"total_bedr…

— Barnaby WaltersSee POSSE to Twitter for details on how to POSSE both notes and articles (blog posts) to Twitter.

Partial POSSE sitesSites which only POSSE some of their content, and still post directly to the same silo they POSSE to.

For details, see silo-specific POSSE sections:Facebook: POSSE to Facebook (to-do: needs details re: edit text ok, but no photo editing, photo posts need delete/repost to simulate POSSE update)Flickr: (UI supports manually updating the image of a photo post, but is that available in the API?

and if so, file a Bridgy Publish feature request GitHub issue to support POSSE Update to Flickr (including the image of a photo post)Twitter: POSSE to Twitter (to-do: copy…

The King Wen PermutationA hidden mathematical structure in a 3,000-year-old Chinese text52 cycle | 10 cycle | 2 cycleThe 64 hexagrams of the I Ching have two canonical orderings: the binary natural order (0–63) and the King Wen sequence (~1000 BCE).

Treating the map between them as a permutation in S₆₄, its cycle decomposition yields [52, 10, 2] with zero fixed points.

81% of hexagrams are locked in a single cycle.

This structure has not been previously reported in the literature.

CBS News, the BBC US partner, reported the plane was arriving from Montreal and had landed.

It had slowed to about 24mph when it collided with a vehicle from the Port Authority of New York and New Jersey, which runs the airport.

Works with any AI coding agent: OpenCode, Claude Code, Codex, Cursor, Windsurf, etc.

Quick startgit clone https://github.com/oguzbilgic/agent-kernel.git my-agent cd my-agentStart your agent:opencode # or claude, codex, cursor, etc.

The agent updates these when reality changes.

The agent updates these when reality changes.

You can have a homelab agent, an investing agent, a health agent — all running the same OS.

“Unwinding” is also predicated on having a structured call stack, a concept which also had to be invented and popularized.

How do we organize our code to handle error conditions, in the presence of multiple concurrent tasks?

Unhandled errors 🔗︎Perhaps the simplest case for error-handling is when an error arises, and no code explicitly handles it.

In concurrent program with multiple tasks, it’s less obvious what should happen.

Structured concurrency has many advantages, and I and many others have found that writing programs in this style makes it much easier to write correct and safe concurrent code (although other challenges certainly remain!).

Elegant & MinimalClean, expressive syntax that gets out of your way.

No semicolons, no braces, no noise.

Just clear code that says exactly what it means.

Learn the basics in minutes, master the rest naturally.

Yare AI ArenaLLMs playing against each other in a 1v1 game (round-robin tournament)The game is simple.

(a[ 0 ] - b[ 0 ], a[ 1 ] - b[ 1 ]); } function (cat) { let best = null ; let best_dist = Infinity ; for ( let id of cat.

enemies ) { let d = (cat.

position ); if (d < best_dist) { best_dist = d; best = cats[id]; } } return best; } for ( let cat of my_cats) { let enemy = (cat) cat.

position ) cat.

lone_lisp_machine_push_step ( lone , machine , LONE_LISP_MACHINE_STEP_GENERATOR_RETURN ) ; machine -> expression = lone_lisp_list_create ( lone , generator -> function , machine -> list ) ; machine -> step = LONE_LISP_MACHINE_STEP_EXPRESSION_EVALUATION ;This is a good opportunity to set up some metadata.

if ( lone_lisp_list_has_rest ( lone , machine -> list ) ) { goto too_many_arguments ; } machine -> value = lone_lisp_list_first ( lone , machine -> list ) ; machine -> step = LONE_LISP_MACHINE_STEP_AFTER_APPLICATION ;Generator returns are handled as a separate machine step.

LONE_LISP_PRIMITIVE ( lone_yield ) { switch ( step ) { case 0 : arguments = lone_lisp_machine_pop_value ( lone , machi…

Dr. Brian Robert Callahan academic, developer, with an eye towards a brighter techno-social life[next]2026-03-22Semi-retirement, or, really, changing my relationship with the BSDsJanuary 7, 2013, at around 4:30 PM New York time.

The instruction rewriting wraps the target instruction with xchgq instructions and flips the source and destination registers in the target instruction.

This means we were excited as the binary size increase Todd found should be even less.

After installing FreeBSD on our machine, we used ROPgadget to collect the number of unique gadgets in the FreeBSD kernel and libc.

We then removed the alternative register selection mitigation from LLVM and replaced it with the co…

Comments

A rust library can be compiled into a dynamic library and then dynamically linked to without knowing it was a rust crate.

Without it overlapping trait implementations wouldn’t be very useful:impl Clone for MyType { fn clone ( & self) -> Self { loop {} } } impl Clone for MyType { fn clone ( & self) -> Self { MyType(self.

I don’t think Rust made a mistake by having coherence but I do think we need to seriously consider how we can move towards an incoherent Rust without sacrificing the benefits coherence has given us.

( "inherent" ); } } trait Trait { fn assoc ( & self); } impl Trait for Foo { fn assoc ( & self) { dbg!

Go BackMaybe Bounds on ADTs#In the post On always-applicable trait impls - …

Comments

Consoles’ interfaces gave them a soul, but with it stripped they feel like little more than appliances.

It is a perfect marriage: the interface design matching the physical design, and the physical design matching the interface design.

The Kinect dashboard still had character and a clear identity, but it was representative of a flatter, more basic direction that would come to plague game consoles in the years to come.

Death of CharacterSomewhere following the seventh generation of consoles (Xbox 360, PS3, Wii, DS, PSP ) is where things faltered.

The diverse world of game console interfaces that gave consoles their identity and made them unique has fallen away, leaving only bland nothingness…

My data structures were pragmatic: flat vectors, statically sized arrays, sometimes simple maps, and for hard problems "SQLite".

Act like human private teacher that are fully commited in teaching me new concepts that I am not aware of.

Act like human private teacher that are fully commited in teaching me new concepts that I am not aware of.

My initial solutions were not fully optimal, but I assumed that they were good enough (like storing the BFS element layer as a struct in the queue, instead of the math trick in which is done by iterating over queue.size() - I understood this pattern a lot, lot, lot of time later).

The first three problems weren't so hard: Merge k Sorted Lists, Merge Inte…

Juli Clover / MacRumors:

Apple announces WWDC 2026 for June 8-12, which will be an online event free for developers, with an in-person event at Apple Park on June 8 — Apple today said that its 37th annual Worldwide Developers Conference is set to begin on Monday, June 8 and end on Friday, June 12.

Mark Gurman / Bloomberg:

Sources: Apple is preparing to introduce ads in its Maps app, allowing retailers and brands to bid for ad slots against search queries — Apple Inc. is preparing to introduce advertising in its Maps app, part of a broader push to generate more money from services.

Reuters:

Norwegian startup Lace, which is building a form of lithography that uses a helium atom beam instead of light to create chip designs, raised a $40M Series A — Lace, a Norway-headquartered chipmaking equipment startup which is backed by Microsoft, has raised $40 million in funding …

Brian Gormley / Wall Street Journal:

Doctronic, which became the first company to use AI to write prescription refills through a pilot launched in Utah, raised $40M led by Abstract and Lightspeed — Doctronic, which just raised $40 million, links patients to human doctors in virtual visits and has a pilot program that refills prescriptions.

Julie Bort / TechCrunch:

Gimlet Labs, which says it is the first “multi-silicon inference cloud” for running AI workloads across diverse types of hardware, raised an $80M Series A — Stanford adjunct professor and successfully exited founder Zain Asgar just raised an $80 million Series A for a startup …

Harry McCracken / Fast Company:

Interviews with Sundar Pichai and other Google executives on being blindsided by ChatGPT's launch, Gemini, Pichai's vision of useful AI everywhere, and more — Under Pichai, the company that invented modern AI is finally winning the race to deploy it—and making ‘AI everywhere’ a business reality.

Ina Fried / Axios:

Source: OpenAI is in talks to buy 5 GW of electricity by 2030 from Sam Altman-backed fusion startup Helion; Altman has stepped down as Helion's board chair — OpenAI is in advanced talks to buy electricity from Sam Altman-backed fusion startup Helion Energy, according to a person familiar with the situation.

Jake Roach / Tom's Hardware:

Intel Core Ultra 7 270K Plus review: unbelievable app performance, big price cut, and improvements over the 265K, but mediocre at gaming and large power demands — Unbelievable productivity performance at an even more unbelievable price - shame gaming still takes a backseat.

Foo Yun Chee / Reuters:

Canal+, ITV, Sky, and other broadcasters urge the EU to designate smart TV operating systems such as Android TV and Amazon Fire OS as gatekeepers under the DMA — Google (GOOGL.O), Amazon (AMZN.O), Apple (AAPL.O) and Samsung's (005930.KS) smart TVs and virtual assistants should fall under …

Natalie Lung / Bloomberg:

London-based luxury ride-hailing app Wheely launches in NYC, aiming to compete with Uber Elite; Wheely reports ~1,250 corporate accounts and ~100K active riders — Luxury ride-hailing app Wheely is making its debut in the US, presenting competition to Uber Technologies Inc. and Lyft Inc. …

Reuters:

Sources: OpenAI is offering PE firms a guaranteed minimum return of 17.5% and early access to new models to secure JVs, an improvement on Anthropic's terms — ChatGPT maker OpenAI is offering private-equity firms a sweeter deal than rival Anthropic as both artificial intelligence companies court buyout firms …

Bloomberg:

Sources: EA is marketing a $15B debt package to fund its $55B Saudi-led take-private deal, including nearly $700M in projected annual cost savings — For Electronic Arts Inc.'s prospective debt investors, Battlefield 6 and Skate aren't just two of the video-game maker's most popular titles.

Olivia Solon / Bloomberg:

Leonid Radvinsky, the reclusive billionaire owner of OnlyFans parent Fenix, died at 43 after a long battle with cancer; he acquired the OnlyFans stake in 2018 — Leonid Radvinsky, the reclusive billionaire owner of adult content platform OnlyFans, has died of cancer, the London-based company confirmed on Monday.

Suzanne Vranica / Wall Street Journal:

OpenAI hires Dave Dugan, a former top ad executive at Meta, to lead ad sales, reporting to COO Brad Lightcap; Dugan stepped down as Meta VP earlier this month — The AI company seeks stronger ties with brands to boost its nascent ad business — OpenAI has hired Dave Dugan …

Nino Paoli / Bloomberg:

AI chip company Kandou AI raised $225M from SoftBank, Synopsys, and others at a $400M valuation after pivoting from consumer hardware to AI infrastructure — Kandou AI, an artificial-intelligence chip company led by a former Goldman Sachs Group Inc. managing director, raised $225 million …

Krystal Hur / Wall Street Journal:

Senators Adam Schiff and John Curtis introduce bipartisan legislation to ban sports betting on CFTC-regulated prediction markets like Kalshi and Polymarket — Sens. Schiff and Curtis seek to prevent CFTC-regulated entities, including Kalshi and Polymarket, from offering wagers on sports

Bloomberg:

Sources: Sony is nearing a binding agreement to sell a 51% stake in its home entertainment business to Chinese rival TCL for ~$1B as soon as this month — Sony Group Corp. is nearing a binding agreement to sell a majority stake in its home entertainment business to Chinese rival TCL Electronics Holdings Ltd …

Financial Times:

Addison Lee CEO Liam Griffin says London cab drivers should be protected via “a minimum price” on Waymo's and Tesla's robotaxis to prevent “predatory pricing” — Cab drivers should be protected by imposing “a minimum price” on robotaxis offered by Waymo and Tesla to prevent …

Yazhou Sun / Bloomberg:

NYC-based Dash0, which offers AI agents to monitor and troubleshoot cloud, app, and infrastructure issues, raised $110M led by Balderton at a $1B valuation — Dash0 has raised $110 million at a $1 billion valuation in a Balderton Capital-led round to expand its monitoring platform …

Martin Sandbu / Financial Times:

The EC's EU Inc. proposal is a missed opportunity, leaving national courts to interpret corporate rules, and it seems like Brussels has pre-emptively aimed low — Leaders who want more innovative European business must insist on a bolder approach — The promised solution to Europe's lack …

Bloomberg:

Korean AI startup Upstage says it is in talks to acquire 10K of AMD's MI355 chips, in a bid to “diversify to other chips” as “we have a lot of Nvidia chips” — Korean AI startup Upstage is in discussions with Advanced Micro Devices Inc. to buy 10,000 of its latest AI accelerators …

Bloomberg:

Singapore-based Grab agrees to buy Delivery Hero's Foodpanda operations in Taiwan for $600M in cash, its first foray outside of its Southeast Asian home market — Grab Holdings Ltd. agreed to buy Delivery Hero SE's Foodpanda operations in Taiwan for $600 million, a deal that marks its first foray outside of its Southeast Asian base.

Zack Abrams / The Block:

Indian media: Indian police arrest two CoinDCX cofounders, after a complainant alleged investment fraud tied to the exchange; CoinDCX calls the claims “false” — Quick Take — CoinDCX co-founders Sumit Gupta and Neeraj Khandelwal were arrested by police in Thane …

Todd Bishop / GeekWire:

A profile of AWS at its 20th anniversary, covering its creation, rise to market dominance, response to the ChatGPT disruption, and the future of its AI bets — In the early days of Amazon Web Services, technical evangelist Jeff Barr was putting in long hours on the road, pitching a novel concept …

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

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

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

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

🦥 Unsloth NewsIntroducing Unsloth …

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

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

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

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

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

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

sensor_msgs import Image from dimos .

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

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

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

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

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

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

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

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

This is a Claude Code platform limitation.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

🛟 Troubl…

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

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

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

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

Additional resourcesExamples — Working agents and patterns— Working age…

Control web interfaces with natural language.

🌐 English | 中文🚀 Demo | 📖 Docs | 📢 HN Discussion | 𝕏 Follow on Xpage-agent-demo-0227.mp4✨ Features🎯 Easy integration No need for browser extension / python / headless browser .

Accessibility — Make any web app accessible through natural language.

— Make any web app accessible through natural language.

Mirrors URL Global https://cdn.jsdelivr.net/npm/[email protected]/dist/iife/page-agent.demo.js China https://registry.npmmirror.com/page-agent/1.5.8/files/dist/iife/page-agent.demo.jsNPM Installationnpm install page-agentimport { PageAgent } from 'page-agent' const agent = new PageAgent ( { model : 'qwen3.5-plus' , baseURL : 'https://dashscope.aliyun…

Memory Performance & AccuracyHindsight is the most accurate agent memory system ever tested according to benchmark performance.

Docker (external PostgreSQL)export OPENAI_API_KEY=sk-xxx export HINDSIGHT_DB_PASSWORD=choose-a-password cd docker/docker-compose docker compose upClientpip install hindsight-client -U # or npm install @vectorize-io/hindsight-clientPythonfrom hindsight_client import Hindsight client = Hindsight ( base_url = "http://localhost:8888" ) # Retain: Store information client .

from hindsight_client import Hindsight client = Hindsight ( base_url = "http://localhost:8888" ) # Simple client .

from hindsight_client import Hindsight client = Hindsight ( base_url = "http://localh…

1 skill, 20 commands, and curated anti-patterns for impeccable frontend design.

Quick start: Visit impeccable.style to download ready-to-use bundles.

Anthropic created frontend-design, a skill that guides Claude toward better UI design.

Without guidance, you get the same predictable mistakes: Inter font, purple gradients, cards nested in cards, gray text on colored backgrounds.

InstallationOption 1: Download from Website (Recommended)Visit impeccable.style, download the ZIP for your tool, and extract to your project.

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

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

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

submitted by /u/AdSpecialist6598 [link] [comments]

submitted by /u/Puzzled-Tap8042 [link] [comments]

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

https://github.com/mdp/regex-blaster

https://news.ycombinator.com/item?id=47418247

Use any AWS region — credentials can be anything.

export AWS_ENDPOINT_URL=http://localhost:4566 export AWS_DEFAULT_REGION=us-east-1 export AWS_ACCESS_KEY_ID=test export AWS_SECRET_ACCESS_KEY=test # Try it aws s3 mb s3://my-bucket aws sqs create-queue --queue-name my-queue aws dynamodb list-tablesSDK IntegrationPoint your existing AWS SDK at http://localhost:4566 — no other changes needed.

// Java (AWS SDK v2) DynamoDbClient client = DynamoDbClient .

region ( Region .

create ( "test" , "test" ))) .

Built for Robust HardwareNOMAD runs on serious hardware so you get serious AI.

While other offline products are stuck on Raspberry Pis, NOMAD supports GPU-accelerated inference on models with real intelligence.

Community builds range from refurbished desktops to GPU-powered rigs scoring 10 to 95 on the NOMAD Benchmark.

Looking for something lightweight for a Raspberry Pi?

Project NOMAD is for when you want the full experience.

It is a bureaucratic question about what happened to the kill chain, and the answer is Palantir.

As military jargon goes, “kill chain” is a remarkably honest term.

The steps in the “kill chain” are subject to constant change, to keep pace with changes in targeting doctrine, but also to incorporate whatever management fads the military’s strategic thinkers had become afflicted by.

Once a target was reified on a PowerPoint slide — the target intelligence package, or TIP — it became a black box.

Someone decided to compress the kill chain.

Wander Console - Discover the Small WebWander is a small, decentralised, self-hosted web console that lets your visitors explore random pages from a community of personal websites.

Further, each Wander console can link to other Wander consoles, forming a lightweight, decentralised network for browsing the small web of personal websites.

Wander consoles: It can send the visitor to another Wander console on a different website, where they can continue wandering the Web using the new Wander console.

A Wander console is just a directory on your web server with two files:index.html - This is the HTML tool that implements the Wander console user interface.

The first time you load a base console, …

GPT-5.4 is a better web developer than its predecessors—generating more visually appealing and ambitious frontends.

GPT-5.4 has learned this wide spectrum of design approaches and understands many different ways a website can be built.

- Full-bleed hero only: On landing pages and promotional surfaces, the hero image should be a dominant edge-to-edge visual plane or background by default.

## Utility Copy For Product UI When the work is a dashboard, app surface, admin tool, or operational workspace, default to utility copy over marketing copy.

- If a sentence could appear in a homepage hero or ad, rewrite it until it sounds like product UI.

Most of us search Google the same way we always have: type a few words, scroll, click something that looks close enough, and hope.

Two people searching identical phrases on the same day can get meaningfully different results without either of them knowing it.

Put two periods between two numbers with no spaces: laptop $500..$800 returns results mentioning prices in that range.

The result is publicly accessible file systems, packed with documents, datasets, and files that don’t appear in regular search results.

The results Google shows you are shaped by that business model in ways that aren’t always visible.

Code repository: ffmpeg-101FFmpeg package content #FFmpeg is composed of a suite of tools and libraries.

ffmpeg : a command line tool to convert multimedia files between formats: a command line tool to convert multimedia files between formats ffplay : a simple mediaplayer based on SDL and the FFmpeg libraries: a simple mediaplayer based on SDL and the FFmpeg libraries ffprobe: a simple multimedia stream analyzerFFmpeg libraries #The libraries can be used to integrate those same features into your own product.

To find the codec corresponding to the content of an AVStream , we can use the following code:AVStream * stream = format_context -> streams [ i ] ; const AVCodec * codec = avcodec_find…

Building an FPGA 3dfx Voodoo with Modern RTL ToolsThis frame of Screamer 2 was rendered not by an original 3dfx card and not by an emulator, but by an FPGA reimplementation of the Voodoo 1 that I wrote in SpinalHDL.

Why Register Writes Cannot All Behave the Same Way That fixed-function style shows up clearly in the register interface.

In other words, register writes on the Voodoo are not just configuration updates.

The third was in blending: I was using the expanded destination color for blend-factor math, but real Voodoo behavior effectively wants the dither-subtracted destination color instead.

Together, on exactly the right class of blended textured primitives, they produced visibly wron…

For many things, that’s fine.

But there are things where speed is actively harmful, where the friction exists for a reason.

There’s a feeling that all the things that create friction in your life should be automated away.

When in fact many times the friction, or that things just take time, is precisely the point.

The things I value most — the projects, the relationships, the communities — are all things that took years to become what they are.

I’m releasing Manyana, a project which I believe presents a coherent vision for the future of version control — and a compelling case for building it.

It’s based on the fundamentally sound approach of using CRDTs for version control, which is long overdue but hasn’t happened yet because of subtle UX issues.

Manyana gives you this:<<<<<<< begin deleted left def calculate(x): a = x * 2 ======= begin added right logger.debug(f"a={a}") ======= begin deleted left b = a + 1 return b >>>>>>> end conflictEach section tells you what happened and who did it.

That one property turns out to have profound implications for every aspect of version control design.

What this is and isn’tManyana is a demo, n…

I really dislike Apple’s choice to clutter macOS Tahoe’s menus with icons.

It makes menus hard to scan, and a bunch of the icons Apple has chosen make no sense and are inconsistent between system applications.

Your apps will respect this change after relaunching.

I ran this a few minutes ago and already appreciate the change.

I really think Apple should roll this change back in macOS 27, or offer a proper setting to disable these icons for those of us who find them distracting.

The human.json Protocolhuman.json is a lightweight protocol for humans to assert authorship of their site content and vouch for the humanity of others.

VerificationA verifier crawls the graph starting from one or more trusted seeds:import json import urllib.request from collections import deque import mf2py from yarl import URL def normalize_url ( url : URL ) -> URL | None : """Normalize a URL: lowercase host, strip default ports and trailing slash."""

parts ) def discover_human_json ( url : URL ) -> URL | None : """Fetch a URL and look for in the HTML."""

get ( "human-json" , []) return URL ( hrefs [ 0 ]) if hrefs else None def fetch_human_json ( url : URL ) -> dict | None : """Fetch and …

Three weeks into the Iran war, reality has passed through the looking glass, out the other side, and is now selling tickets to the gift shop.

This week, the US Treasury lifted all oil sanctions on Iran.

In the same OFAC filing, Russian oil sanctions were lifted as well.

He then announced that the United States doesn’t actually need the Strait of Hormuz.

Who he doesn’t need.

The Three Pillars of JavaScript BloatOver the last couple of years, we’ve seen significant growth of the e18e community and a rise in performance focused contributions because of it.

The problem is that the vast majority of us don’t need any of this.

We don’t need to support pre-ES5 environments, we don’t pass values across frames, and we uninstall packages which break the environment.

We don’t need to do env['PATH'] || env['Path'] ourselves, we can just pull a package for that.

For something as simple as an upwards file-system traversal, maybe we don’t need 6 packages.

Server ErrorOops!

Looks like the server had a hiccup.

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

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

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.

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: How to delete or hide yourself from the internet - 11 effective ways (and most are free)But that type of information is much harder to control.

Back in December, I was checking out data removal services that my colleague, internet and privacy reporter Charlie Osborne, recommends, and came across the company.

I had been considering a service for a while when I noticed Optery was running a 20% off sale.

Optery is a data removal service that helps you remove and maintain the removal of your information from the internet.

Internet safety is so important, and with data leaks and exposures happening all of the time, I highly recommend everyone try a data removal service like Optery.

Logitech MX Master 4 4.5 / 5 Very good ZDNET's key takeaways The Logitech MX Master 4 mouse is available now for $119.

It improves on Logitech's flagship pro mouse lineup with haptic feedback, a premium build, and lots of customization.

If you haven't used an MX Master before, the first thing you'll notice is the large button located where your thumb rests.

Although you could simply buy the MX Master 4 for its ergonomics, I highly recommend utilizing the customizations here to enhance the experience, especially given their user-friendliness.

The haptic feedback, for example, can be customized to respond to double-clicks, scrolling, or right-clicks, while smart actions let you quickly automa…

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.

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.

Mozilla is launching a free virtual private network (VPN) service for users of it Firefox browser.

In a blog post published last week detailing upcoming updates with the rollout of Firefox 149, Mozilla said the VPN will be free and available to all Firefox users.

Can you trust the new Firefox VPN?

There's only a handful of trustworthy free VPN services out there, of which our top choices are Proton VPN and Windscribe.

Also: Firefox users didn't want AI, so Mozilla is giving them a way to kill itIf you want a free VPN that can do more than just protect your browser session, consider Proton VPN, Windscribe, or one of the other free VPN services we recommend.

Consider my 4-step Android refresh routine before switching to a new phoneFollow ZDNET: Add us as a preferred source on Google.

If your Android phone has started feeling slow, you should primarily focus on clearing its storage.

If you're unsure about where to start, here are a few steps you can take to make your old Android phone run faster.

This helps create a backup of your memories and clear space on your old Android phone.

Check for updatesKerry Wan/ZDNETMake sure your Android phone is up to date on the OS front.

ZDNET's key takeawaysThe Flipper Zero is a versatile, beginner-friendly hacking tool.

Without doubt, my favorite gadget from the past few years has been the Flipper Zero -- a pocket-sized Swiss Army knife that grants its owner access to a digital world otherwise off-limits.

The built-in support for RFID, NFC, and sub-GHz made the Flipper Zero a convenient choice (but it did lack built-in Wi-Fi support).

Comparison: Flipper Zero vs. Flipper OneAs much as it feels like the Flipper One would be an upgraded Flipper Zero, it feels more like a completely different device with a totally different audience.

Would I still keep my Flipper Zero?

Finally, I've found a no-compromise universal travel charger that delivers a massive 205W of power through its array of ports -- the Momox 205W 9-in-1 universal travel adapter.

So, let's clear up some confusion about what makes universal travel chargers universal.

Adrian Kingsley-Hughes/ZDNETIn addition to AC sockets and plugs, this universal travel adapter also features USB ports.

ZDNET's buying adviceI took the Momox 205W 9-in-1 universal travel adapter with me on a quick trip to Spain after some extensive testing in my home country, and it performed flawlessly.

You can currently pick up this 205W travel adapter for $129 (Amazon is running limited time 19% off deal, slashing the usual $16…

Also: The best AI image generators of 2026: There's only one clear winner nowIn each case, the photographer was expensive, and the experience was difficult.

In this article, I'll show you how to use Google's Nano Banana 2 to create professional headshots for free (or at least as part of the $20 Google AI Pro plan).

So, I told Nano Banana, "Convert the tie to a red regimental stripe tie.

That approach turned out to be a good idea, because Nano Banana returned this image:Screenshot by David Gewirtz/ZDNETThat's great!

And here's what Nano Banana returned:Screenshot by David Gewirtz/ZDNETI really like how Nano Banana added the classic crossed-arms pose.

OnlyFans owner Leonid Radvinsky has passed away at the age of 43 after a battle with cancer.

Littlebird is building an AI that reads your screen in real time to capture context, answer questions, and automate tasks, without relying on screenshots.

Gimlet Labs just raised an $80 million Series A for tech that lets AI run across NVIDIA, AMD, Intel, ARM, Cerebras and d-Matrix chips, simultaneously.

Grab will acquire Delivery Hero’s Foodpanda business in Taiwan for $600 million, expanding beyond Southeast Asia and setting up a closer challenge to Uber Eats in a tightly contested market.

In a letter to Defense Secretary Pete Hegseth, Senator Elizabeth Warren (D-MA) equated the DoD's decision to label Anthropic a "supply chain risk" as retaliation, arguing that the Pentagon could simply have terminated its contract with the AI lab.

Hackers working for Iran’s government are using Telegram in hacking operations that use malware to target dissidents, opposition groups, and journalists who oppose its regime, according to the FBI.

Helion is reportedly negotiating a deal that would see it sell 12.5% of its power output to OpenAI.

Will there be an AI-optimized programming language at the expense of human readability? There's now been experiments with minimizing tokens for "LLM efficiency, without any concern for how it would serve human developers." This new article asks if AI will force source code to evolve — or make it extinct, noting that Stephen Cass, the special projects editor at IEEE Spectrum, has even been asking the ultimate question about our future. "Could we get our AIs to go straight from prompt to an intermediate language that could be fed into the interpreter or compiler of our choice? Do we need high-level languages at all in that future?" Cass acknowledged the obvious downsides. ("True, this would t…

An anonymous reader shared this report from Tom's Hardware: GrapheneOS, the privacy-focused Android fork, said in a post on X on Friday that it will not comply with emerging laws requiring operating systems to collect user age data at setup. "GrapheneOS will remain usable by anyone around the world without requiring personal information, identification or an account," the project stated. "If GrapheneOS devices can't be sold in a region due to their regulations, so be it." The statement came after Brazil's Digital ECA (Law 15.211) took effect on March 17, imposing fines of up to R$50 million (roughly $9.5 million) per violation on operating system providers that fail to implement age verific…

Yes, Microsoft announced it's fixing common Windows 11 complaints. But what about getting rid of that requirement to have a Microsoft account before installing Windows 11? While Microsoft didn't mention that at all, the senior editor at the blog Windows Central reports there's "a number of people" internally pushing at Microsoft to relax that requirement: Microsoft Vice President and overall developer legend Scott Hanselman has posted on X in response to someone asking him about possibly relaxing the Microsoft account requirements, saying "Ya I hate that. Working on it...." [Hanselman made that remark Friday, to his 328,200 followers.] The blog notes "It would be very easy for Microsoft to …

Walmart is "rolling out digital price tags to replace the old paper ones," reports CNBC, planning to implement them in all U.S. stores by the end of the year: Amanda Bailey, a team leader in electronics who works at a Walmart in West Chester, Ohio, estimates that the digital shelf labels — known as DSLs — have cut the time she used to spend on pricing duties by 75%, time that has freed her up to help customers. She also said the DSLs are a game-changer because Walmart's Spark delivery drivers looking for an item will see a flashing DSL so they can more easily find the product... Sean Turner, chief technology officer of Swiftly, a retail technology and media platform serving the grocery indu…

A man crossing the street one San Francisco night spotted a self-driving car — and decided to confront its passenger, 37-year-old tech worker Doug Fulop. The New York Times reports the man yelled that "he wanted to kill Fulop and the other two passengers for giving money to a robot."

A taxi driver would have simply driven away. But Fulop's vehicle had no driver — it was a self-driving Waymo... Self-driving cars are designed to stop moving if a person is nearby. People can take advantage of that function to harass and threaten their passengers.... It was unsettling to be trapped inside a Waymo during an attack, Fulop said. "If he had kept hammering on one window instead of alternating, I'm s…

"Billionaire Elon Musk has announced plans to build a $20 billion chip plant in Austin, Texas" reports a local news station: Musk announced on Saturday night during a livestream on his social media platform X that the plant, called "Terafab," will be built near Tesla's campus and gigafactory in eastern Travis County. The long-anticipated project is a joint venture between Musk-owned properties Tesla, SpaceX and xAI... The Terafab plant is expected to begin production in 2027. Musk "has said the semiconductor industry is moving too slow to keep up with the supply of chips he expects to need," writes Bloomberg — quoting Musk as saying "We either build the Terafab or we don't have the chips, a…

A new bill proposed in California "goes after big tech companies" writes Semafor. Supported by Y Combinator, Cory Doctorow , and the nonprofit advocacy group Fight for the Future, it's called the "BASED" act — an acronym which stands for "Blocking Anticompetitive Self-preferencing by Entrenched Dominant platforms." As announced by San Francisco state representative Scott Wiener, the bill "will restore competition to the digital marketplace by prohibiting any digital platform with a market capitalization greater than $1 trillion and serving 100 million or more monthly users in the U.S., from favoring their own products and services on the platforms they operate." More from Scott Wiener;s ann…

An anonymous reader shared this report from the tech-news blog Neowin: Apple appears to have temporarily prevented apps, including Replit and Vibecode, from pushing new updates. Apple seems bothered by how apps like Replit present vibe-coded apps in a web view within the original app. This process virtually allows the app to become something else. And the new app isn't distributed via the App Store, but it still runs on the user's device... [S]uch apps would also bypass the App Store Review process that ensures that apps are safe to use and meet Apple's design and performance standards... According to the publication (via MacRumors), Apple was close to approving pending updates for such app…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

In coverage.py, I have a class for computing the fingerprint of a data

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

Что за вайб-кодинг такой

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

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

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

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

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

В сайд-бай-сайде вышла следующая версия

Изменения: Человекочитаемые URL для голосований

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

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

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

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

На странице голосования теперь тоже показывается количество проголосовавших.

На странице голосований можно прокручивать картинки перетаскиванием мыши

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Remix viral videos into content for your business Discussion | Link

Send work beautifully, pinned feedback, see what they viewed Discussion | Link

The official WeChat pipeline for OpenClaw Discussion | Link

See exactly how much you spend on Claude, across every tool Discussion | Link

OpenClaw harness and fleet manager for Mac Discussion | Link

One API to scrape, enrich, and understand the web. Discussion | Link

Extract structured data from text, files and archives. Discussion | Link

The agentic IDE which teaches while you build. Discussion | Link

Tasks, context, and files organized in one workspace Discussion | Link

Personalized exam prep, now in your pocket Discussion | Link

Unified agent workspace with seamless cloud handoff power Discussion | Link

Building the world’s fastest IPMI single board computer Discussion | Link

effortless media optimizer for the web Discussion | Link

Real-time AI captions & translation for any iOS app Discussion | Link

Your repository becomes your agent Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

Interloom, a Munich-based enterprise operations platform that captures expert knowledge and transforms it into permanent memory for AI agents, today announced a €14.2 million ($16.5 million) Seed round.

Together, these rounds amount to approximately €74 million, reflecting steady capital inflows into enterprise AI infrastructure and applications.

“Our experience with enterprise AI agents platforms like Cognigy showed us how important context is.

Founded in 2024, Interloom helps enterprises capture the operational knowledge of their experts and turn it into a memory layer for AI agents.

Once an expert resolves a case, Interloom ensures that future employees and AI agents have access to that …

A new initiative aiming to reshape access to venture capital for underrepresented entrepreneurs was unveiled on Friday at the Start Summit, as the Global Inclusive Founders Fund (GIFF) officially launched alongside its associated foundation.

Meanwhile, the fund itself will invest in high-growth, venture-scale companies, deliberately avoiding traditional ‘impact-only’ positioning in favour of a returns-driven thesis centred on overlooked talent.

Against this backdrop, we spoke with Hermann Arnold about the thinking behind GIFF, its structure, and its long-term ambition.

The fund focuses on founders who have navigated systemic barriers such as disability or neurodivergence.

From an investor’s…

Founded in 2015, Huel has grown from a direct-to-consumer brand selling powdered meals online into a global omnichannel business.

The company has also invested in its own manufacturing capabilities, reflecting its evolution into a fully integrated nutrition brand.

Huel’s CEO, James McMaster, highlighted the shared mission between Huel and Danone: “We share a common mission with Danone.

For Danone, the deal strengthens its position in the fast-growing plant-based and protein segments, complementing a portfolio that includes brands such as Activia and Evian.

Despite the acquisition, Huel will continue to operate under its existing brand, with Wright remaining CEO.

We are excited to announce that Conor Moynagh, Head of VC at HubSpot for Startups, will join the EU-Startups Summit 2026 on May 7-8 in sunny Malta.

In his current role at HubSpot for Startups, he leads the company’s VC programme, focusing on go-to-market strategy, ecosystem development, and partnership initiatives designed to support ambitious founders as they scale.

He also sits on HubSpot’s EMEA Product Council, establishing streamlined, efficient, and innovative systems & operations that support organisational effectiveness for HubSpot.

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

The IONOS Cloud Start-up Program provides young companies w…

360 Capital, the Paris-based firm with €700 million in AUM, announces the closing of €85 million for Poli360 2, its new technology transfer fund with a target size of €100 million which invests in early-stage DeepTech startups.

EU-Startups’ 2025–2026 coverage indicates that 360 Capital’s €85 million first close for Poli360 2 sits within a broader wave of specialised VC fund formation across DeepTech, ClimateTech and industrial innovation.

Recent examples include Elaia in Paris, which raised €134 million for early-stage DeepTech startups, and Constructor Capital, which closed a €92.8 million debut fund targeting research-driven software.

EU-Startups has also previously covered 360 Capital, i…

Mahir Sahin, a senior Google executive (2009-2025) and ex-lead advisor at Alphabet’s Moonshot X Factory, has launched a €50 million fund at his London-based venture firm Cloudberry Ventures.

The fund, targeting Seed to Series A stages with tickets of €1-€2 million, focuses on industrial infrastructure, compute infrastructure, and financial infrastructure.

Sahin cautions that the current AI trajectory is not sustainable: “The physical chip was the deep tech big bang for the software era.

If we don’t invest in the deep tech that powers AI — the physical substrate — the whole AI project hits a wall.”Cloudberry Ventures is a venture capital firm focused on DeepTech investments.

Europe produces …

This article is visible for CLUB members only.

If you are already a member but don’t see the content of this article, please login here.

If you’re not a CLUB member yet, but you’d like to read members-only content like this one, have unrestricted access to the site and benefit from many additional perks, you can sign up here.

We are pleased to announce that Ridwan Olalere, Co-founder and CEO of LemFi, a fintech company building a financial services platform that enables immigrants to send, spend, and manage money seamlessly across borders, will join the speaker line-up at the EU-Startups Summit 2026 on May 7-8 in sunny Malta.

Headquartered in London, and with a strong presence in Nigeria, the fast-growing company has raised over $86.9 million to date, including a $53 million Series B round in January 2025, highlighting its strong growth and market traction.

Today, LemFi operates across multiple regions, offering international transfers, multi-currency accounts, and financial tools designed for people living betw…

For founders, this could mean registering a company within 48 hours, entirely online, for less than €100 and with no minimum capital requirement.

At the heart of this proposal is a simple principle: ‘once only’”The scale of the problem EU Inc. seeks to address is well documented.

These inefficiencies are not only operational inconveniences – they impact growth trajectories, fundraising timelines, and ultimately, Europe’s ability to retain its most ambitious founders.

Founders: removing early-stage frictionFrom the perspective of founders, the promise of EU Inc. lies in its potential to remove friction at the earliest stages of company building.

Together, these efforts signal a broader attem…

Flexzo AI, a UK-based startup providing an agentic AI workforce system for healthcare providers, today announced the completion of a €10.3 million ($12 million) Series A funding round to support ongoing adoption across NHS Trusts and accelerate growth in the United States.

Uthish Ranjan, Partner at Octopus Ventures, and Shiv Patel, Partner at Fuel Ventures, will join Flexzo AI’s board as part of the investment.

With Flexzo AI, we’re delivering the step change in efficiency the system urgently needs,” said Jack Henderson, CEO of Flexzo AI.

Founded in 2023 by Jack Henderson, Flexzo AI aims to tackle the ongoing issue of chronic workforce shortages and rising agency costs in healthcare.

Hospit…

We hire someone that we think is OK, but not fully what we were looking for, because maybe it’ll work out.

Maybe, maybe, maybe.

So every maybe becomes a “yes for now” until it transforms into a multi-headed behemoth that can wipe your startup right off the playing field.

To steal a page from Mark Manson’s book, or rather article, it’s either a fuck yes or a fuck no.

70% fuck yes or fuck noBeing decisive does not have to mean being reckless.

BBLeap, a Netherlands-based AgTech startup specialising in high-precision spraying technology, has closed a €5 million investment round.

The company’s plant precision spraying ensures each plant or fruit receives the exact amount, maximising yields and minimising waste.

BBLeap claims to enable high-resolution precision spraying at 25x25cm accuracy, integration with task maps and farm management systems, and data tracking with as-applied maps.

The company uses a combination of hardware (LeapBox) and software (LeapSpace) to manage plant precision spraying.

BBLeap systems are currently in use by more than 200 users across Europe and Australia, with a launch underway in Canada.

Within this framework, EIC-backed company SunOyster Systems , a pioneering SME in advanced solar technologies based in Germany, partnered with Galp , Portugal’s leading energy company.

After a rigorous selection and dedicated preparation, they participated in the EIC Corporate Day held in Lisbon on 17-18 July 2024.

Among the selected EIC-backed companies, SunOyster Systems’ lightweight photovoltaic modules address Galp’s key challenge in deploying rooftop solar across facilities.

Amelie Krahl, Head of Sales at SunOyster Systems, and Ana Casaca, Director of Innovation at Galp, shared their insights about their successful partnership.

Through the collaboration with SunOyster, Galp is validati…

Warsaw-based investment firm Montis VC has launched a new venture capital fund, securing €50 million at first close to back Europe’s next generation of energy and IndustrialTech startups.

One of the key limited partners is the European Investment Fund (EIF), which committed capital through the REPowerEU programme.

Earlier, PFR Ventures also became part of the investor group, committing €10 million to the new Montis VC fund.

The investment team was recently joined by Michał Baś, who was previously associated with the pan-European venture capital fund Venture Friends.

At Montis VC, we want to help startups unlock that potential globally by supporting projects that have the ambition to transfo…

Interloom, an enterprise operationsplatform that captures expert knowledge and converts it into a persistentmemory layer for AI agents, has closed a $16.5 million seed funding round. Theround was led ...

Job search platform Adzuna has acquired the jobs businesses of Trovit and Mitula, two market-leading search engines operated by the Lifull Connect group.The acquisition marks Adzuna’s third acquisitio...

French defencetech EGIDE has raised an €8 million seed round. The round was co-led by Expeditions, Eurazeo, and Heartcore Capital, with participation from Galion.exe and Kima Ventures. Founded in 20...

Stockholm-basedNewly (formerly Natively), a mobile app development company, has raised over $2 million to date in funding toaccelerate its growth and broaden access to native app development. Theround...

Air Street Capital, founded by Nathan Benaich, has raised $232M for Fund III — making it the largest solo GP venture fund in Europe. The fund invests in AI-first companies in North America and Europe...

360 Capital, a European venture capital firm, has closed €85 million for Poli360 2,its new technology transfer fund targeting a total size of €100 million. Thefund focuses on early-stage deeptech star...

Last week, we tracked more than 55 tech funding deals worth over €504 million, and 3 exits, M&A transactions, rumours, and related news stories across Europe.Haberin devamını okumak için tıklayınız....

AI model giants should pay a content levy for selling their services in Europe with the money funnelled into Europe’s cultural sector, according to the boss of Europe’s leading AI model startup. Art...

Big news this week as the European Commission presented its proposal for EU Inc., a new single set of corporate rules that will serve as the cornerstone and starting point for the EU's 28th regime. As...

Over Paddy's weekend 2026, a friendly Northern Irish "woman" called Rachel rang more than 3,000 pubs across all 32 counties to find out the price of a pint of Guinness. Over 1,000 gave a price. Onl...

Starling Bank is rolling out what it says is the “UK’s first agentic AI financial assistant”, as it looks to leverage the new technology to help improve day-to-day banking. The UK challenger bank, whi...

Montis VC has launched a new venturecapital fund, securing €50 million at first close. The fund is backed by theEuropean Investment Fund through the REPowerEU programme, the PolishDevelopment Fund, an...

Eternal.ag, a startup building autonomous harvesting robots for greenhouses, today announced it has raised €8 million in funding from Simon Capital, Oyster Bay Venture Capital, EquityPitcher Ventures ...

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 […]