A Python framework for modular, self-contained skill management for machines.

Skillware is an open-source framework and registry for modular, actionable Agent capabilities.

Skillware supplies a standard to package capabilities into self-contained units that work across Gemini, Claude, GPT, and Llama.

A Skill in this framework provides everything an Agent needs to master a domain:Logic: Executable Python code.

ArchitectureThis repository is organized into a core framework, a registry of skills, and documentation.

Comments

Coincidentally, after my blog post topped Hacker News — always a pleasure for my inbox — Ryan Dahl (Deno CEO) clapped back on the offical Deno blog:There’s been some criticism lately about Deno - about Deploy, KV, Fresh, and our momentum in general.

I can’t pretend to know why — I was a fanboy myself — but far too few devs care about Deno.

I don’t even think the problem was that Deno Deploy, the main source of revenue, sucked.

The Deno layoffs this week suggest only a miracle would have saved jobs.

Ryan…Where is Deno CEO, Ryan Dahl?

A note-taking app on your lock screen and notification panelThe fastest way to view and edit your notes, to-do lists, and reminders directly on the lock screen and notification panel—no unlocking your screen to search for the app—so you can stay in the flow without straying to other apps.

30-day free trial — no credit card or sign-up required — then a $9.99 to go Pro forever

Iranian strikes on bases used by US caused $800m in damage, new analysis showsMuch of the damage was caused in initial retaliatory strikes by Iran in the week after the US and Israel launched its operation.

High Performance Fastest graph database tested on the LDBC Social Network Benchmark, both embedded and as a server, with a lower memory footprint than other in-memory databases.

LPG & RDF Support Dual data model support for both Labeled Property Graphs and RDF triples.

Embedded or Standalone Embed directly into applications with zero external dependencies, or run as a standalone server with REST API and web UI.

Rust Core Core database engine written in Rust with no required C dependencies.

Multi-Language Bindings Python (PyO3), Node.js/TypeScript (napi-rs), Go (CGO), C (FFI), C# (.NET 8 P/Invoke), Dart (dart:ffi) and WebAssembly (wasm-bindgen).

The publisher of the Dutch newspaper De Telegraaf and the Irish Independent has suspended one of its senior journalists after he admitted using AI to “wrongly put words into people’s mouths”.

Vandermeersch, a fellow of “journalism and society” at the European publishing group, has been suspended from his role.

The experienced journalist said he had summarised reports using AI tools such as ChatGPT, Perplexity and Google’s NotebookLM, and not checked whether the quotes from those summaries were accurate.

That was not just careless – it was wrong,” Vandermeersch wrote in a Substack post headlined “I am admitting my mistake”.

But not by using AI in the way I did in the early months of this blo…

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.

A pig's brain has been frozen with its cellular activity locked in place and minimal damage.

SAMUNELLA/SCIENCE PHOTO LIBRARYAn entire mammalian brain has been successfully preserved using a technique that will now be offered to people who are terminally ill.

Sign up to newsletterWróbel’s team tested the protocol on pigs, which have brain and cardiovascular anatomy that is comparable to people.

The structure of the brain can then be preserved indefinitely.

So far, scientists have managed to map only a small part of the mouse brain in this way, which took seven years to complete.

Cheap, well-made electric cars from brands such as BYD and Leapmotor are finding buyers across Europe.

Soaring oil prices have already prompted fresh interest in electric cars after petrol station prices surged across Europe.

All are buoyed up by cheap Chinese cars.

That would involve pouring R&D money into the most important part of an electric car: the battery.

“Expect to see more Chinese cars on our roads in future.”

In exchange, I did the same for him: I’d send him something to draw and he’d send me the drawing.

This worked remarkably well for both of us — as far as I could tell — and continued for several months.

You cling to your flesh, as it will not decay and fail you…...Goodness gracious.

It turns out the way to win is to not fail.

Like, some time soon, maybe?

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During the Design phase ( /SDLC-design ): draft architecture, data model, API design.

Each skill reads the root CLAUDE.md and the relevant phase instructions before acting.

/SDLC-decompose Identify distinct software components from design artifacts and create per-component directories under 3-code/ .

Gathers context interactively, identifies affected components, checks design artifacts and decisions, implements with tests, and handles design gaps.

Skill Purpose /SDLC-status Project-wide dashboard: artifact counts per phase, task progress, phase-gate readiness, traceability health, and assessment freshness.

Comments

That’s more than 600 miles of range in the time it takes to order a cappuccino and leave a nice tip.

The new BYD chargers can add miles super quickly because they deliver up to 1,500 kilowatts (kW) per charge.

There is, naturally, a catch—plus a few reasons to believe that a super fast charger won’t solve all of the world’s charging issues.

Making its own cars, its own chargers, and its own batteries gives BYD a significant leg-up in charging speeds over most global competitors, as the tech works together.

(The last version used lithium-iron phosphate, or LFP, which trades some energy density for durability and fast-charging capability).

Enable this by running atuin setup , or by adding the following to your config file:search_mode = "daemon-fuzzy" [daemon] enabled = true autostart = trueWith autostart = true , Atuin will manage the daemon lifecycle for you.

Atuin AI0:00 / 0:12 1×With this release, we are introducing atuin ai .

Atuin AI provides an effective english-to-bash helper within your shell.

Data privacyBy default, Atuin AI knows nothing about your machine, other than the operating system and shell.

You can enable hex one-off by running atuin hex , or make it permanent by putting the following in your shell config:eval "$(atuin hex init)"FutureHex doesn't just stop here.

AI Team OS turns Claude Code into a self-driving AI company.

The Problem With Every Other AI ToolEvery AI coding assistant works the same way: you prompt, it responds, it stops.

It checks the task wall, picks the highest-priority item, assigns the right specialist Agent, and drives execution.

Conclusions become implementation plans on the task wall.

Conclusions become implementation plans on the task wall.

A North Carolina man pleaded guilty to orchestrating a years-long music streaming fraud scheme that used artificial intelligence and thousands of bot accounts to siphon more than $8 million in royalties.

Michael Smith, 54, admitted to inflating streaming numbers for hundreds of thousands of AI-generated songs by deploying thousands of fake accounts across major platforms, including Amazon Music, Apple Music, Spotify and YouTube Music, according to court documents.

To avoid detection, the activity was spread across thousands of tracks and routed through virtual private networks to mimic legitimate listeners.

Through the scheme, Smith collected more than $8 million in royalty payments that wo…

The Internet Archive often becomes the only source for seeing those changes.

Just as physical libraries preserve newspapers for future readers, the Archive preserves the web’s historical record.

Even if courts place limits on AI training, the law protecting search and web archiving is already well established.

The Internet Archive has preserved the web’s historical record for nearly thirty years.

If major publishers begin blocking that mission, future researchers may find that huge portions of that historical record have simply vanished.

On Wednesday Iran bombed the Ras Laffan gas plant in Qatar.

The ballistic missile attack, which followed an Israeli attack on Iran’s South Pars gas field, caused "sizeable fires and extensive further damage," QatarEnergy said in a post on X.

The strikes damaged two of Qatar’s 14 liquefied natural gas trains and one gas-to-liquids facility, QatarEnergy said Thursday.

Qatar’s LNG plant had already been offline following a previous drone strike, but the latest damage is expected to significantly prolong the disruption.

Gas markets reacted sharply on Thursday, with European futures jumping as much as 35 percent to more than double pre-conflict levels, underscoring the risk of a prolonged supply…

Your request has been blocked due to a network policy.

If you're running a script or application, please register or sign in with your developer credentials here.

Additionally make sure your User-Agent is not empty and is something unique and descriptive and try again.

if you're supplying an alternate User-Agent string, try changing back to default as that can sometimes result in a block.

If you think that we've incorrectly blocked you or you would like to discuss easier ways to get the data you want, please file a ticket here.

Following recent attacks, including those targeting people's financial data on their phones, we've worked to increase developer accountability to prevent abuse.

Starting next year, Android will require all apps to be registered by verified developers in order to be installed by users on certified Android devices.

Bringing a similar process to Android more broadly will provide a consistent, common sense baseline of developer accountability across the ecosystem.

Android continues to show that with the right design and security principles, open and secure can go hand in hand.

Timeline and how to prepareTo help you get ready, we encourage all developers who distribute apps on certified Android …

Ubuntu 26.04 LTS, codenamed Resolute Raccoon and due on April 23, 2026, changes that.

Canonical cherry-picked that patch into Ubuntu 26.04 development builds.

Ubuntu 26.04 LTS “Resolute Raccoon” ships to the public.

🔧 Restore Silent Password Input sudo visudo Then add the following line to the sudoers file: Defaults !pwfeedback Save and close.

Ubuntu 26.04 LTS Resolute Raccoon is scheduled for final release on April 23, 2026.

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…

$ purl Description A curl-esque CLI for making HTTP requests that require payment.

Designed for humans and agents alike.

Built by Stripe .

View the source code on GitHub payments + curl = purl Install # Homebrew $ brew install stripe/purl/purl # or via shell script $ curl -fsSl https://www.purl.dev/install.sh | bash Usage # Setup your wallet $ purl wallet add # Test a free endpoint $ purl https://www.purl.dev/test/free # Test a paid endpoint (0.01 USDC) $ purl https://www.purl.dev/test/paid

Comments

This repository holds the code from Linux Application Development By Example - The Fundamental APIs by Arnold Robbins.

ISBN-13: 978-0-13-532552-0 ISBN-10: 0-13-532552-8The Documents directory holds documents of interest, including the license for code written by the author.

The other directories hold the example programs from the respective chapters in the book.

Issues / mistakes in the book can be reported by opening an issue.

Last Updated: Fri Oct 10 04:07:26 PM IDT 2025

Pigeon's DeviceMany may have heard tell of Duff's device, a rather neat loop optimisation technique in C.This page provides details of Pigeon's device - a related but independently-originated technique.

The original instantiation of Pigeon's device was in a piece of C code written for MS-DOS before the days of the internet, so I had not heard of Duff's device.

The original Pigeon's device was in a function for comparing two date/time records in various different manners according to the desired sort order - FORWARD, forward chronological order; REVERSE, reverse chrononological order; and REVDFWDT, dates in reverse but times within each day sorted forwards.

Then we move on to the Pigeon's De…

*s %s %" PRId64 " %s" , p . Name .

StringsStrings are represented as so_String type in C:// c typedef struct { const char * ptr ; size_t len ; } so_String ;All standard string operations are supported, including indexing, slicing, and iterating with a for-range loop.

println ( "str[1] =" , str [ 1 ]) for i , r := range str { println ( "i =" , i , "r =" , r ) }// c so_String str = so_str ( "Hi 世界!"

Both cases translate to so_Result C type:// so func divide ( a , b int ) ( int , error ) { return a / b , nil } func divmod ( a , b int ) ( int , int ) { return a / b , a % b }// c typedef struct { so_Value val ; so_Value val2 ; so_Error err ; } so_Result ;// c static so_Result divide ( so_int a ,…

March 21, 2026Why craft-lovers are losing their craftLes Orchard made a quiet observation recently that I haven't been able to shake.

Before LLM coding assistants arrived, the split between developers was invisible:Craft-lovers and make-it-go people sat next to each other, shipped the same products, looked indistinguishable.

For him, LLM coding assistants are just another rung on the same ladder he's always been climbing.

When LLM coding assistants let him get to the result faster, nothing essential is lost for him.

I have no employer who can tell me to use LLM coding assistants or lose my job.

Comments

Binary Dependencies: Identifying the Hidden Packages We All Depend OnDownload the mp4 video.

Or watch on YouTubeOn 31 Jan 2026, I gave a talk at FOSDEM 2026 on phantom binary dependencies — packages that we depend on in binary form, even though these dependency relationships are invisible to us.

In almost all ecosystems, it is difficult to keep track of binary dependencies.

When you depend on a package’s source code, this is normally recorded in your manifest file — pyproject.toml , package.json and so on.

You can find detailed technical information about how binary dependencies work in my article titled How Binary Dependencies Work Across Different Languages.

When I started with computers resolutions were simple, you had 640x480, 800x600 and if you had a fancy monitor: 1024x768.

These resolutions originate from the dark ages with analog equipment and they are referred to by the vertical resolution because back then horizontal resolutions didn't really exist.

Since we're scaling video resolutions by their horizontal axis now instead of the vertical one in all modern situations it would make more sense to use that for naming the formats.

Or to be more accurate it is 4 kibipixels because it refers to the exact horizontal resolution 4096 instead of 4000.

And that's because practically all 4k video and 4k monitors are labeled wrong, they are actually…

Aaron Tilley / The Information:

Lux Optics CEO Ben Sandofsky sues his co-founder Sebastiaan de With, now a part of the design team at Apple, alleging improper use of funds and stolen IP — Last summer, Apple held talks to acquire Lux Optics, a tiny startup that makes Halide, one of the most popular and critically acclaimed camera apps in the App Store.

Richard Nieva / Forbes:

Vercel, which helps developers host web apps and AI agents, says its run-rate GAAP revenue hit $340M at the end of February, up 86% YoY, amid the AI coding boom — One of the most popular ways to view the Epstein Files, an interface called Jmail that mimics a Gmail inbox, is hosted on Guillermo Rauch's $9.3 billion unicorn Vercel.

Financial Times:

Sources: OpenAI aims to grow to about 8,000 employees by the end of 2026, from ~4,500 today, as it seeks to arrest Anthropic's momentum with business customers — OpenAI plans to almost double its headcount by the end of the year as it accelerates a push to sell to businesses and gain ground …

Steven Levy / Wired:

Inside Palantir's recent developer conference, where it doubled down on a vision of AI built for battlefield advantage as its commercial business soars — As business soars, Palantir is doubling down on a vision of AI built for battlefield advantage—and attracting customers who agree.

Chang Che / The Guardian:

A look at China's rapidly expanding robotics sector, which now has roughly 140 companies hoping to build humanoids, fueled by massive state-backed investments — How close are we to the sci-fi vision of autonomous humanoid robots? I visited 11 companies in five Chinese cities to find out

Jerry Neumann / Colossus:

Universal recipes for startup success are impossible: once good ideas are widely adopted, founders converge on the same moves, erasing any competitive moats — Startup pundits sold us a failed science of entrepreneurship. The Red Queen offers something better.

New York Times:

A review of Polymarket's social media feeds found it has published hundreds of false and misleading posts, as the betting market presents itself as “News 2.0” — A review of the betting market's social media feeds found it has published hundreds of false and misleading posts.

Phoebe Liu / Forbes:

Nvidia Chief Software Architect Jonathan Ross discusses the $20B Nvidia-Groq deal; sources say Groq's annual revenue was near $100M at the time of the deal — The Christmas Eve agreement—billed as Nvidia's biggest deal in its three-decade history—landed at a precarious moment for Groq.

Dina Bass / Bloomberg:

Super Micro names VP DeAnna Luna as acting chief compliance officer, after SMCI closed down 33% on March 20 amid a chip smuggling scandal — Super Micro Computer Inc., the AI computing provider at the center of a smuggling scandal, is working to shore up its compliance operations …

Jonathan Stempel / Reuters:

A US judge dismisses a lawsuit by Sam Altman's sister accusing Altman of sexual abuse from 1997 to 2006, as the claims expired in 2008, but says she can refile — A federal judge on Friday dismissed a lawsuit by Sam Altman's sister accusing the billionaire OpenAI chief executive of sexually abusing …

Wall Street Journal:

Interviews with over three dozen people detail how lobbyist Mike Davis used his ties to Trump to push the DOJ to approve deals, including HPE's Juniper deal — Mike Davis pushed DOJ officials to approve his deals—and went over their heads if they pushed back

Paresh Dave / Wired:

Filing: Anthropic says it cannot manipulate Claude once the military has deployed it, denying DOD accusations that Anthropic could tamper with models during war — The Department of Defense alleges the AI developer could manipulate models in the middle of war. Company executives argue that's impossible.

David Jeans / Reuters:

Leaked DOD letter: Pentagon will adopt Palantir's Maven AI system as an official program of record to streamline its adoption across all arms of the US military — Palantir's (PLTR.O) Maven artificial intelligence system will become an official program of record, Deputy Secretary …

Tim Starks / CyberScoop:

The FBI and CISA warn hackers tied to Russian intelligence services are targeting users of messaging apps such as Signal with phishing attacks — It echoes earlier alerts from the Netherlands and Germany, and is the latest to warn about targeting of Signal users and others. — Learn more.

Jonathan Stempel / Reuters:

The Fifth Circuit Court of Appeals throws out a 2024 FTC order barring Intuit from advertising TurboTax products as “free” when many taxpayers are ineligible — A U.S. appeals court on Friday threw out a Federal Trade Commission order barring TurboTax maker Intuit (INTU.O) …

Associated Press:

The US Department of Energy announces a partnership with SoftBank and its affiliate SB Energy to develop a 10 GW data center with its own power supply in Ohio — The U.S. Department of Energy on Friday announced a public-private partnership to develop a major data center with its own power supply …

Bloomberg:

A US jury finds Elon Musk intentionally misled Twitter shareholders by disparaging the company in 2022 to buy it for a lower price than his original $44B bid — Elon Musk defrauded Twitter Inc. investors when he disparaged the company in 2022 in an effort to buy the social media platform …

@kimi_moonshot:

Moonshot says Kimi K2.5 provides “the foundation” for Cursor's Composer 2 model and that Cursor accesses Kimi K2.5 via Fireworks AI — Congrats to the @cursor_ai team on the launch of Composer 2! We are proud to see Kimi-k2.5 provide the foundation. Seeing our model integrated effectively through Cursor's continued pretraining & high-compute RL training is the open model ecosystem we love to support.

Jordan Novet / CNBC:

Super Micro says co-founder Yih-Shyan Liaw has resigned from its board after US prosecutors indicted him on allegations of smuggling Nvidia AI chips to China — Super Micro Computer said Friday that Yih-Shyan “Wally” Liaw, a co-founder, has resigned from the server maker's board …

Marcus Schuler / Implicator.ai:

Anthropic launches Claude Code channels, which let users interact with a Claude Code session through Telegram and Discord — Anthropic released Claude Code Channels, letting developers send prompts from Telegram or Discord directly into a running session on their laptop.

Anniek Bao / CNBC:

Jensen Huang proposes a compensation model where engineers receive an AI token budget on top of their base salary, to deploy agents as productivity multipliers — The perks of working in Silicon Valley have long included high salaries. Now, some engineers may be offered a new incentive: artificial intelligence tokens.

Bill Ready / Time:

Pinterest CEO Bill Ready calls on governments to ban social media for users under 16, says social platforms gave “insufficient forethought” about consequences — When Pinterest removed social features for teens and made every account under 16 private—meaning no discoverability …

Ed Bott / ZDNET:

Microsoft acknowledges complaints about Windows 11, promising a reduction of “unnecessary” Copilot integrations, more control over updates, and more — ZDNET's key takeaways — Microsoft finally acknowledged complaints about Windows 11. — The company is promising sweeping changes to a slew of features.

Reuters:

Sources: contract electronics manufacturer Zetwerk plans to file for an IPO in India, aiming to raise ~$550M at a ~$4B valuation; it was valued at $3.1B in 2024 — India's Zetwerk is preparing to confidentially file draft papers for an initial public offering within the next one to two weeks …

Cecilia D'Anastasio / Bloomberg:

Memo: Roblox is planning to take a share of revenue from sponsorships in its games and is overhauling advertising policies beginning May 4 — Roblox Corp. will take a share of revenue from sponsorships in its games as part of a major overhaul of its advertising policies.

Kate Knibbs / Wired:

A judge issues an order requiring Kalshi to temporarily halt sports and election contracts in Nevada, the first US state to force Kalshi to cease operations — A judge ordered Kalshi to immediately halt sports and election contracts in the state, intensifying a growing regulatory battle over prediction markets.

Sarah Perez / TechCrunch:

WordPress.com says it will now allow AI agents to draft, edit, and publish content on customers' websites, as well as manage comments, update metadata, and more — Web hosting platform WordPress.com is embracing AI agents, a decision that could change the look and feel of the web.

Will Douglas Heaven / MIT Technology Review:

OpenAI plans “an autonomous AI research intern” by September and says its “North Star” is to build a fully automated multi-agent research system by 2028 — EXECUTIVE SUMMARY — OpenAI is refocusing its research efforts and throwing its resources into a new grand challenge.

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.

AstrBot is an open-source all-in-one Agent chatbot platform that integrates with mainstream instant messaging apps.

✨ AI LLM Conversations, Multimodal, Agent, MCP, Skills, Knowledge Base, Persona Settings, Auto Context Compression.

Update astrbot :uv tool upgrade astrbotDocker DeploymentFor users familiar with containers and looking for a more stable, production-ready deployment method, we recommend deploying AstrBot with Docker / Docker Compose.

Launcher DeploymentFor desktop users who also want fast deployment and isolated multi-instance usage, we recommend AstrBot Launcher.

Platform Maintainer QQ Official OneBot v11 protocol implementation Official Telegram Official Wecom & Wecom AI Bot …

Limited Memory Iteration: Current memory is just a record of user interactions, lacking Agent-related task memory.

The OpenViking SolutionOpenViking is an open-source Context Database designed specifically for AI Agents.

│ └── memories/ │ ├── preferences/ │ │ ├── writing_style │ │ └── coding_habits │ └── ... └── agent/ # Agent: skills, instructions, task memories, etc.

The system will asynchronously analyze task execution results and user feedback, and automatically update them to the User and Agent memory directories.

Let's work together to define and build the future of AI Agent context management.

For Linuxcurl -L -o lightpanda https://github.com/lightpanda-io/browser/releases/download/nightly/lightpanda-x86_64-linux && \ chmod a+x ./lightpandaFor MacOScurl -L -o lightpanda https://github.com/lightpanda-io/browser/releases/download/nightly/lightpanda-aarch64-macos && \ chmod a+x ./lightpandaFor Windows + WSL2The Lightpanda browser is compatible to run on windows inside WSL.

const browser = await puppeteer .

const context = await browser .

await page .

./wpt serveRun a Lightpanda browserzig build run -- --insecure_disable_tls_host_verificationThen you can start the wptrunner from the Demo's clone dir:cd wptrunner && go run .

Important License NoticeThis codebase and its associated model weights are released under FISH AUDIO RESEARCH LICENSE.

Quick StartFor HumanHere are the official documents for Fish Audio S2, follow the instructions to get started easily.

For LLM AgentInstall and configure Fish-Audio S2 by following the instructions here: https://speech.fish.audio/install/Fish Audio S2Best text-to-speech system among both open source and closed sourceFish Audio S2 is the latest model developed by Fish Audio.

The list is constantly expanding, check Fish Audio for the latest releases.

Rapid Voice CloningFish Audio S2 supports accurate voice cloning using a short reference sample (typically 10–30 seconds).

A Claude Code plugin that turns vague ideas into validated specs — before AI writes a single line of code.

Quick StartStep 1 — Install the plugin (in your terminal):claude plugin marketplace add Q00/ouroboros claude plugin install ouroboros@ouroborosStep 2 — Run setup (inside a Claude Code session):# Start Claude Code, then type: ooo setupooo commands are Claude Code skills — they run inside a Claude Code session, not in your terminal.

→ Reflect → next generation"This is where the Ouroboros eats its tail: the output of evaluation becomes the input for the next generation's seed specification."

— reflect.pyConvergence is reached when ontology similarity ≥ 0.95 — when the system has questione…

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Have we learned anything?

We all learned in grade school that the scientific method is science.

And yet the data suggest that we have learned precisely nothing.

Of course, no science of entrepreneurship can be a science in the sense most people think of the term.

A true science of entrepreneurship embraces the Red Queen dynamic so completely that it rejects any attempt to permanently systematize it.

OpenCode is an open source agent that helps you write code in your terminal, IDE, or desktop.

[*] LSP enabled Automatically loads the right LSPs for the LLM[*] Multi-session Start multiple agents in parallel on the same project[*] Share links Share a link to any session for reference or to debug[*] GitHub Copilot Log in with GitHub to use your Copilot account[*] ChatGPT Plus/Pro Log in with OpenAI to use your ChatGPT Plus or Pro account[*] Any model 75+ LLM providers through Models.dev, including local models

(Listed in Japanese syllabary order)🥢 あげ箸 AgebashiTo raise the chopsticks above the height of one’s mouth.

It is proper etiquette to first eat rice, move on to eat from a side dish, eat rice again, and then eat from a different side dish.

(© Pixta)🥢 押し込み箸 Oshikomibashi (also known as 込み箸 komibashi)To use the chopsticks to push food deep inside one’s mouth.

🥢 じか箸 JikabashiTo use one’s own chopsticks instead of serving chopsticks to take food from a large serving dish.

🥢 もぎくわえ MogikuwaeTo put chopsticks sideways in one’s mouth instead of placing them on the table when moving a dish.

What 81,000 peoplewant from AI Last December, tens of thousands of Claude users around the world had a conversation with our AI interviewer to share how they use AI, what they dream it could make possible, and what they fear it might do.

Roughly a third of visions are about making room for life—more time, money, mental bandwidth—by using AI to alleviate current burdens.

Here, people are using AI to break technical and sometimes accessibility barriers:“AI can read past my [learning disorder], which is huge.

AI SENTIMENT BY REGION % sentiment on AI, and concern about jobs and economy Sort by AI sentiment Econ.

Wealthier regions (pink) cluster in the top right (more concerned about the economy…

RX Data StoreRX is an embedded data store for JSON-shaped data.

Installnpm install @creationix/rx # library npm install -g @creationix/rx # CLI (global) npx @creationix/rx data.rx # CLI (one-off)Quick startEncodeimport { stringify } from "@creationix/rx" ; const rx = stringify ( { users : [ "alice" , "bob" ] , version : 3 } ) ; // Returns a string — store it anywhere you'd store JSON textDecodeimport { parse } from "@creationix/rx" ; const data = parse ( rx ) as any ; data .

users [ 0 ] // "alice" — no parse, direct buffer read data .

Uint8Array APIFor performance-critical paths, skip the string conversion:import { encode , open } from "@creationix/rx" ; const buf = encode ( { path : "/api/…

The Catalyst: A Broken NeckThe Turner Twins’ trajectory into the world of high-stakes exploration wasn’t born from a childhood obsession with Everest; it spawned from a near-tragedy.

The Lost Art of LayeringThe true takeaway from the Turner Twins’ experiments isn’t that we should all burn our technical shells and start wearing tweed.

Modern gear allows for a “set and forget” mentality—one big zip to regulate temperature from -20°C to 0°C.

Modern gear buys you a safety margin if you become static.

You can follow the Turner Twins’ adventures here.

Accidental O(n²) with Streams Inside Loopsfor ( Order order : orders) { int hour = order .

The fix:for ( Order order : orders) { int hour = order .

String.format() in Hot Pathspublic String buildOrderSummary ( String orderId , String customer , double amount ) { return String .

Autoboxing in Hot PathsLong sum = 0L ; for ( Long value : values) { sum += value; }What’s actually happening at the JVM level:Long sum = Long .

long sum = 0L ; // primitive, not the wrapper for ( long value : values) { sum += value; }Where this tends to sneak in: aggregation and processing loops.

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Austin’s success serves as an important example of how regulatory barriers to building more housing are often varied and interconnected.

Austin’s commitment to subsidizing affordable housing development allowed the city to lead the country in affordable housing construction in 2024.

Bond funds will go toward buying land and building homes, or repairing homes already occupied by low-income residents.

Density bonuses, housing bonds, and regulatory relief for buildings with income-restricted units spurred more housing development.

Density bonuses, housing bonds, and regulatory relief for buildings with income-restricted units spurred more housing development.

Free SVG Backgrounds and PatternsEnjoy this small sampling of our designs and patterns.

All are customizable: change into your brand colors — some even shrink, spin, or shift.

Each background is unique to SVGBackgrounds.com, so enjoy exploring before you easily export into your project.

Add the /cook skill to Claude Code:Two ways to get it:"DONE if all tasks complete, else NEXT""Work on next task in plan.md"A simple CLI for orchestrating Claude Code, Codex, and OpenCode.

Cook parses three categories of tokens:repeat (xN)xN runs work N times sequentially, each pass seeing the previous output.

cook "Add dark mode" x3 cook "Add dark mode" repeat 3 cook "Add dark mode" x3 review cook "Add dark mode" review x3reviewreview adds a review→gate loop.

work -> review -> gate -> iterate <<cook "Add dark mode" review cook "Add dark mode" review 5Provide custom prompts after review , or use positional shorthand:cook "Add dark mode" review \ "Review for accessibility" \ "DONE if WCAG AA,…

‘Your Frustration Is the Product’Shubham Bose, “The 49MB Web Page”:I went to the New York Times to glimpse at four headlines and was greeted with 422 network requests and 49 megabytes of data.

Even websites from publishers who care about quality are doing things on the web that they would never do with their print editions.

Your frustration is the product.

But read an article on their website and you get autoplaying videos interspersed between random paragraphs.

The people making these decisions for these websites are like ocean liner captains who are trying to hit icebergs.

Update periodically:npx get-shit-done-cc@latestNon-interactive Install (Docker, CI, Scripts) # Claude Code npx get-shit-done-cc --claude --global # Install to ~/.claude/ npx get-shit-done-cc --claude --local # Install to ./.claude/ # OpenCode (open source, free models) npx get-shit-done-cc --opencode --global # Install to ~/.config/opencode/ # Gemini CLI npx get-shit-done-cc --gemini --global # Install to ~/.gemini/ # Codex (skills-first) npx get-shit-done-cc --codex --global # Install to ~/.codex/ npx get-shit-done-cc --codex --local # Install to ./.codex/ # Copilot (GitHub Copilot CLI) npx get-shit-done-cc --copilot --global # Install to ~/.github/ npx get-shit-done-cc --copilot --local #…

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Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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.

ZDNET's key takeawaysCompanies are exploring AI agents in multiple ways.

AI agents will impact every professional role.

Also: Worried AI agents will replace you?

Also: AI agents are fast, loose, and out of control, MIT study findsFrom these explorations, Hron said he's learned four key lessons that professionals can use to build trustworthy agentic AI systems.

Hron said AI models are improving across three dimensions: writing code, executing plans, and multi-step reasoning.

Usually, when we discuss improvements, we talk about how the AI model has gotten better, safer, and smarter.

But if you deconstruct the name ChatGPT, you're left with "chat" and "GPT," where GPT means generative, pre-trained transformer (that's the AI part).

Today, we're going to dig into the chat side, because ChatGPT has become a far more full-featured AI chat app than it was back when it first launched.

Customize appearanceYou can customize the appearance of your chat experience via the General tab of the Settings screen.

Choose your modelA very powerful feature available to Plus users and above is the ability to choose the model ChatGPT uses.

After testing hundreds of smart home devices, I rounded up the best options to get started with your smart home without hurting your wallet.

It's helpful, but too much cache can slow your iPhone down, so clearing it regularly keeps performance smooth.

Can I clear cache in other browsers or apps?

If you'd like to block cookies in Safari, follow these steps:Go to Settings > Safari > Advanced.

Select iPhone Storage.

How to find outUnfortunately, you can't clear a third-party app's cache directly in Settings, but this view gives you a clear breakdown of your storage and lets you delete or offload apps.

Howdy gets you ad-free viewing for under $3 a month, but is it worth it?

Microsoft's customers have been grumbling about Windows 11 since the day it shipped, and lately, those complaints have gotten louder and angrier.

Also: Windows 11 has 1 billion users - and they're furiousAnd finally -- finally!

"We're giving you more control" over updates, Microsoft says, "while reducing update noise with fewer automatic restarts and notifications."

Given that WinUI3 has been around longer than Windows 11, it's surprising that this change is only happening now.

This is how we will continue to build and ship Windows 11, so we can deliver better experiences with greater confidence, month after month.

ZDNET audio reviewer Jada Jones tested the AirFly Pro 2 on domestic flights, and said she was impressed.

The AirFly Pro 2 upgraded the older AirFly Pro, which is still available for purchase.

If you're a frequent flyer or find yourself in need of such a handy gadget, consider grabbing the AirFly Pro 2 on sale.

The lowest the AirFly Pro 2 has sold for is around $42, according to CamelCamelCamel, and that was during Black Friday.

Best Buy's deal on the AirFly Pro 2 will likely expire when the Tech Fest sale ends on Sunday, March 22.

ZDNET's key takeawaysNew White House policy guidance wants to override most state AI laws.

On Friday, the Trump administration released new policy guidance for Congress on how AI should be federally regulated, once again reviving the call to hamper state AI laws.

After a failed attempt to limit state AI legislation this past summer, the administration resumed its efforts with a December executive order and an ensuing AI Litigation Task Force focused on curtailing state laws it feels would limit competitive development.

The Trump administration and AI companies argue that state laws create an inconvenient regulatory patchwork that stymies innovation.

"Here, there is no federal AI law that wo…

ZDNET's key takeawaysOpenAI is reportedly building a desktop superapp to unify its AI tools.

According to The Wall Street Journal, the company is planning a desktop "superapp" that combines ChatGPT, its Codex coding tool, and its Atlas browser into a single experience.

To consolidate its line of AI tools and double down on agentic capabilities.

Also: I stopped using ChatGPT for everything: These AI models beat itUnfortunately, over the last couple of years, ChatGPT has added some friction to the experience.

Bring the ChatGPT superapp to phones, too, OpenAI.

It's not that I expect many of you will need email-based notifications for YouTube comments.

I was sent to a few commercial tools for managing YouTube comments, but outside of the email flow.

But then I asked the magic question, "Is there any programming interface whatsoever to be able to monitor and extract YouTube comments?"

I have to say that I was impressed by using Gemini 3.1 and the Pro account.

Would you build your own solution using AI and APIs, or rely on third-party tools?

Bluetooth gadgets are among the most practical on the market. These are my favorites.

Well, I don't know about you, but I certainly didn't have "new Amazon smartphone" on my 2026 bingo card.

In 2014, Windows Phone and BlackBerry were still very much part of the smartphone conversation; these days, not so much.

The only apps in the Amazon AppStore that remained up to date were productivity apps (largely powered by Microsoft) and streaming apps.

One of the key reasons Windows Phone failed was its lack of an app ecosystem.

So, if this phone is to have a chance at success, it needs to embrace Google services so it can be a phone that everyone can use.

We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites.

And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing.

When you click through from our site to a retailer and buy a product or service, we may earn affiliate commissions.

Neither ZDNET nor the author are compensated for these independent reviews.

Our editors thoroughly review and fact-check every article to ensure that our content meets the highest standards.

ZDNET's key takeawaysM5 MacBook Pro is much cheaper than the M5 Max and M5 Pro.

Apple launched the MacBook Pro with M5 Pro and M5 Max chips earlier this month.

While they tend to get a lot of attention, the base model M5 MacBook Pro is still an incredibly competitive device.

How the M5 MacBook Pro compares to the M1M1 Apple MacBook Pro Kyle Kucharski/ZDNETIn terms of pricing, the M1 MacBook Pro is not available new, but you can still get renewed devices for around $699.

In fact, the MacBook Air M5 comes with the new N1 chip, which supports Wi-Fi 7 and Bluetooth 6 -- features only found on the MacBook Pro with M5 Pro and M5 Max.

The approach starts with its new AI-powered Chainguard Factory 2.0.

To achieve that target, Chainguard has moved its methodology for automatically building operating system and application images from a brittle one to Chainguard Factory 2.0.

Security and skillsRecognizing that CI systems are now among the most sensitive parts of the software supply chain, Chainguard unveiled two new product families: Chainguard Actions and Chainguard Agent Skills.

These markdown bundles encode tools and best practices for AI agents.

It'll look at libraries that applications are using that could be Chainguard… [and] the skills and the agents that could be Chainguard."

Fusion power promises to generate large amounts of clean electricity from nearly limitless fuel. This article explains the main approaches and the companies that use them.

Anthropic submitted two sworn declarations to a California federal court late Friday afternoon, pushing back on the Pentagon's assertion that the AI company poses an "unacceptable risk to national security" and arguing that the government's case relies on technical misunderstandings and claims that were never actually raised during the months of negotiations.

At the time, Musk had tweeted that Twitter had too many bots, which is why he was trying to renege on his commitment to buy the company.

The company is reducing Copilot entry points on Windows, starting with Photos, Widgets, Notepad, and other apps.

CEO Jensen Huang took the stage at Nvidia’s GTC conference this week in his signature leather jacket to deliver a two-and-a-half-hour keynote, projecting $1 trillion in AI chip sales through 2027, declaring that every company needs an “OpenClaw strategy,” and closing with a rambling Olaf robot that had to get its mic cut. The message was hard to miss: Nvidia […]

It's the latest escalation in a regulatory battle over the future of prediction markets.

Pinterest’s chief compares social media to tobacco and alcohol, saying children need similar protections.

Humor is hard to pull off in front of a cold audience, full stop.

A French naval officer went on a run around the deck of the Charles de Gaulle aircraft carrier, inadvertently leaking the warship's location when he uploaded the workout to Strava.

New AI agents on WordPress.com could lower barriers to publishing while increasing machine-generated content across the web.

"Project Sunrise" would include more than 50,000 satellites performing high-energy compute on orbit.

The U.S. Justice Department said an Iranian security ministry operates the fake activist persona known as Handala, which claimed responsibility for the destructive hack targeting medical tech giant Stryker.

NASA's Hubble Space Telescope unexpectedly captured a rare, early-stage breakup of comet C/2025 K1 (ATLAS) just days after it first began disintegrating. Phys.org reports: "Sometimes the best science happens by accident," said co-investigator John Noonan, a research professor in the Department of Physics at Auburn University in Alabama. "This comet got observed because our original comet was not viewable due to some new technical constraints after we won our proposal. We had to find a new target -- and right when we observed it, it happened to break apart, which is the slimmest of slim chances." Noonan didn't know K1 was fragmenting until he viewed the images the day after Hubble took them.…

schwit1 shares a report from the BBC: A French officer has reportedly revealed the location of an aircraft carrier deployed towards the Middle East after publicly registering a run on sports app Strava. French news outlet Le Monde first reported the officer, referred to as Arthur, logged a 35-minute run on the app while exercising on the deck of aircraft carrier Charles de Gaulle on 13 March. He used a smartwatch to record his run and upload the activity to the app, the paper said, creating a map that showed his location. [...] The location of the vessel was said by Le Monde to have been northwest of Cyprus, around 100km (62 miles) from the Turkish coast, with satellite images capturing the…

An anonymous reader quotes a report from CNBC: The Trump administration on Friday issued (PDF) a legislative framework for a single national policy on artificial intelligence, aiming to create uniform safety and security guardrails around the nascent technology while preempting states from enacting their own AI rules.

The six-pronged outline broadly proposes a slew of regulations on AI products and infrastructure, ranging from implementing new child-safety rules to standardizing the permitting and energy use of AI data centers. It also calls on Congress to address thorny issues surrounding intellectual-property rights and craft rules "preventing AI systems from being used to silence or cens…

CBS News is shutting down its nearly 100-year-old radio news service due to economic pressures and the shift toward digital media and podcasts. Longtime CBS News anchor Dan Rather said: "It's another piece of America that is gone." The Associated Press reports: When it went on the air in September 1927, the service was the precursor to the entire network, giving a youthful William S. Paley a start in the business. Famed broadcaster Edward R. Murrow's rooftop reports during the Nazi bombing of London during World War II kept Americans listening anxiously. Today, CBS News Radio provides material to an estimated 700 stations across the country and is known best for its top-of-the-hour news rou…

BrianFagioli writes: Microsoft says it is finally listening to user complaints about Windows 11, promising a series of changes focused on performance, reliability, and reducing everyday annoyances. In a message to Windows Insiders, the company outlined plans to bring back long requested features like taskbar repositioning, cut down on intrusive AI integrations, and give users more control over updates. File Explorer is also getting attention, with promised improvements to speed, stability, and general responsiveness. The bigger picture here is less about new features and more about fixing what already exists. Microsoft is talking about fewer forced restarts, quieter notifications, and a mor…

As energy prices soar from the Iran conflict, the International Energy Agency is urging governments to cut energy use by taking up measures like remote work and reduced speed limits. The group warns the energy security crisis could persist for months, even if supply routes stabilize. "I believe the world has not yet well understood the depth of the energy security challenge we are facing," said IEA's executive director, Fatih Birol. "It is much bigger than what we had in the 1970s... It is also bigger than the natural gas price shock we experienced after the Russia's invasion of Ukraine." The BBC reports: Thirty-two countries are members of the IEA, including the US, the UK, Australia, Cana…

joshuark shares a report from Neowin: OpenAI is planning to combine its Atlas web browser, ChatGPT app, and Codex coding app into a singular desktop "superapp." CEO of Applications, Fidji Simo, said the company was doubling down on its successful products. By taking this move, the AI company aims to streamline the user experience and reduce fragmentation. Simo said in an internal memo: "We realized we were spreading our efforts across too many apps and stacks, and that we need to simplify our efforts. That fragmentation has been slowing us down and making it harder to hit the quality bar we want." Read more of this story at Slashdot.

An anonymous reader quotes a repot from the Portland Tribune: There was plenty of uncertainty and debate about the effectiveness of a cell phone ban decreed (PDF) by executive order last summer. But at least in Estacada, the policy has earned two thumbs up, including approval from a "grumpy old teacher." Jeff Mellema is a language arts teacher at Estacada High School. He has worked in the building for 24 years, and he said the new policy that prohibits students from using their phones during the day has been a breath of fresh air. "There is so much better discourse in my classroom, be it personal or academic," Mellema said. "Students can't avoid those conversations anymore with their phones…

Longtime Slashdot reader AmiMoJo shares a report from CNN: The co-founder of Super Micro Computer and two others were charged with diverting $2.5 billion worth of servers with Nvidia's artificial intelligence chips to China, in violation of U.S. laws barring exports to that country without a license. Yih-Shyan Liaw, known as Wally; Ruei-Tsang Chang, known as Steven; and Ting-Wei Sun, known as Willy, were charged with conspiring to violate export control laws, smuggling goods from the U.S. and conspiring to defraud the U.S. Liaw, who co-founded Super Micro Computer and served on its board of directors, was arrested Thursday in California and released on bail. Sun, a contractor, is held await…

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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.…

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

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

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

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

Что за вайб-кодинг такой

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

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

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

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

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

В сайд-бай-сайде вышла следующая версия

Изменения: Человекочитаемые URL для голосований

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

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

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

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

На странице голосования теперь тоже показывается количество проголосовавших.

На странице голосований можно прокручивать картинки перетаскиванием мыши

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Query with SQL.

Drag & drop CSV, Parquet, JSON, or Excel files — write SQL, visualize results, and share with a link.

You want to run a quick SQL query.

QueryPad lets you drop files and start querying in seconds.

FeaturesDrag & drop anything — CSV, Parquet, JSON, Excel — drop multiple formats at once and JOIN them— CSV, Parquet, JSON, Excel — drop multiple formats at once and JOIN them DuckDB-Wasm SQL — Full analytical SQL in the browser (JOIN, GROUP BY, window functions, etc.)

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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

Push events and chat with Claude Code via Telegram & Discord Discussion | Link

Knowledge Sharing for AI Agents Discussion | Link

Speak like you always know what to say Discussion | Link

turn your backend into a chat app instantly Discussion | Link

Frontier-level coding intelligence Discussion | Link

Instant Privacy & Screen Blur Discussion | Link

The Mac cleaner built for developers Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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We are pleased to announce that 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…

Rivr, a Zurich-based robotics startup developing autonomous stair-climbing legged robots for doorstep delivery, has been acquired by Amazon.

“This step will accelerate our vision of building General Physical AI through doorstep delivery, bringing robotics and AI closer to real-world deployment at scale,” he mentioned in his post.

The startup recently launched RIVR TWO, its next-generation robot designed for doorstep delivery and AI data collection at scale.

Last year, in August, Just Eat Takeaway.com partnered with Rivr to pilot doorstep delivery of food products with its autonomous ground robots.

This year, in February, the company announced the launch of autonomous doorstep delivery in Mi…

Comparable rounds include Paraglide in Malmö, which secured €4.2 million to develop AI agents for accounts receivable, and Frankfurt-based Donnerstag.ai, which raised €4.3 million to expand across the DACH region.

In adjacent segments, Mimo raised €7.7 million to build out B2B payments and cash-flow management infrastructure, while Milan-based Sibill secured €12 million for its SME-focused finance platform.

Notably, in the same city as Cleavr, Pennylane raised €175 million to scale its accounting and financial management platform, highlighting significant capital concentration in Paris.

Cleavr is the missing piece to fully digitise the accounts receivable of European companies,” adds Raphaë…

This week on the EU-Startups Podcast, we sit down with Ana Maiques, CEO and co-founder of Neuroelectrics, a Barcelona-based neurotechnology company pioneering non-invasive brain stimulation for neurological and psychiatric conditions.

Founded in 2011 as a spin-off from Starlab, Neuroelectrics has grown into a global digital brain health company operating in over 74 countries, with a presence in both Barcelona and Boston since 2014.

Its technology enables clinicians to both read and influence brain activity in real time, offering applications in epilepsy, depression, Alzheimer’s disease, Parkinson’s disease, and anxiety disorders.

Maiques also discusses Neuroelectrics’ collaboration with NAS…

Eternal.ag, a Cologne-based AgTech startup building autonomous harvesting robots for greenhouses, today announced that it has exited stealth mode and raised €8 million in funding to fuel European expansion and extend the technology’s capabilities to new crop types.

Founded in 2025 by Renji John and Sherry Kunjachan, Eternal.ag develops fully autonomous robots that perform greenhouse crop work without human operators.

According to the company, greenhouse labour availability is declining quickly, with Europe witnessing a decrease of up to 30% since 2010.

Niklas Leske, Principal at Simon Capital, said, “Climate change, labour shortages, and rising demand are pushing food production to its limi…

On May 7-8, 2026, the EU-Startups Summit returns to sunny Malta, bringing together around 2,500 founders, investors, and startup ecosystem leaders for two days of networking, inspiration, and knowledge-sharing.

The venture capital landscape is evolving rapidly.

Alex Farcet – Startupbootcamp / Raspberry VenturesEntrepreneur, investor, and ecosystem builder with deep experience across startup acceleration, venture development, and early-stage investing.

Ilena Mece – KOMPAS VCPrincipal at KOMPAS VC, an early-stage venture capital firm investing in startups developing technologies that drive digital transformation and sustainability across major industrial sectors.

If you are a founder looking …

Bounti, a Berlin-based AI startup focusing on the physical economy, including hospitality, retail, and services, has raised €4 million for its AI frontline operations platform.

Yet this is where millions of people work every day and where operational execution directly drives revenue.

Bounti is building a new software layer for these frontline environments: one that doesn’t just provide insights, but actually closes the execution loop.

Founded in 2022, Bounti is an AI-native platform for operational execution in the physical economy.

Bounti states that thousands of frontline employees rely on the platform to onboard new team members more swiftly, maintain standards, and enhance internal com…

Reson8, an Amsterdam-based speech AI startup building hyper-customised automatic speech recognition (ASR), today announced it has raised a €5 million pre-Seed round to scale its Europe-based infrastructure and expand specialised speech models across 20+ languagesThe round was led by Balderton Capital, with participation from NP Hard.

“Generic speech models break the moment you leave English, and customers increasingly want control over where their data lives.

Founded by Thomas Kluiters, Raoul Ritter, and Jarno Verhagen, Reson8 is a European speech technology company building hyper-customised speech recognition that adapts to each conversation in seconds.

“Reson8 is built on the belief that …

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 ...

Today, startup Edra announced $30 million Series A led by Sequoia, which included investment from 8VC and A*z. Edra builds AI agents that learn how a business operates, then automate the work. Its...

Cleavr, an AIsolution dedicated to autonomous accounts receivable management, has raised €1million in a funding round backed by Kima Ventures, Better Angle, Raphaël Nahum(CFO of Pennylane), Régis Samu...

This week, the Oscars celebrated some of last year’s most outstanding achievements in cinema. In the meantime, the tools behind filmmaking are undergoing a profound transformation.Media and filmtech s...

Zopa Bank, the UK savings and lending digital bank, has reported its third consecutive year of profit, as it says take-up of its new current account proposition has eclipsed expectations.The London-ba...

Today, counter-drone defence technology company Alpine Eagle announced it is scaling production of its Sentinel system. Alpine Eagle develops counter-drone (counter-UAS) systems designed to detect, tr...

Spanish tech companies raised €3.1 billion in 2025,highlighting a broad and increasingly mature ecosystem. Large late-stage roundsremained strong, alongside a deep base of early and growth-stage fundi...

Berlin-based Bounti has raised€4 million in a funding round led by Ventech, with participation from IBBVentures, Robin Capital, Common Magic, and several business angels. While much of the technologyh...

Ghent-basedRingtime, an AI agent platform for managing inbound and outbound conversations,has raised €1.8 million in a seed round led by Volta Ventures, withparticipation from Syndicate One, JK Invest...

Amsterdam-based Reson8, a speechtechnology company developing hyper-customised automatic speech recognition(ASR), has raised €5 million in a pre-seed round led by Balderton Capital, withparticipation ...

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 […]