OpenSwarmAutonomous AI agent orchestrator powered by Claude Code CLIOpenSwarm orchestrates multiple Claude Code instances as autonomous agents.

It picks up Linear issues, runs Worker/Reviewer pair pipelines to produce code changes, reports progress to Discord, and retains long-term memory via LanceDB vector embeddings.

Tech StackCategory Technology Runtime Node.js 22+ (ESM) Language TypeScript (strict mode) Build tsc Agent Execution Claude Code CLI ( claude -p ) via child_process.spawn Task Management Linear SDK ( @linear/sdk ) Communication Discord.js 14 Vector DB LanceDB + Apache Arrow Embeddings Xenova/transformers (multilingual-e5-base, 768D) Scheduling Croner Config YAML + Zod validati…

Crypto’s most infamous collapse is back in the spotlight, and this time the blast radius reaches deep into Wall Street.

The 10-Minute Window That Changed EverythingAccording to a Wall Street Journal exclusive, the complaint details a damning sequence.

Within 10 minutes, a wallet allegedly linked to Jane Street withdrew an additional 85 million TerraUSD from the same pool.

Jane Street is being sued over alleged crypto insider trading that may have accelerated $LUNA Terraform’s collapse.

Jane Street RespondsAccording to reports, Jane Street desks were given an urgent memo to immediately cease “manipulative Bitcoin trading activity” — with algos reportedly shut down.

ZSE - Z Server EngineUltra memory-efficient LLM inference engine.

Model bitsandbytes ZSE (.zse) Speedup Qwen 7B 45.4s 3.9s 11.6× Qwen 32B 120.0s 21.4s 5.6×# One-time conversion (~20s) zse convert Qwen/Qwen2.5-Coder-7B-Instruct -o qwen-7b.zse # Every subsequent start: 3.9s zse serve qwen-7b.zseNote: Results measured on A100-80GB with NVMe storage (Feb 2026).

Installationpip install zllm-zseWith CUDA support (recommended):pip install zllm-zse[cuda]From source:git clone https://github.com/Zyora-Dev/zse.git cd zse pip install -e " .

zse serve Qwen/Qwen2.5-7B-Instruct zse serve meta-llama/Llama-3.1-8B-Instruct zse serve mistralai/Mistral-7B-Instruct-v0.3 zse serve microsoft/Phi-3-mini-4k-instruc…

Anthropic should stick by their principles and refuse to allow their technology to be used in the two ways they have publicly stated they would not support: autonomous weapons systems and surveillance.

The Department of Defense has reportedly threatened to label Anthropic a “supply chain risk,” in retribution for not lifting restrictions on how their technology is used.

In 2025, reportedly Anthropic became the first AI company cleared for use in relation to classified operations and to handle classified information.

Whatever the U.S. government does to threaten Anthropic, the AI company should know that their corporate customers, the public, and the engineers who make their products are exp…

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Banned inCaliforniaA visual guide to the industrial processes you can no longer permit in the state of California — and the grandfathered facilities that still can.

"If I wanted to build a new car factory, I literally couldn't paint the cars."

Access DeniedThis IP address 23.88.109.5 has been blocked from access to our services.

If you believe this to be in error, please contact us at [email protected].

When contacting us, please include the following information in the email:Method: blockIP: 23.88.109.5RAY ID: 9d3b2a0de99cdc58GEO: DE

http://info.cern.chhttp://info.cern.ch - home of the first websiteFrom here you can:

People built Windows apps, web services and iPhone apps - they don’t build TSMC apps or Intel apps.

And if I do a Google Search and the first match is a product that’s running on Google Cloud, I would never know.

If apps in the chatbot feed work, and OpenAI uses one standard and Gemini uses another, why stops a developer doing both?

Google Cloud, Apple's App Store, Amazon Marketplace, and even TikTok are all ‘platforms’ but they're all very different.

Does OpenAI have the ability to get consumers, developers and enterprises to use its systems more than anybody else, regardless of what the system itself actually does?

Well, a lot of time has passed since the last time I made an update to the ECS Survivors project.

But at long last, I've come to tell you all about the shiny new features that ECS Survivors holds!

A simple tilemap of size 64 by 64 will result in 4096 draw calls, and that's just too much to do every frame.

Again, in the case of a 64 x 64 tilemap, in the worst possible case, there are 4096 new colliders.

Simply put, right now, when we detect collisions for one entity, we perform checks with every other entity (n x n).

There are clear clusters composed of the exact same artifacts found in almost all current generative 3D models: wobbly silhouettes, illegible text, and impossibly bad UV maps.

This differs drastically in behavior from the handcrafted model, which inherently understands that a manufactured object requires symmetry.

The "Fake Efficiency" Metric There is a misconception that AI 3D is "bloated."

What Does This Mean for E-Commerce 3D Pipelines?

To fix these glaring issues, a 3D artist has to "retopologize" (manually trace over) the entire AI model.

I Made MCP 94% Cheaper (And It Only Took One Command)Every AI agent using MCP is quietly overpaying.

I took an MCP server and generated a CLI from it using CLIHub.

The numbers below assume a typical setup: 6 MCP servers, 14 tools each, 84 tools total.

Tools used MCP CLI Savings Session start ~15,540 ~300 98% 1 tool ~15,570 ~910 94% 10 tools ~15,840 ~964 94% 100 tools ~18,540 ~1,504 92%CLI uses ~94% fewer tokens overall.

Anthropic’s Tool SearchAnthropic launched Tool Search which loads a search index instead of every schema then uses fetch tools on demand.

Modern guitarists can reproduce Hendrix’s chain using separate plug-ins in digital audio workstation software, but the magic often disappears when everything is buffered and quantized.

Each effects pedal in Hendrix’s chain contributed to enhancing the electric guitar beyond its intrinsic limits.

Hendrix’s mission was to reshape both the electric guitar’s envelope and its tone until it could feel like a human voice.

In my models, Hendrix’s guitar pickups had a resistance of 6 kiloohms and an inductance of 2.5 henrys with a realistic cable capacitance.

What Does The Analysis of Hendrix’s Signal Chain Tell Us?

IntroductionBrowser-based and computer-use agents are becoming increasingly popular for automating consumer workflows that involve interacting with web applications through clicks, typing, and navigation.

To address this gap, we introduce PA Bench, a benchmark designed to evaluate the ability of frontier computer-use agents to complete realistic, long-horizon personal assistant workflows involving multiple web applications.

To support this, we built realistic, high-fidelity simulated replicas of email and calendar web applications within controlled simulation boundaries.

Data, tasks, and verifiersDesigning long-horizon workflows that require agents to interact with multiple applications int…

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tl;dr Google spent over a decade telling developers that Google API keys (like those used in Maps, Firebase, etc.)

Example Google API key in front-end source code used for Google Maps, but also can access GeminiThese aren't just hobbyist side projects.

They are defaulting to blocking API keys that are discovered as leaked and used with the Gemini API.

You can also use TruffleHog to scan your code, CI/CD pipelines, and web assets for leaked Google API keys.

Additional ResourcesWebinar: Google API Keys Weren't Secrets.

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AttyxDeterministic VT-compatible terminal emulator in ZigArchitecture • Building • Testing • Roadmap • DocsAttyx is a terminal emulator built from scratch in Zig.

Given the same input bytes, it always produces the same grid state.

hash — pure FNV-1a hash of visible terminal state (cursor + grid + attrs).

— pure FNV-1a hash of visible terminal state (cursor + grid + attrs).

zig build # build zig build run # launch terminalGPU-accelerated terminal rendered in a native window.

Parse ( src ) fmt .

// Initial parse tree := parser .

Parse ( src ) // User types "x" at byte offset 42 src = append ( src [: 42 ], append ([] byte ( "x" ), src [ 42 :] ... ) ... ) tree .

ParseIncremental ( src , tree )Tip: Use grammars.DetectLanguage("main.go") to pick the right grammar by filename — useful for editor integration.

It parses using the DFA lexer alone, but tokens that require the external scanner are silently skipped.

Because the frameworks handle all of that, and the frameworks are good enough, and figuring out how things actually work is optional.

What it actually was, was control — Apple’s control over what you could do with hardware you supposedly bought.

Unlock your bootloader, which is the most basic possible act of taking ownership of your own hardware, and a growing list of apps — banking apps, payment apps, streaming apps — will detect this and refuse to function.

They’re fighting a rearguard action against an industry that has successfully convinced most of its users that platform control is a feature, not a bug.

The obituary for the power user is being written right now.

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The Pentagon refused the guarantees, demanding that Anthropic accept the renegotiation unconditionally and threatening “consequences” if they refused.

More important, I don’t want the Pentagon to destroy Anthropic.

It’s the Pentagon who’s trying to break the original contract and unilaterally change the terms, not Anthropic.

Anthropic is the one saying that the Pentagon shouldn’t work with them if it doesn’t want to.

In an ideal world, Anthropic could wait for them to request a specific illegal action, then challenge it in court.

with: a trivial-to-parse data transfer format .. unicode-correct : any UTF-8 text (without byte-order marker) defines a valid Om program.

: any UTF-8 text (without byte-order marker) defines a valid Om program.

DownloadingThe Om source code is downloadable from the Om GitHub repository:The Development version (to which this documentation applies) can be obtained via Git clone or archive file.

The choose operation selects one of two operands, depending on whether a third is empty:choose {It was empty.

The following is the above program broken down into evaluation steps, where the code that is about to be replaced is bold, and the latest replacement is italicized:define{ minutes { dequote cho…

Instead, every major issue involved a third-party service, and in each case, the user explicitly granted the agent access to that service.

Similarly, you shouldn't give OpenClaw access to money.

I want to connect my credit card, but only let the agent spend < $30 a day, and only on Amazon Fresh.

This means the agent doesn't even have a credit card number to leak, and can't reuse a prior approval for subsequent actions.

But one thing is clear: we definitely do not need yet another agent sandbox.

The latest project to start talking about using LLMs to assist in development is experimental Linux copy-on-write file system bcachefs.

Together we work on bcachefs, a next-generation Linux file system.

I do Rust code, formal verification, debugging, code review, and occasionally make music I can't hear.

The new blog says that it is generated by an LLM, and Overstreet has posted to explain and defend it in a remarkable Reddit thread.

I'm using it for converting all of the userspace bcachefs code to Rust right now, and it's going incredibly smoothly.

Against Query Based CompilersQuery based compilers are all the rage these days, so it feels only appropriate to chart some treacherous shoals in those waters.

A query-based compiler is a straightforward application of the idea of incremental computations to, you guessed it, compiling.

In a build system, a query is an opaque process whose inputs and outputs are file.

In a query-based compiler, queries are just functions.

If you approach the problem of computing this map with query eyes, you might have a base per-file query that returns a map of file’s declarations, and then a recursive per-directory query.

It takes a state map, loads the data, runs the logic, and computes a new state as its output.

Instead, it updates the state map, and delegates to Maestro to orchestrate the transition.

Reliability, Debugging, and TestingThe State Map acts as the single source of truth throughout this lifecycle.

Because the state map keeps a :mycelium/trace of every transition, you get unparalleled observability.

Divorcing data flow from data transformation resolves the problem of LLM context overload in an elegant and general way.

But the range is even worse than with the normal e-bike on account of going faster.

This is where I pretty much dropped into the rabbit hole of battery pack manufacturing and the Bosch e-bike system in particular.

Then I ordered 190 Samsung E35 cells (from nkon.nl, which are a fairly standard thing in e-bike battery packs.

But given that a 500 Wh battery pack costs roughly the same its still a bargain.

Another advantage of what I built compared to the normal range e-bike batteries is that those batteries are running near the limits of what they can handle, charged up to 4.2V, discharged to 3V they will handle only a very limited number of cycles before they die.

In this essay, I would like to make one contribution to this discussion: I would like to talk about how LLMs can be used in a deterministic way.

Deterministic Tools in ProgrammingLet's get back to my own industry of software development, also known as "programming".

Unlike humans, LLMs don't get bored or tired or impatient.

Unlike humans and LLMs, programs are extremely deterministic, so I recommend relying on them when we need consistent, reliable behavior.

And that is where the LLM comes in handy, because agentic programming LLMs are very good at creating exactly this kind of tool.

Because the frameworks handle all of that, and the frameworks are good enough, and figuring out how things actually work is optional.

What it actually was, was control — Apple’s control over what you could do with hardware you supposedly bought.

Unlock your bootloader, which is the most basic possible act of taking ownership of your own hardware, and a growing list of apps — banking apps, payment apps, streaming apps — will detect this and refuse to function.

They’re fighting a rearguard action against an industry that has successfully convinced most of its users that platform control is a feature, not a bug.

The obituary for the power user is being written right now.

Text-Based Google DirectionsA minimalistic directions service aimed at users of feature phones/dumb phones, terminal-based browsers, low-bandwidth connections, screen readers etc.

Best suited for public transport directions.

Note: If you get a no directions found error, make sure that you are using the country drop-down selector and try including the city in the start/end location.

If you like using this service and would like to support its upkeep, we are happy to accept donations via PayPal.

Related links

It'd be nice to hear about interesting ones around the world.

Particularly smaller ones e.g.

for APL or Gleam.

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Note that the object files ( .o ) are dependent on the include files ( .h ) even though it is the source files ( .c ) which do the including.

This is because if an include file changes, it is the object files which are out-of-date, not the source files.

Recursive Makefile s have a great deal of repetition.

These 1000 source files include their own interface definition, plus the interface definitions of any other module they may call.

This paper has shown how a project build and a development build can be equally brief for a whole-project make .

The purpose of protocolsThe point of decentralization is to guarantee the rights of individuals and communities on the Internet.

The initial atproto team spent 25 collective years on magical meshes, including IPFS, Dat, SSB, and Filecoin.

We took all our prior work on p2p and moved it onto servers to create atproto.4 It was the most practical approach we could find for decentralization.

It's a direct attempt at practical decentralization, tradeoffs and all.

Whether from my hosting server of via a relay, the receivers build a cache of the activity in the shared data space.

This site requires JavaScript to run correctly.

Please turn on JavaScript or unblock scripts

Running Doom on a 20-Year-Old Snom 360 Office PhoneThis post is dedicated to my ADD and getting sidetracked at every possible step.

# df Filesystem 1k-blocks Used Available Use% Mounted on /dev/mtdblock2 3840 1996 1844 52% / tmpfs 7100 0 7100 0% /tmp# busybox BusyBox v1.2.2 ( 2007.02.22-17:43+0000 ) multi-call binary Usage: busybox [ function ] [ arguments ] ... or: [ function ] [ arguments ] ... BusyBox is a multi-call binary that combines many common Unix utilities into a single executable.

The new busybox had significantly more functionality:~ $ busybox BusyBox v1.2.2 (2026.01.29-21:33+0000) multi-call binary Usage: busybox [function] [arguments]... or: [function] [arguments]... BusyBox …

Job-themed “coding challenges” on Bitbucket that execute backdoors through normal developer workflows.

Three ways in, one backdoor:Path 1: VS Code workspace automation.

Trojanized assets like jquery.min.js contain obfuscated code that fetches JavaScript loaders from Vercel when you run npm run dev .

Developer: “I’ll just run this technical assessment for the interview.” Attacker’s C2: “Thank you for registering.

The attack leverages multiple execution paths including VS Code workspace automation, build-time execution, and server startup execution to blend into normal developer workflows.

The Information:

OpenAI hires Meta AI researcher Ruoming Pang, who joined Meta from Apple about seven months ago for a pay package reportedly worth $200M+ over several years — OpenAI has hired a high-profile AI researcher at Meta Platforms who had joined the company from Apple about seven months ago, a spokesperson from OpenAI confirmed.

Lawrence Abrams / BleepingComputer:

Cisco warns of critical SD-WAN bug that was actively exploited in zero-day attacks since 2023, as CISA and international partners issue emergency directives — Cisco is warning that a critical authentication bypass vulnerability in Cisco Catalyst SD-WAN, tracked as CVE-2026-20127 …

Paul Sandle / Reuters:

The UK's Virgin Media O2 launches Europe's first satellite-to-mobile service, powered by Starlink and initially available for £3/month on select Samsung devices — Britain's Virgin Media O2 launched Europe's first satellite-to-mobile service on Thursday, bringing text messages …

Brody Ford / Bloomberg:

Filing: C3.ai plans to cut ~26% of its workforce; the company had ~1,200 employees as of April 2025; C3.ai shares drop 20%+ after hours on weaker FY guidance — C3.ai Inc., a maker of data analysis software, is cutting about a quarter of its workforce after the appointment of a new chief executive officer.

The Information:

Sources: Saronic, which is building autonomous warships, is raising up to $1.5B at a ~$7.5B pre-money valuation; Saronic was last valued at $3.4B a year ago — Saronic, a startup that builds autonomous warships, is raising as much as $1.5 billion in a financing that would value the company …

Jonathan Stempel / Reuters:

New York's AG sues Valve over its use of loot boxes, accusing the game developer of violating state gambling laws and threatening to addict children to gambling — New York's attorney general sued Valve, a video game developer whose franchises include Counter-Strike, Team Fortress and Dota …

Rebecca Szkutak / TechCrunch:

Alphabet's Intrinsic, which builds AI models and software for industrial robots, joins Google; it will remain a distinct entity and work with Google DeepMind — Google is moving further into physical AI by bringing a familiar robotics software platform under its wing.

Jaspreet Singh / Reuters:

Snowflake reports Q4 product revenue up 30% YoY to $1.23B, vs. $1.18B est., and forecasts Q1 and FY 2027 product revenue above estimates — Snowflake (SNOW.N) forecast fiscal 2027 product revenue above Wall Street estimates on Wednesday, a sign that new clients are turning …

Anhata Rooprai / Reuters:

Zoom reports Q4 revenue up 5.3% YoY to $1.25B, vs. $1.23B est., online revenue up 2.6% to $489.7M, and forecasts Q1 adjusted profit per share below estimates — Zoom Communications (ZM.O) forecast quarterly profit below Wall Street estimates on Wednesday, signaling intense competition …

Axios:

Sources: DOD asked Boeing and Lockheed Martin to assess their reliance on Claude, a first step toward blacklisting Anthropic; Lockheed confirms it was contacted — The Pentagon asked two major defense contractors on Wednesday to provide an assessment of their reliance on Anthropic's AI model …

Brody Ford / Bloomberg:

AMD will buy $150M in Nutanix stock and provide up to $100M to fund joint initiatives to develop an infrastructure platform for powering AI applications — Advanced Micro Devices Inc. will buy $150 million in Nutanix Inc. stock as part of a new partnership that also includes joint engineering and sales efforts.

Reuters:

Sources: DeepSeek did not share its upcoming V4 model with US chipmakers, including AMD and Nvidia, but granted early access to Chinese companies like Huawei — DeepSeek, the Chinese artificial intelligence lab whose low-cost model rattled global markets last year, has not shown U.S. chipmakers …

Ian King / Bloomberg:

Nvidia reports Q4 revenue up 73% YoY to $68.13B, vs. $66.21B est., Data Center revenue up 75% to $62.3B, and forecasts Q1 revenue above estimates — Nvidia Corp., the world's most valuable company, gave another bullish quarterly revenue forecast, signaling that the massive build-out of AI computing remains on track.

Zaheer Kachwala / Reuters:

Salesforce reports Q4 revenue up 12% YoY to $11.2B, vs. $11.18B est., forecasts Q1 revenue above estimates, and announces a $50B share repurchase program — Salesforce (CRM.N) forecast first-quarter revenue above Wall Street expectations on Wednesday, betting on strong demand …

Eric Newcomer / Newcomer:

Leaked Thrive deck: $26.8B in AUM as of June 30, 2025, deal value peaked in Q4 2021, positive DPI for four early funds, including 2.4x for 2016's Thrive V, more — We've got an inside look at Josh Kushner's Thrive Capital's performance View in browser EXCLUSIVE: Thrive Netted 2.4x DPI from 2016 Fund.

Foo Yun Chee / Reuters:

Source: Google plans to test search changes in Europe, displaying results from competing vertical search services next to its own, seeking to avoid EU fines — Alphabet's (GOOGL.O) Google is poised to start testing changes to its search results to give rivals more prominence …

Todd Bishop / GeekWire:

Anthropic acquires Vercept, whose Vy desktop agent lets users control a Mac or PC with natural language, to “advance Claude's computer use capabilities” — Anthropic is acquiring Vercept, a Seattle startup founded by alumni of the Allen Institute for AI, in a move that illustrates …

Katie McQue / The Guardian:

New Mexico's Meta lawsuit: some police officers testify that Meta's AI is sending a flood of “junk” CSAM reports that are draining resources and slowing cases — Officers say flood of low-quality reports is draining resources and slowing cases amid New Mexico lawsuit

Yuliya Chernova / Wall Street Journal:

Sources: Thrive invested $1B in OpenAI in 2025 at a $285B valuation in a transaction akin to a call option; OpenAI was separately raising at a $830B valuation — Joshua Kushner's firm Thrive Capital recently invested in OpenAI at a valuation of $285 billion, about a third of the price …

Jason Hiner / The Deep View:

Perplexity launches Perplexity Computer, “a general-purpose digital worker” that can route work across 19 AI models, available initially for Max subscribers — Claude Code and OpenClaw have taken 2026 by storm by offering the first glimpses of personal AI agents.

Allison Johnson / The Verge:

Google launches task automation for Gemini on Pixel 10 and Samsung Galaxy S26, enabling it to autonomously navigate apps like Uber and DoorDash — Gemini's in the driver's seat. … Google's Gemini AI is getting one step closer to being more like an actual assistant.

Allison Johnson / The Verge:

Hands-on with Galaxy S26 Ultra's Privacy Display: very impressive with a dual-pixel system that allows users to toggle viewing angles to prevent side-peeking — New hardware features? At a time like this? … Maybe it's a reflection of just how slow hardware innovation has been …

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

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

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Reload to refresh your session.

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Stremio - Freedom to StreamStremio is a modern media center that's a one-stop solution for your video entertainment.

You discover, watch and organize video content from easy to install addons.

BuildPrerequisitesNode.js 12 or higherpnpm 10 or higherInstall dependenciespnpm installStart development serverpnpm startProduction buildpnpm run buildRun with Dockerdocker build -t stremio-web .

docker run -p 8080:8080 stremio-webScreenshotsBoardDiscoverMeta DetailsLicenseStremio is copyright 2017-2023 Smart code and available under GPLv2 license.

See the LICENSE file in the project for more information.

Hugging Face SkillsHugging Face Skills are definitions for AI/ML tasks like dataset creation, model training, and evaluation.

They are interoperable with all major coding agent tools like OpenAI Codex, Anthropic's Claude Code, Google DeepMind's Gemini CLI, and Cursor.

Google Gemini uses 'extensions' to define the instructions for your coding agent in a gemini-extension.json file.

InstallationHugging Face skills are compatible with Claude Code, Codex, Gemini CLI, and Cursor.

Your coding agent automatically loads the corresponding SKILL.md instructions and helper scripts while it completes the task.

You can show your support via:Cryptocurrency: BTC: bc1q7zldmzjwspnaa48udvelwe6k3fef7xrrhg5625 LTC: LRWgqwEYDwqau1WeiTs6Mjg85NJ7m3fsdQ ETH: 0x3f844B2cc3c4b7242964373fB0A41C4fdffB192APatreon: https://patreon.com/lucknitehttps://patreon.com/lucknite Ko-fi: https://ko-fi.com/lucknite🙏 Thank you for your support!

SponsorsSponsor the most comprehensive repository of AI system prompts and reach thousands of developers.

Latest Update: 08/01/2026🔗 Connect With MeX: NotLuckniteNotLucknite Discord : x1xhlol: Email: [email protected]🛡️ Security Notice for AI Startups⚠️ Warning: If you're an AI startup, make sure your data is secure.

Check out ZeroLeaks, a service designed to help startups identify and …

Cloudflare AgentsAgents are persistent, stateful execution environments for agentic workloads, powered by Cloudflare Durable Objects.

Each agent has its own state, storage, and lifecycle — with built-in support for real-time communication, scheduling, AI model calls, MCP, workflows, and more.

count ; } @ callable ( ) decrement ( ) { this .

There are also examples using the OpenAI Agents SDK in openai-sdk/ .

npm install # install all workspaces npm run build # build all packages npm run check # full CI check (format, lint, typecheck, exports) CI=true npm test # run tests (vitest + vitest-pool-workers)Changes to packages/ need a changeset:npx changesetSee AGENTS.md for deeper contributor guid…

Seerr is a free and open source software application for managing requests for your media library.

It integrates with the media server of your choice: Jellyfin, Plex, and Emby.

Currently, Seerr supports Sonarr and Radarr.

Customizable request system, which allows users to request individual seasons or movies in a friendly, easy-to-use interface.

SupportCheck out the Seerr Documentation before asking for help.

TimesFMTimesFM (Time Series Foundation Model) is a pretrained time-series foundation model developed by Google Research for time-series forecasting.

Latest Model Version: TimesFM 2.5Archived Model Versions:1.0 and 2.0: relevant code archived in the sub directory v1 .

You can pip install timesfm==1.3.0 to install an older version of this package to load them.

Update - Oct. 29, 2025Added back the covariate support through XReg for TimesFM 2.5.

This repo will be under construction over the next few weeks toadd support for an upcoming Flax version of the model (faster inference).

Synkra AIOS: Framework Universal de Agentes IA 🚀Framework de Desenvolvimento Auto-Modificável Alimentado por IA.

Contributors appearing in the git history from the original BMad Method repository do not imply active participation in or endorsement of Synkra AIOS.

Visão GeralPremissa Arquitetural: CLI FirstO Synkra AIOS segue uma hierarquia clara de prioridades:CLI First → Observability Second → UI ThirdCamada Prioridade Foco Exemplos CLI Máxima Onde a inteligência vive.

O arquivo .claude/CLAUDE.md é carregado automaticamenteé carregado automaticamente Sync dedicado de agentes: npm run sync:ide:claudeValidacao dedicada: npm run validate:claude-sync && npm run validate:claude-integrationPara …

Excalidraw MCP Server & Agent SkillRun a live Excalidraw canvas and control it from AI agents.

Agent Skill: Portable skill for Claude Code, Codex CLI, and other skill-enabled agentsKeywords: Excalidraw agent skill, Excalidraw MCP server, AI diagramming, Claude Code skill, Codex CLI skill, Claude Desktop MCP, Cursor MCP, Mermaid to Excalidraw.

Configure MCP ClientsThe MCP server runs over stdio and can be configured with any MCP-compatible client.

Canvas server : Must be running before the MCP server connects.

Start it with npm run canvas (local) or docker run -d -p 3000:3000 ghcr.io/yctimlin/mcp_excalidraw-canvas:latest (Docker).

RowboatOpen-source AI coworker that turns work into a knowledge graph and acts on itRowboat connects to your email and meeting notes, builds a long-lived knowledge graph, and uses that context to help you get work done - privately, on your machine.

Voice notesTo enable voice notes (optional), add a Deepgram API key in ~/.rowboat/config/deepgram.json:{ "apiKey": "" }Web searchTo use Brave web search (optional), add the Brave API key in ~/.rowboat/config/brave-search.json.

IntegrationsRowboat builds memory from the work you already do, including:Gmail (email)(email) Granola (meeting notes)(meeting notes) Fireflies (meeting notes)How it’s differentMost AI tools reconstruct context on demand by…

🚀 Quickstart | 🏠 Home | 📚 Docs | 📊 Benchmarks | 🎮 Discord | 🐦 X (Twitter)Zvec is an open-source, in-process vector database — lightweight, lightning-fast, and designed to embed directly into applications.

Built on Proxima (Alibaba's battle-tested vector search engine), it delivers production-grade, low-latency, scalable similarity search with minimal setup.

⚡ One-Minute Exampleimport zvec # Define collection schema schema = zvec .

VECTOR_FP32 , 4 ), ) # Create collection collection = zvec .

Doc ( id = "doc_2" , vectors = { "embedding" : [ 0.2 , 0.3 , 0.4 , 0.1 ]}), ]) # Search by vector similarity results = collection .

Start the Systemfrom wifi_densepose import WiFiDensePose # Initialize with default configuration system = WiFiDensePose () # Start pose estimation system .

Using the REST API# Start the API server wifi-densepose start # Start with custom configuration wifi-densepose -c /path/to/config.yaml start # Start with verbose logging wifi-densepose -v start # Check server status wifi-densepose statusThe API will be available at http://localhost:8000API Documentation : http://localhost:8000/docs: http://localhost:8000/docs Health Check : http://localhost:8000/api/v1/health: http://localhost:8000/api/v1/health Latest Poses: http://localhost:8000/api/v1/pose/latest4.

start Start the WiFi-DensePose API s…

Chrome/Firefox extension: install the CLI and run summarize daemon install --token so the Side Panel can stream results and use local tools.

> /tmp/summarize-cli-smoke.txt summarize --cli codex --plain --timeout 2m /tmp/summarize-cli-smoke.txt summarize --cli claude --plain --timeout 2m /tmp/summarize-cli-smoke.txt summarize --cli gemini --plain --timeout 2m /tmp/summarize-cli-smoke.txt summarize --cli agent --plain --timeout 2m /tmp/summarize-cli-smoke.txtSet explicit CLI allowlist/order:{ "cli" : { "enabled" : [ " codex " , " claude " , " gemini " , " agent " ] } }Configure implicit auto CLI fallback:{ "cli" : { "autoFallback" : { "enabled" : true , "onlyWhenNoApiKeys" : true , "order" :…

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“Women see body count as a leaderboard and they try to outdo each other,” was one of them.

I actively try to avoid online misogyny, but I am met with it incessantly whenever I open my mainstream social media apps.

I’ve seen videos of boys telling anyone who is unattractive that they should end their own life.

A social media ban for under-16s might prevent young boys seeing endless content that treats women with contempt and hate.

Boys at this age are very susceptible to the cool and funny framing of what is, in reality, relentless misogyny.

Writing about Agentic Engineering PatternsI’ve started a new project to collect and document Agentic Engineering Patterns—coding practices and patterns to help get the best results out of this new era of coding agent development we find ourselves entering.

I’m using Agentic Engineering to refer to building software using coding agents—tools like Claude Code and OpenAI Codex, where the defining feature is that they can both generate and execute code—allowing them to test that code and iterate on it independently of turn-by-turn guidance from their human supervisor.

Agentic Engineering represents the other end of the scale: professional software engineers using coding agents to improve and ac…

What you're seeing above is a C program that was compiled using GCC into native 8086 machine code being executed fully within CSS.

I plan on writing a blog post that explains how this works as well as many of the tricks used.

The CSS also has a JS-less clock implementation, so if you disable scripts on this site, it will still run.

In Firefox it is possible to load CSS with no HTML, but atm this demo only works in Chromium-based browsers.

By default there is 0x600 bytes (1.5kB) of memory, but this can be increased in the build_css.py file as necessary.

WalkmanLand pays tribute to the pocket tape devices of yesterdays: the Walkmans.

These analog machines are considered one of the devices that have most influenced the behaviour of people in modern societies.

We want to collect all the once commercially available models under one roof, in one catalog.

The iPhone Pro and Pro Max were redesigned to maximize the performance of the camera and the silicon inside.

The iPhone 17 gained ProMotion and the always-on display, making it the best base iPhone ever.” — Stephen HackettThe iPhone Air“The iPhone Air, with all its compromises, is the best iPhone I’ve used in a long time.

Apple Watch stagnation“Like the iPad, the Apple Watch seemed to mostly take the year off, with limited, mostly internal changes.

Every piece of Apple hardware feels like it’s from the future.” — Gabe Weatherhead“17 years into writing for MacStories, and I still haven’t had any major issue with Apple hardware in my life.

This is an app that felt like it was designed by true…

Good code still has a costDelivering new code has dropped in price to almost free... but delivering good code remains significantly more expensive than that.

Here's what I mean by "good code":The code works.

We know the code works.

The design affords future changes.

It's important to maintain YAGNI - code with added complexity to anticipate future changes that may never come is often bad code - but it's also important not to write code that makes future changes much harder than they should be.

Guides: Agentic Engineering PatternsPatterns for getting the best results out of coding agents like Claude Code and OpenAI Codex.

See my introduction for more on this project.

via The Verge https://ift.tt/7AfIt9n

FreeBSD doesn't have Wi-Fi driver for my old MacBook.

AI built one for meMy old 2016 MacBook Pro has been collecting dust in a cabinet for some time now.

Brcmfmac is a Linux driver (ISC licence) for set of FullMAC chips from Broadcom.

The kernel paniced, and after Claude fixed the panics, it discovered that “module didn’t do anything”.

Today, the code in freebsd-brcmfmac uses ISC license, because this is what the original code of brcmfmac Linux driver uses (e.g.

Load balancer📘 Load balancerPgDog is an application layer (OSI Level 7) load balancer for PostgreSQL.

ExampleThe load balancer is enabled automatically when a database has more than one host:[[ databases ]] name = " prod " host = " 10.0.0.1 " role = " primary " [[ databases ]] name = " prod " host = " 10.0.0.2 " role = " replica "Health checks📘 HealthchecksPgDog maintains a real-time list of healthy hosts.

ExampleConfiguring multiple hosts for the same database with different shard numbers ( shard setting) enables sharding:[[ databases ]] name = " prod " host = " 10.0.0.1 " shard = 0 [[ databases ]] name = " prod " host = " 10.0.0.2 " shard = 1Note: read below for how to configure query rou…

The world’s top AI models can be prompted to generate near-verbatim copies of bestselling novels, raising fresh questions about the industry’s claim that its systems do not store copyrighted works.

A series of recent studies has shown that large language models from OpenAI, Google, Meta, Anthropic, and xAI memorize far more of their training data than previously thought.

“There’s growing evidence that memorization is a bigger thing than previously believed,” said Yves-Alexandre de Montjoye, a professor of applied mathematics and computer science at Imperial College London.

AI groups have long argued that memorization does not happen.

But a study published last month showed that researchers …

Eventually, in time, it was acquired by Apple, where the forecast and some core features were incorporated into Apple Weather.

Embracing UncertaintyOur biggest pet peeve with most weather apps is how they deal (or rather, don’t deal) with forecast uncertainty.

It is a simple fact that no weather forecast will ever be 100% reliable: the weather is moody, fickle, and chaotic.

Rather than pretending we will always be right, Acme Weather embraces the idea that our forecast will sometimes be wrong.

Current conditions often evolve quickly during storms, radar is imperfect and can fail to detect precipitation during light rain, snow versus freezing rain can be volatile, etc.

For the past few weeks I’ve been teaching my 9-pound cavapoo Momo (cavalier king charles spaniel and toy poodle) to vibe code games.

Keystrokes travel across the network to DogKeyboard, a small Rust app that filters out special keys and forwards the rest to Claude Code.

How the prompt worksIt’s easy to submit random text to Claude Code, but it doesn’t do much.

It frequently hung, and I never figured out how to get Claude Code to read the scene hierarchy from the editor.

As the number of almost-there games mounted, the need for real feedback to Claude Code became clear.

Code language css Copy to clipboard ul { padding-inline-start : 1lh ; }Numbered or ordered lists which reach into double figures and beyond will require more space.

Code language css Copy to clipboard ul { list-style : symbols ( cyclic "🌑" "🌓" "🌕" "🌗" ) ; }At the time of writing, this only works in Firefox.

< li > Second item.

Code language css Copy to clipboard ol[role='list'] li::before { display : inline-block ; width : 4ch ; padding-inline-end : 1ch ; margin-inline-start : -5ch ; text-align : right ; font-variant-numeric : tabular-nums ; content : counter ( list-item ) "."

To do this use the counters() function:Code language css Copy to clipboard ol[role='list'] li::before { content …

This is the CitriniResearch Macro Memo from June 2028, detailing the progression and fallout of the Global Intelligence Crisis.

Despite the administration’s repeated boasts of record productivity, white-collar workers lost jobs to machines and were forced into lower-paying roles.

And the traditional policy toolkit (rate cuts, QE) can address the financial engine but cannot address the real economy engine, because the real economy engine is not driven by tight financial conditions.

The Intelligence Premium UnwindFor the entirety of modern economic history, human intelligence has been the scarce input.

Machine intelligence is now a competent and rapidly improving substitute for human intellig…

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.

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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.

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

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

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

Squarespace – A website makes it real!

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

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.

It’s like, I don’t know if you’re a golfer, Tim, but that’s what golf folks say as well.

And golf tech, like any tech, is just limitless really what they can fine tune and dial in.

I’m being facetious, but you know, golf rounds aren’t cheap, golf trips with friends aren’t cheap, golf clubs are not cheap.

And so that today is my TrueNAS box.

I kind of want my TrueNAS box to do everything.

[ ] Well, there’s, and we’ve talked a lot about the building of a company and the building of software now.

And I think founders today have that, it is as important as the thing that they’re building, right?

And if you’re a developer building an agent, it could be your sales agent, it could be a developer of a coding agent.

And you connect up to the Layercode voice layer and put in our browser SDK and then you get a little voice agent microphone button and everything in the web app.

There’s a lot of trade-offs, right, in voice between latency, price, quality, so we let users explore that and find the right fit for their voice agent.

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.

ZDNET's key takeawaysPhotography on the Galaxy S26 Ultra is better than before, thanks to small yet important changes.

Also: Samsung Unpacked 2026 live recap: Galaxy S26 Ultra, Privacy Display, preorder deals, moreThat's why I'm genuinely excited about Samsung's new flagship phone, the Galaxy S26 Ultra.

This year's Galaxy S26 Ultra takes things up a notch with APV codec support.

Also: Samsung Galaxy S26 Ultra vs. iPhone 17 Pro Max: Which premium flagship phone wins?

Preorders for the Galaxy S26 Ultra are live on Samsung's website.

The new Samsung Galaxy S26 Ultra features a built-in option for a Privacy Display.

ZDNET's key takeawaysSamsung unveils a Privacy Display filter at Unpacked.

The Galaxy S26 Ultra is the only model so far to feature this innovation.

Let's be honest, most of the updates to the Galaxy S26 series of phones during Samsung Unpacked were iterative.

If it works as Samsung promises, the Privacy Display feature may become the new standard for phone manufacturers to reach in the coming years.

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

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

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

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

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

The Galaxy S26 lineup includes three new models (the Galaxy S26, Galaxy S26 Ultra, and the Galaxy S26 Plus), and each offers more efficient batteries, overhauled software, and a suite of new AI features.

Also: Samsung Unpacked 2026: Live updatesRight now at AT&T, when you preorder the Samsung Galaxy S26, Galaxy S26 Ultra, or the Galaxy S26 Plus, you can receive your choice of phone for $0 if you trade in an eligible device.

If this offer is redeemed to its full extent, you can save up to $1,300 off the Galaxy S26 Ultra, up to $1,100 off the Galaxy S26 Plus, and up to $900 off the Galaxy S26, applied after 36 monthly bill credits.

The S26 Plus will start at $31 per month, and the S26 Ultra w…

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.

Thanks to some big new features available today, most people only need Premium Lite. Here's why.

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.

Samsung's February Unpacked 2026 event has left us with a new trio of flagship phones, the most premium being the Galaxy S26 Ultra.

You're a video shooterThere are multiple reasons why the iPhone 17 Pro Max is the phone to use for video.

Also: Samsung Galaxy S26 Ultra vs. Galaxy S25 Ultra: I've tried both flagships, and here's my choiceProcessing power is important in the realm of video processing/editing, gaming, and AI.

But at the end of the day, if I had to pick, I'd go with the Samsung Galaxy S26 Ultra.

Also: The best Samsung Galaxy S26 cases of 2026: Expert recommendedApple works great within its ecosystem, and it just ok with everyone else.

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.

Samsung just announced three new phones in the Galaxy S26 series lineup, as well as an update to its earbuds in the Galaxy Buds 4 Pro.

Also: Samsung Unpacked 2026 live blog: Galaxy S26 Ultra specs, Buds 4 Pro, preorder deals, moreMost notably, the new Galaxy S26 Ultra comes with built-in Privacy Display, which applies a block-out tint when viewed at an angle, preventing strangers from snooping on your phone's screen.

The Galaxy S26 Ultra starts at $1,300.

Also: Every Samsung Galaxy S26 model compared: Should you buy the base, Plus, or Ultra?

Samsung Galaxy S26Prakhar Khanna/ZDNETThe base-model Galaxy S26 is the cheapest, starting at $900, but it still features the same chipset as the S26+ a…

Navigation, live translation, and fitness are the top applications.

The technology has matured enough to the point that essentially all premium earbuds have fantastic audio quality and noise cancellation.

Samsung's new Galaxy Buds 4 and Buds 4 Pro reinforce this idea.

Live translationSeveral earbuds feature live translation services that capture spoken words and send them to your phone for translation.

Also: Intrigued by Live Translation?

You should buy the Samsung Galaxy S26 Ultra if...Prakhar Khanna/ZDNET1.

By the way, those specs are nearly identical to the Pixel 10 Pro XL.

What sets the Samsung Galaxy S26 Ultra apart is its glare-free coating, which significantly reduces light reflections, and its new Privacy Display.

Some retailers may be bundling gift cards with S26 Ultra preorders right now, so that's worth considering.

If you're heavy on social media usage and sharing the latest happenings with friends and family, the Samsung Galaxy S26 Ultra's camera is better suited for you.

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

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

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

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

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

Salesforce reported a solid year-end earnings and then pulled out all the stops to ward. off more talk of the death of its business to AI.

Gushwork has raised $9 million in a seed round led by SIG and Lightspeed. The startup has seen early customer traction from AI search tools like ChatGPT.

Seattle-based Vercept developed complex agentic tools, including a computer-use agent that could complete tasks inside applications like a person with a laptop would.

"The demand for tokens in the world has gone completely exponential," Nvidia CEO Jensen Huang said about the company's earnings.

Many of hyperscalers have already made public commitments in to cover electricity cost increases.

Under the first year of the Trump administration, the U.S. cyber agency CISA has faced cuts, layoffs, and furloughs, as bipartisan lawmakers and cybersecurity industry sources say the agency is unprepared to handle a crisis.

Crypto is creeping back into the startup conversation, but at ETHDenver last week, the buzz was as much about Washington as it was about tokens. Policy shifts are rippling through the market as Tether and stablecoins face scrutiny, players like Stripe re-enter the conversation, and startups either find traction or flame out. The hype cycle is over, or at least taking a break. So what comes next? On […]

Nearly five years after graduating into an independent Alphabet company, Intrinsic is moving under Google's domain.

Snapchat is the latest social media platform to launch awards for creators, joining TikTok and Instagram.

A tax accountant saw Elon Musk fans bidding up a Kalshi prediction market and saw a sure bet to make easy money.

The former boss of a U.S. hacking tools maker was jailed for selling highly sensitive software exploits to a Russian broker. This is how we first learned of his arrest, reported the story, and some of the unanswered questions we still have.

The new privacy tech uses different types of pixels to let you block certain apps and notifications from being viewed by others.

The wearable incentivizes healthy behavior with points that can be redeemed for health products.

Kalshi fined the MrBeast editor, Artem Kaptur, for over $20,000.

Public backlash over the data center boom is leading to a variety of draconian policies—including bans on new construction.

Kalshi, the prediction market platform regulated by the Commodity Futures Trading Commission, has for the first time publicly disclosed the results of an insider trading investigation, naming an editor for YouTube's biggest creator as the offender. The company identified Artem Kaptur, an editor for MrBeast, who it says traded around $4,000 on markets tied to the streamer and achieved "near-perfect trading success" on low-odds bets -- a pattern investigators flagged as suspicious. Kalshi froze Kaptur's account before he could withdraw any profits, fined him $20,000, suspended him for two years, and reported the case to the CFTC. Read more of this story at Slashdot.

Tech companies ranging from 300-person startups to giants like Amazon, Google, Meta, Microsoft and Salesforce have moved beyond encouraging employees to use AI tools and are now actively tracking adoption and, in several cases, tying it to performance reviews. Google is factoring AI use into some software engineer reviews for the first time this year, and Meta's new performance review system will do the same -- it can track how many lines of code an engineer wrote with AI assistance. Amazon Web Services managers have dashboards showing individual engineer AI-tool usage and consider adoption when evaluating promotions. About 42% of tech-industry workers said their direct manager expects AI u…

An anonymous reader shares a report: Brian Merchant, writing for Blood in the Machine, reports that people across the United States are dismantling and destroying Flock surveillance cameras, amid rising public anger that the license plate readers aid U.S. immigration authorities and deportations. Flock is the Atlanta-based surveillance startup valued at $7.5 billion a year ago and a maker of license plate readers. It has faced criticism for allowing federal authorities access to its massive network of nationwide license plate readers and databases at a time when U.S. Immigration and Customs Enforcement is increasingly relying on data to raid communities as part of the Trump administration's…

Seamus Blackley, one of the original founders of Xbox who helped convince Bill Gates and Steve Ballmer to back a console project more than 26 years ago, told GamesBeat in an interview that he believes Microsoft is quietly sunsetting the platform under the guise of an AI-driven leadership transition. Microsoft recently announced that Asha Sharma, whose career has focused on AI and software as a service, will replace Phil Spencer as Xbox CEO, and that COO and president Sarah Bond is leaving the company. Blackley said he expects Sharma's role to be that of "a palliative care doctor who slides Xbox gently into the night," arguing that Satya Nadella's all-consuming bet on generative AI has turne…

A hacker exploited Anthropic's AI chatbot to carry out a series of attacks against Mexican government agencies, resulting in the theft of a huge trove of sensitive tax and voter information, according to cybersecurity researchers. From a report: The unknown Claude user wrote Spanish-language prompts for the chatbot to act as an elite hacker, finding vulnerabilities in government networks, writing computer scripts to exploit them and determining ways to automate data theft, Israeli cybersecurity startup Gambit Security said in research published Wednesday. The activity started in December and continued for roughly a month. In all, 150 gigabytes of Mexican government data was stolen, includin…

DVD and Blu-ray sales have been in freefall for years, but the decline is slowing considerably as Gen Z buyers turn to physical media and drive a measurable uptick at video rental stores and retailers across the U.S. Overall disc sales fell just 9% last year after dropping more than 20% in both 2023 and 2024, according to the Digital Entertainment Group, and U.S. consumers spent 12% more on 4K UHD Blu-rays in 2025 than the prior year. The Criterion Collection, a leading boutique Blu-ray label, confirmed significant year-over-year sales increases that its president credits to younger customers. Vidiots, a video store in Los Angeles, averaged 170 rentals a day in January 2026 -- its biggest m…

The screeching sound that Scotch tape makes when you rip it off a surface -- that fingernails-on-a-chalkboard noise most people try not to think about -- is produced by shock waves from micro-cracks that travel across the peeling tape at supersonic speeds, according to a new paper published in Physical Review E. Researchers led by Sigurdur Thoroddsen of King Abdullah University in Saudi Arabia used simultaneous high-speed imaging and synchronized microphones to capture both the propagating fractures and the sound waves they generate in the surrounding air. The team's earlier work, in 2010, had identified a sequence of transverse cracks racing across the width of the adhesive during peeling,…

An anonymous reader shares a report: Japan's Fair Trade Commission raided Microsoft Japan's offices on Wednesday as part of an investigation into whether it improperly restricted customers of its Azure platform from using rival cloud services, a source with direct knowledge of the matter told Reuters. The source said Japan's antitrust authorities would also be seeking clarification from Microsoft's parent company in the United States. Microsoft Japan is suspected of setting conditions that effectively shut out other services by limiting access to popular services on other cloud platforms, the source said. Read more of this story at Slashdot.

An anonymous reader shares a report: Uber is one step closer to going airborne. On Wednesday, the company previewed its air taxi booking service ahead of an expected launch in Dubai later this year. The inaugural Uber Air program will let travelers book Joby Aviation's electric air taxis through a familiar process in the Uber app. The experience of booking an air taxi will be much like reserving a four-wheeled Uber. In the app, after entering your destination, Uber Air will appear as an option for eligible routes. The Uber app will book a flight and an Uber Black to pick you up and drop you off at a Joby "vertiport." Joby's air taxis, built exclusively for city travel, can accommodate up to…

Anthropic, the AI company that has long positioned itself as the industry's most safety-conscious research lab, is dropping the central commitment of its Responsible Scaling Policy -- a 2023 pledge to never train an AI system unless it could guarantee beforehand that its safety measures were adequate. "We didn't really feel, with the rapid advance of AI, that it made sense for us to make unilateral commitments ... if competitors are blazing ahead," chief science officer Jared Kaplan told TIME. The overhauled policy, approved unanimously by CEO Dario Amodei and Anthropic's board, instead commits the company to matching or surpassing competitors' safety efforts and to delaying development onl…

HP has revealed that memory now accounts for 35% of the cost of materials it needs to build a PC, up from between 15 and 18% last quarter. And the company expects RAM's contribution will rise through the year. From a report: Speaking on the company's Q1 2026 earnings call, interim CEO Bruce Broussard said the company has secured long-term supply agreements for the year and also "qualified new suppliers [and] built in strategic inventory positions for key platforms and cut the time to qualify new material in half to accelerate our product configuration changes." That sounds a lot like HP Inc is signing up new suppliers at a brisk pace. Broussard said the company has also "expanded lower-cost…

Apple's forthcoming touch-screen MacBook Pro models -- the company's first-ever laptops to support touch input -- will feature the iPhone's Dynamic Island at the center top of their OLED displays and a new interface that dynamically adjusts between touch and point-and-click controls, according to a Bloomberg report citing people familiar with the plans. The 14-inch and 16-inch models, code-named K114 and K116, are slated for release toward the end of 2026 and won't be part of Apple's product announcements in the first week of March. The redesigned interface brings up a contextual menu surrounding a user's finger when they touch a button or control, and enlarges menu bar items when tapped, a…

The United States installed a record 57 gigawatt hours of new battery storage on its electric grids in 2025, a nearly 30% increase over the prior year that arrived even as the Trump administration cut tax credits for wind and solar in last summer's One Big Beautiful Bill. The figures come from a Solar Energy Industries Association report published Monday, which also projects the market will grow another 21% this year by adding 70 gigawatt hours in 2026 alone. Battery tax credits themselves survived the legislation largely intact, and the majority of last year's new installations were stand-alone systems not tied to specific solar projects. In Texas, solar met more than 15% of electricity de…

A 10-week-old boy named Hugo has become the first baby born in the UK from a womb transplanted from a deceased donor, after his mother Grace Bell -- who was born without a viable womb due to a condition called MRKH syndrome, which affects one in every 5,000 women -- underwent a 10-hour transplant operation at The Churchill Hospital in Oxford in June 2024. Hugo was born just before Christmas 2025, weighing nearly 7lbs, at Queen Charlotte's and Chelsea Hospital in west London, following IVF treatment and embryo transfer at The Lister Fertility Clinic. Bell's transplant is one of three completed so far as part of a UK clinical research trial that plans to carry out 10 such procedures from dece…

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.

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…

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.

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.

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.

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

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

In Why your mock doesn’t work I explained this rule of

mocking:Mock where the object is used, not where it’s

defined.That blog post explained why that rule was important: often a mock doesn’t

work at all if you do it wrong. But in some cases, the mock will work even if

you don’t follow this rule, and then it can break much later. Why?Let’s say you have code like this:# user.py def get_user_settings() -> str: with open(Path("~/settings.json").expanduser()) as f: return json.load(f) def add_two_settings() -> int: settings = get_user_settings() return settings["opt1"] + settings["opt2"] You write a simple test:def test_add_two_settings(): # NOTE: need to create ~/settings.json for this to work…

In Why your mock doesn’t work I explained this rule of

mocking:Mock where the object is used, not where it’s

defined.That blog post explained why that rule was important: often a mock doesn’t

work at all if you do it wrong. But in some cases, the mock will work even if

you don’t follow this rule, and then it can break much later. Why?Let’s say you have code like this:# user.py def get_user_settings(): with open(Path("~/settings.json").expanduser()) as f: return json.load(f) def add_two_settings(): settings = get_user_settings() return settings["opt1"] + settings["opt2"] You write a simple test:def test_add_two_settings(): # NOTE: need to create ~/settings.json for this to work: # {"opt1": 1…

Искатели кайфов, дрейф на рейв, парусить вокруг торнадо, высадка на необитаемый остров

It’s been a busy, bumpy week with coverage.py. Some things did not go

smoothly, and I didn’t handle everything as well as I could have.It started with trying to fix issue 2064 about

conflicts between the “sysmon” measurement core and a concurrency setting.To measure your code, coverage.py needs to know what code got executed. To

know that, it collects execution events from the Python interpreter. CPython now

has two mechanisms for this: trace functions and sys.monitoring. Coverage.py

has two implementations of a trace function (in C and in Python), and an

implementation of a sys.monitoring listener. These three components are the

measurement cores, known as “ctrace”, “pytrace”, and “sysmon”…

It’s been a busy, bumpy week with coverage.py. Some things did not go

smoothly, and I didn’t handle everything as well as I could have.It started with trying to fix issue 2064 about

conflicts between the “sysmon” measurement core and a concurrency setting.To measure your code, coverage.py needs to know what code got executed. To

know that, it collects execution events from the Python interpreter. CPython now

has two mechanisms for this: trace functions and sys.monitoring. Coverage.py

has two implementations of a trace function (in C and in Python), and an

implementation of a sys.monitoring listener. These three components are the

measurement cores, known as “ctrace”, “pytrace”, and “sysmon”…

We are in an AI Bubble: the big question is if this bubble will worth it for the physical infrastructure and coordinated innovation that result?

Last night was a Boston Python project night where I

had a good conversation with a few people that was mostly guided by questions

from a nice guy named Mark.How to write nice code in researchMark works in research and made the classic observation that research code is

often messy, and asked about how to make it nicer.I pointed out that for software engineers, the code is the product. For

research, the results are the product, so there’s a reason the code can be and

often is messier. It’s important to keep the goal in mind. I mentioned it might

not be worth it to add type annotations, detailed docstrings, or whatever else

would make the code “nice”.But the more you can make “nice” a habit, …

Last night was a Boston Python project night where I

had a good conversation with a few people that was mostly guided by questions

from a nice guy named Mark.How to write nice code in researchMark works in research and made the classic observation that research code is

often messy, and asked about how to make it nicer.I pointed out that for software engineers, the code is the product. For

research, the results are the product, so there’s a reason the code can be and

often is messier. It’s important to keep the goal in mind. I mentioned it might

not be worth it to add type annotations, detailed docstrings, or whatever else

would make the code “nice”.But the more you can make “nice” a habit, …

Decreasing transportation and communications costs increases resiliency in theory, but destroys it in practice. The only way to have resiliency is through less efficiency.

This post continues where Hobby Hilbert Simplex left

off. If you haven’t read it yet, start there. It explains the basics of Hobby

curves, Hilbert sorting and Simplex noise that I’m using.AnimationTo animate one of our drawings, instead of considering 40 lines, we’ll think

about 140 lines. The first frame of the animation will draw lines 1 through 40,

the second draws lines 2 through 41, and so on until the 100th frame is lines

100 through 140:I’ve used a single Hilbert sorter for all of the frames to remove some

jumping, but the Hobby curves still hop around. Also the animation doesn’t loop

smoothly, so there’s a giant jump from frame 100 back to frame 1.Natural cubicsHobby curves look nic…

OpenSwarmAutonomous AI agent orchestrator powered by Claude Code CLIOpenSwarm orchestrates multiple Claude Code instances as autonomous agents.

It picks up Linear issues, runs Worker/Reviewer pair pipelines to produce code changes, reports progress to Discord, and retains long-term memory via LanceDB vector embeddings.

Tech StackCategory Technology Runtime Node.js 22+ (ESM) Language TypeScript (strict mode) Build tsc Agent Execution Claude Code CLI ( claude -p ) via child_process.spawn Task Management Linear SDK ( @linear/sdk ) Communication Discord.js 14 Vector DB LanceDB + Apache Arrow Embeddings Xenova/transformers (multilingual-e5-base, 768D) Scheduling Croner Config YAML + Zod validati…

EV424 Evidence Definition• Don’t Trust, Verify• Not a single byte changes.

What to do (30s): Open the stable reference and verify the receipt SHA-256 over time.

READMEEV424verify.com is a SHA-256–based, non-custodial integrity verification tool.

EV424 — Reproducible Integrity Receipts(Same Bytes → Same SHA-256)EV424 issues a reproducible integrity receipt so that anyone can independently re-verify whether an official document remains byte-identical over time.

Validity is established by SHA-256 verification and reproducible receipts.

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A lightening fast law firm in your Slack Discussion | Link

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Realistic AI UGC video ads that you can test scale quickly Discussion | Link

Control AI coding assistants with a gamepad from your couch Discussion | Link

Turn screen recordings into polished demo videos instantly Discussion | Link

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Analyze your patterns. Capture your edge. Playbooks at scale Discussion | Link

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Anything you can do in Notion, your Agent can do for you. Discussion | Link

Automate post-meeting actions from documentation to emails 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.

There is one major international airport within the limits of Mexico City, and it is known by many names. The official full name is Aeropuerto Internacional Benito Juárez, after the country's president from 1858 and 1872, who became one of the most influential figures in its history. Shorter versions include AICM (Aeropuerto Internacional de la Ciudad de México, or Mexico City International Airport) and its three-letter code MEX. The first airport operations at this site began in 1915, becoming international by 1943, and considered to be at capacity since 2014. The airport has had many expansions and renovations, although is unlikely to be able to grow any more as it is practially surrounde…

It really makes you stop and look twice as it is very out of place it's almost comical when you see it. It sits in a quiet park on the edge of the even quieter commune of Soing-Cubry-Charentenay. It was built in 1992 by local volunteers for the EuroSaône festival and weighs about 2.5 tonnes of iron.

Hidden within the post-industrial landscape of Ruda Śląska, the blast furnace of the former Huta Pokój is one of the most striking surviving examples of heavy industry architecture in southern Poland. Rising above its surroundings with an almost cathedral-like presence, the structure reflects the immense scale and ambition of 19th- and 20th-century metallurgy in Upper Silesia.

Huta Pokój was founded in the mid-19th century and quickly became a key component of the region’s rapidly expanding iron and steel industry. Fueled by nearby coal mines and supported by an extensive railway network, the facility played a crucial role in supplying steel for infrastructure, machinery, and wartime produc…

Eric Arthur Blair, who would later become known to the world as the political writer George Orwell, was born to a "lower-upper-middle class" English family not in England, but on the other side of the world in Motihari, India in 1903. His father was working as an opium agent in the British Indian civil service, in charge of the lucrative and now illegal drug that was exported to China. His mother, of French descent, was born in a business family in British Burma.

Although Orwell spent little time in India, leaving for England when he was just one year old, he would later end up working in neighboring Burma as a civil servant himself. His subsequent understanding of colonialism in Asia would…

James Turrell’s first public artwork located in the mountains, offers other worldly sunset and sunrise shows. The installation, much like all of his work, plays with out perfection of light and the sky. On rainy and snowy days the roof closes and a closed roof show takes its place. A unique and beautiful art piece, set in a stunning Colorado mountain town known for its public art installations.

A small island, situated on the equator, with temperatures averaging nearly 30°C; the last thing on most people’s minds? A hot spring. To the surprise of tourists and even locals, hidden in the northern jungles of Singapore is Sembawang Hot Spring Park. In its prime, it was known for its “mystic” powers, true or not; many flocked to use it. Despite having multiple renovations over the years, it still retains its Kampong rustic charm!

In the early 20th century, Sembawang was just a dense forest. Perfect for cultivating crops like pepper, coconut, and rubber. A Chinese merchant, Seah Eng Keong, followed in the footsteps of his famous father, Seah Eu Chin, a successful owner of plantations. Ke…

Despite the name’s culinary connotations, Hamburger SV is one of Germany’s most storied football (or soccer) clubs. Just steps from its home stadium, the Volksparkstadion, it has a dedicated fan burial ground. The site grew out of repeated requests from supporters who wanted their ashes scattered on the pitch, often beneath the penalty spot. As this is illegal in Germany, the idea of offering burial plots near the stadium emerged instead.

Opened in 2008 on a section of a larger Hamburg cemetery, the site was reportedly the first of its kind in Europe. It is shaped like a curved football stand across three ascending levels, with a concrete goal marking the entrance, pitch turf underfoot, and…

Colonel Noah Orr was born on September 19, 1836, in Union County. His claim to fame was his incredible height of 7 feet and 8 inches tall and weight of 500 pounds. He toured with the circus around the country and performed as a “giant” from the 1850s to the 1880s. This building would be his final home and place of passing when he died here on July 1, 1882.

There is already an excellent report on the Madonna of the Trail site in Bethesda, Maryland, posted on Atlas Obscura. This new entry reports on the Madonna in Richmond, Indiana, which is the second Atlas Obscura site submitted, the fifth of the twelve geographically from east to west, and the ninth of the twelve by dedication date.

The Madonna of the Trail is a series of twelve identical statues along the National Old Trail Road, running from Bethesda, Maryland, to Upland, California, now part of U.S. Route 40. The statues were commissioned by the National Society Daughters of the American Revolution and sculpted by August Leimbach. They were dedicated between 1928 and 1929 to honor the rol…

Though Odilia Alvarado is responsible for 80 employees, the first people she attends to in the mornings are her children. Every day by 8:00 a.m., she drops her 8-year-old daughter and 10-year-old son off at school. Then it’s off to La Mexicana Restaurant, or the nearby affiliated bakery, for breakfast service.

In the last three decades, Odilia has helped her mother, father, siblings, aunts, and uncles, build a series of Mexican food businesses that have taken Central Florida by storm, usually under the moniker “La Mexicana.” In 2011, she and her husband struck out on their own and opened the first Kissimmee outpost of La Mexicana. Today, she runs a restaurant, supermarket, tortilleria, bake…

These days, it is easy to be pessimistic about palpable issues facing the world such as ocean plastic pollution. However, artist Solveig Egeland, distressed by the plastics frequently washing up along the shores of her hometown Fredrikstad, was determined to make a local difference. She began partnering with local children to build small cottages out of the waste. Eventually, her initiative culminated in the larger Håpets Katedral (Hope Cathedral), a unique art project meant to lead the way for much larger sustainability goals.

Although built in the style of a traditional Norwegian stave church and supported by the Church of Norway, Hope Cathedral is meant to be an inter-faith space for wed…

Dwelly, a London-based property management platform acquiring and digitising independent letting agencies, has secured over €79.3 million (£69 million) in combined equity and debt funding to accelerate its expansion across the UK. The raise includes a €36.8 million equity round led by General Catalyst, with participation from Begin Capital and S16VC, alongside a €42.55 million […]

The post London-based Dwelly secures over €79.3 million to scale AI-driven rental marketplace appeared first on EU-Startups.

Following up on our country deep-dive series, we now turn to the Netherlands, one of Europe’s most internationally oriented startup ecosystems. Known for its strength in sustainability, fintech, deeptech, and enterprise software, the country combines strong research institutions with a pragmatic, commercially driven founder culture. While Amsterdam remains the dominant startup hub, innovation is clearly […]

The post 10 of the most promising Netherlands-based startups to keep an eye on in 2026 appeared first on EU-Startups.

BeyondMath, a London-based DeepTech company developing a generative physics model, has closed a €8.4 million ($10 million) Seed extension to double its headcount in 2026 and expand globally while increasing its research capacity. The extension was led by Cambridge Innovation Capital, alongside existing investors including UP.Partners, Insight Partners, and InMotion Ventures. This closes the Seed […]

The post UK DeepTech startup BeyondMath raises €8.4 million to expand generative physics research appeared first on EU-Startups.

Wayve, a UK leader in embodied AI for autonomous driving, today announced it has raised €1 billion ($1.2 billion) in a Series D investment round, bringing its post-money valuation to €7.2 billion ($8.6 billion) in order to shift from AI research leadership to scaled commercial deployment of its end-to-end AI platform. The round was led […]

The post Wayve rockets to €7.2 billion valuation with €1 billion Series D bet on AI-driven autonomy – backing from Uber and Microsoft appeared first on EU-Startups.

Allica Bank, a British digital bank for SMBs that provides a proprietary full stack technology, has announced a €131 million ($155 million) Series D capital raise as it targets 10% market penetration in the UK by 2028. The round was raised with investements from Ventura Capital, GLG , Sona AM and existing investors TCV and […]

The post London’s Allica Bank targets 10% UK SMB market share by 2028 after €131 million raise appeared first on EU-Startups.

Ask any founder what they spend their time on, and recruiting will be near the top of the list. What they rarely mention is how much of that time goes to activities that do not actually move the needle. The data backs this up. According to research cited by Harvard Business Review, founders spend around […]

The post The founder time trap: Why your best hours are disappearing into hiring appeared first on EU-Startups.

Flox Intelligence, a wildlife intelligence company building AI systems enabling infrastructure to prevent human-wildlife conflict, today announced a €2.5 million ($3 million) Seed+ round to accelerate deployments across North America. The round was led by Tilia Impact Ventures, with participation from Satgana, GENIUS NY (operated by CenterState CEO), J.O.S.S. and existing investors Unconventional Ventures and […]

The post Sweden’s Flox Intelligence raises €2.5 million to become a “digital shepherd” guiding wildlife away from danger appeared first on EU-Startups.

FLEXOO, a Heidelberg-based DeepTech startup focused on physical AI sensor technology, today announced the closing of its €11 million Series A funding round. The round was led by eCAPITAL and AUMOVIO. The company plans to use this capital to drive its global business and scale its physical AI sensor platform for battery storage and the […]

The post Germany’s FLEXOO, whose tech is used in NASA’s lunar rover, raises €11 million to scale physical AI appeared first on EU-Startups.

Vienna-based nyra health, a provider of an AI-based platform for neurological therapy, announces the completion of a €20 million Series A financing round to further expand its technology platform in the DACH region, accelerate its expansion in the US, and pursue its goal of establishing a new standard for data-driven neurorehabilitation. The round is led […]

The post With €65 billion lost each year to stroke and dementia in Germany, nyra health secures €20 million to scale digital neurotherapy appeared first on EU-Startups.

Verley, a French nutrition-focused ingredient company developing high-performance whey proteins through precision fermentation, has secured an oversubscribed €32 million Series A financing round – four years after its inception. The round was led by Alven, with participation from Blast and the French Tech Seed fund (managed on behalf of the French government by Bpifrance as […]

The post With high-protein nutrition now mainstream, Lyon’s Verley raises €32 million to expand production appeared first on EU-Startups.

Following up on our country deep-dive series, we now turn to Lithuania, a Baltic nation that has steadily built a reputation as one of the region’s most dynamic innovation hubs. While compact in size, the country has developed strong capabilities across fintech, cybersecurity, AI, defence technologies, agritech, and advanced manufacturing. Lithuania’s startup ecosystem benefits from […]

The post From capital markets to combat drones: 10 of the most promising Lithuanian startups to watch in 2026 appeared first on EU-Startups.

Frankenburg Technologies, a Tallinn-based missile defence startup focused on affordable, mass-manufacturable missile systems and sovereign production capacity, has raised €30 million in Series A funding to build tangible, sovereign missile-manufacturing capacity in Europe, with a clear focus on production, resilience and regeneration. The round was led by Plural and followed by SmartCap. This brings Frankenburg’s total […]

The post European missile manufacturing push gains momentum as Frankenburg closes €30 million funding round appeared first on EU-Startups.

VoiceLine, a Munich-based voice AI platform for enterprise frontline teams, today announced that it has closed a €10 million Series A funding round to scale its team and platform, as well as expand internationally. The round was led by Alstin Capital and Peak, with participation from existing investors Scalehouse Capital, Venture Stars, and NAP. Dr […]

The post Munich-based VoiceLine raises €10 million to scale its voice AI platform for enterprise frontline teams appeared first on EU-Startups.

Dytto, a Ghent-based startup building an AI assistant for accounting and bookkeeping firms, has today announced €1.5 million in pre-Seed funding for product development, European expansion, and team growth. The round was co-led by Entourage and Fortino Ventures, with participation from the founders of Aikido Security, Tally, and several accounting firm partners. “We have talked […]

The post Ghent-based Dytto raises €1.5 million pre-Seed to “free the accountant” using AI appeared first on EU-Startups.

London-basedKinfolk, an AI-native HR workforce operations platform, has raised a $7.2million seed round led by AlbionVC, with participation from PROfounders Capitaland existing investors Ascension and...

London-basedSolveAI, a platform that enables employees to build compliant enterprisesoftware without writing code, has raised a $45 million Series A led by GValongside a previously undisclosed $5 mill...

Get ready to feel old. According to a recent report, the average age of AI unicorn founders dropped from 40 in 2020 to 29 in 2024. And the trend continues. It’s been called a “youthquake,” shaking up ...

Ukraine's startup scene has long punched above its weight, and the companies emerging from it today are proof that innovation doesn't pause for adversity. Ukraine has quietly become a dynamic source o...

Clee Medical, a Swissneurotechnology startup developing ultra-high-resolution real-time imaging forbrain surgery, has closed its seed financing round. The round was led byHigh-Tech Gründerfonds (HTGF)...

London-based Thema has secured $6.2 million to address gaps in howprivate equity firms assess portfolio risk and plan expansion strategy amidshifting software market valuations. The total includes $4....

Grodi, a companyfocused on autonomous robotics and computer vision for intensive agriculture,has secured a €2.5 million investment round led by Swanlaab Innvierte Agri FoodTech, with participation fro...

London-basedBeyondMath, a deeptech company that has developed a novel generative physicsmodel, has raised a $10 million seed extension led by Cambridge Innovation Capital, with participation from exis...

Ai for autonomous driving company Wayve today announced it has raised $1.2 billion in a Series D investment round, bringing its post-money valuation to $8.6 billion. The funding accelerates the compa...

Munich-basedSecfix, an end-to-end security compliance platform, has closed anoversubscribed $12 million Series A round led by Alstin Capital, withparticipation from Bayern Kapital and existing investo...

UK challenger business bank Allica Bank is to become the latest UK fintech unicorn, following a $155m (£111m) Series D funding round, according to a report. Allica is expected to announce tomorrow t...

UK scaleup Radiant today announced its merger with Ori Industries, combining Ori’s distributed AI infrastructure platform with Radiant’s global infrastructure capabilities and marking the company’s tr...

French foodtech startup Verley has raised €32 million in a Series A financing round, only four years after its inception. Verley develops functional whey protein ingredients, more precisely beta-lac...

A Dutch chipmaker which designs and manufactures chips for AI inference use has raised more than $250m, with backing from new investor BlackRock.Innovation Industries, the European VC fund, is the lea...

Glasgow-based Quantcore has secured £2.5 million in seed funding to develop a sovereignsupply chain for quantum hardware, as the UK seeks to strengthen domesticcapacity in technologies linked to natio...

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 […]

This week on StrictlyVC Download, Strictly VC’s Alex Gove speaks with Eric Slesinger from 201 Ventures, a firm focused on seed-stage defense tech startups in Europe. They discuss Slesinger’s journey from CIA to investor and how he recognized the untapped potential in European defense tech while others were dismissive. They also chat about how he’s […]