Timber compiles trained tree-based models (XGBoost, LightGBM, scikit-learn, CatBoost, ONNX) into optimized native C and serves them over a local HTTP API.

No Python runtime in the inference hot pathNative latency (microseconds)One command to load, one command to serve📚 Docs: https://kossisoroyce.github.io/timber/Who is this for?

CatBoost support expects JSON exports (not native binary formats).

(not native binary formats).

Optional benchmark backends (ONNX Runtime, Treelite, lleaves) are skipped unless installed/configured.

Attach the AI session trace to the commit ( git notes ).

CommandInitialize per-repository memento settings:git memento init git memento init codex git memento init claudeinit stores configuration in local git metadata ( .git/config ) under memento.* .

git memento commit < session-id > -m " Normal commit message " git memento commit < session-id > -m " Subject line " -m " Body paragraph " git memento amend -m " Amended subject " git memento amend < new-session-id > -m " Amended subject " -m " Amended body " git memento audit --range main..HEAD --strict git memento doctorOr:git memento commit < session-id >You can pass -m multiple times, and each value is forwarded to git commit in order.

Pus…

logiraOS-level runtime auditing for unpredictable automation.

logira is an observe-only Linux CLI that records runtime exec , file , and net events via eBPF.

Add lightweight runtime auditing to local automation or CI tasks without changing workload behavior.

You can also append your own per-run rules YAML with logira run --rules .

Tracing requires the root daemon logirad to be running; logira run itself does not require sudo.

If no GPU was detected, the override creates a synthetic GPU entry so models are scored for GPU inference.

VRAM = system RAM.

VRAM = system RAM.

VRAM = system RAM (shared pool).

VRAM = system RAM (shared pool).

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We are using cookies to give you the best experience on our website.

You can find out more about which cookies we are using or switch them off in settings .

: Perform standard actions that can be defined directly in HTML forms.

Customer support : Help users create detailed customer support tickets, by enabling agents to fill in all of the necessary technical details automatically.

: Help users create detailed customer support tickets, by enabling agents to fill in all of the necessary technical details automatically.

Join the early preview programWebMCP is available for prototyping to early preview program participants.

Sign up for the early preview program to gain access to the documentation and demos, stay up-to-date with the latest changes, and discover new APIs.

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Service Temporarily UnavailableThe server is temporarily unable to service your request due to maintenance downtime or capacity problems.

Please try again later.

::CLOUDFLARE_ERROR_500S_BOX::

South Korea’s National Tax Service seized crypto assets during recent enforcement actions against 124 high-value tax evaders, but now, a large chunk of that crypto cash has been lost.

The operation originally resulted in the confiscation of crypto holdings worth about 8.1 billion won, or roughly $5.6 million.

Because the seed phrase appeared in a widely distributed press release, investigators have no clear suspect.

Notably, this is not the first time a mishap has occurred with crypto funds previously seized by law enforcement in South Korea.

The department stored the coins in a wallet provided by the foundation, and the recovery phrase later reached a third party.

Changing the past in your imagination: Working with memories can reduce fear of failureCredit: Gabriella Ally from PexelsCertain imagery-based techniques can reduce the fear of failure that results from difficult childhood memories, according to research by scientists from SWPS University and the Nencki Institute of Experimental Biology.

A possible consequence is fear of failure, based on the belief that making mistakes leads to being perceived as less worthy.

Over the course of two weeks, participants completed four therapy sessions during which they worked with painful childhood memories related to criticism.

"The study shows that it is possible to reduce the intensity of negative emotion…

You don’t have to if you don’t want to.

They don’t move around, they don’t produce much light, there are no important chemical reactions occurring inside, and they’re specifically engineered not to emit strong radio waves or electromagnetic fields.

I don’t know if some people just flat-out don’t understand where care and craft come from.

Personally, I don’t know how to fix the software engineering profession because I can’t even articulate exactly what’s broken about it.

I won’t tell you what to do, aside from this one thing: Don’t doubt yourself.

Quantum mechanics itself didn’t seem to explain this measurement process, in which all the quantum probabilities represented in the wave function “collapse” into a single observed value.

Why not just see how far we can get with conventional quantum mechanics?

Schrödinger named this phenomenon in 1935, arguing that it is in fact the key feature of quantum mechanics.

“Looks like” is the essential term here: Actually, quantum mechanics says that the interaction and resulting entanglement renders the particles no longer separate entities.

Instead of trying to concoct elaborate stories to resolve the measurement problem of quantum mechanics, why not patiently and carefully work through what stan…

On Sunday’s Meet the Press, Clapper was grilled about his statement to Congress.

As we explained in this dedicated page to the NSA’s word games, “collect” has a very different meaning to them than it does the rest of us.

Wyden also gave Clapper a chance to amend his answer after his testimony, but Clapper declined.

"No, no, that's not a collection of books – I haven't read them all."

But if you’re asked if you fired a gun, they’re not asking if you put it in a kiln.

I remember the slumlord coming over one night pounding on the door, yelling about the rent money, my mom just crying saying she didn’t have it.

He was able to help us get the shitty old house rental in the local small town.

In this system the more money and power you gain the easier it becomes to gain more.

This system has long overstayed it’s welcome, and it is not worthy of an honorable sendoff ceremony.

We should burn all of the dollars and tokens of the old system into the buildout of the information age, and usher in a new beginning based on abundance.

Why does C have the best file API?

In C, you can access files exactly the same as data in memory:#include #include #include #include #include void main () { // Create/open a file containing 1000 unsigned integers // Initialized to all zeros.

int len = 1000 * sizeof ( uint32_t ); int file = open ( "numbers.u32" , O_RDWR | O_CREAT , 0600 ); ftruncate ( file , len ); // Map it into memory.

uint32_t * numbers = mmap ( NULL , len , PROT_READ | PROT_WRITE , MAP_SHARED , file , 0 ); // Do something: printf ( "%d" , numbers [ 42 ]); numbers [ 42 ] = numbers [ 42 ] + 1 ; // Clean up munmap ( numbers , len ); close ( file ); }Memory mapping isn't the same as loading a file into memory: It still …

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Comments

We also fire the ‘error’ event if a fetched stylesheet response is invalid (@TimvdLippe, @mrobinson, #42037).

Additionally, the attribute now triggers preload fetch operations that can improve page load speeds (@TimvdLippe, @jdm, #40059).

Text input fields have received a lot of love this month.

Clicking in an input field will position the cursor accordingly (@mrobinson, @jdm, @Loirooriol, #41906, #41974, #41931), as will clicking past the end of a multiline input (@mrobinson, @Loirooriol, #41909).

CSS styles now inherit correctly through ‘display: contents’ as well as elements in Shadow DOM content (@longvatrong111, @Loirooriol, @mrobinson, #41855).

Inspired seeing others quickly built near-production level things that would normally take months or years, I decided to do something that only I would care about: build a Scheme compiler to WASM.

The compiler is definitely still alpha quality but the number of features is impressive for how little time I spent on it.

count ( - count 1 ) ) ) ) ( ( equal?

handler "on_increment" ) ( set!

count ( + count 1 ) ) ) ) )There’s probably more I built that I have already forgotten about.

CLI tools don’t care.

gh uses gh auth login .

When auth breaks, I fix it the way I always would: aws sso login , gh auth refresh .

Using multiple MCP tools?

Ship a good API, then ship a good CLI.

Install sas-audio-processor# From source git clone https://github.com/stevehiehn/sas-audio-processor.git cd sas-audio-processor python3 -m venv venv && source venv/bin/activate pip install -r requirements.txt && pip install -e .Or use the pre-built binary (macOS only):./build.sh # Binary at dist/sas-processor/sas-processor3.

analyzesas-processor analyze --input < file >Returns BPM, duration, sample rate, and channel count.

trimsas-processor trim --input < file > --output < file > --bpm < float > --bars < int > [--meter 4] [--verbose]Detects the downbeat and trims audio to the specified number of bars.

sas-processor time-stretch --input < file > --output < file > --source-bpm < float > --tar…

Lil' Fun Langs' GutsI'm still thinking about those lil' fun langs.

There are many exemplary self-hosted languages to study:MicroHs is a Haskell compiler that compiles Haskell to combinators.

is a Haskell compiler that compiles Haskell to combinators.

-- Given: let id = fun x -> x in (id 1, id true) -- Type inference trace: -- 1. id : α → α (infer: x has fresh type α, body is x) -- 2. generalize: id : ∀α.

Functions like id x = x get a concrete type at each use site.

Researchers at Oregon State University have created a new nanomaterial designed to destroy cancer cells from the inside.

These reactive oxygen species damage cells through oxidation, stripping electrons from essential components such as lipids, proteins, and DNA.

More recent CDT approaches have also succeeded in generating singlet oxygen inside tumors.

"They efficiently generate either radical hydroxyls or singlet oxygen but not both, and they often lack sufficient catalytic activity to sustain robust reactive oxygen species production.

This structure is capable of producing both hydroxyl radicals and singlet oxygen, increasing its cancer-fighting potential.

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Yes, writing code is easier than ever.

The Identity Crisis Nobody Talks AboutHere is something that gets lost in all the excitement about AI productivity: most software engineers became engineers because they love writing code.

Nobody walks into a standup and says “stop writing code.” But the message is there, subtle and persistent.

Product managers began writing code.

The Paradox We Need to NameAI made writing code easier and made being an engineer harder.

HistoryThe term was popularized when agentic coding (coding performed by AI agents) became the dominant form of software development.

The volume of code AI developers could produce on demand was much larger than what human developers were able to produce and understand in a similar timeframe.

A common observation was that the human engineers who were still employed no longer enjoyed their line of work.

Advocacy for human-written softwareApe coding advocates argued that a return to human-written software would resolve the issues introduced by AI software development.

Competitive ape coding is also popular, with top ranked ape coders being relatively well-known in their communities.

A cross-platform Text Expander written in RustExample: 2019 Example: 2025Quick LinksWhat is a Text Expander?

A text expander is a program that detects when you type a specific keyword and replaces it with something else.

SponsorsWe want to thank SignPath.io for code signing the Windows binaries ❤️Donationsespanso is a free, open-source software project created by Federico Terzi and now maintained by a small team.

Thanks to wxWidgets for providing a powerful cross-platform GUI library.

Licenseespanso was created by Federico Terzi and is licensed under the GPL-3.0 license.

The Explicit Resource Management proposal runs into a problem that feels familiar.

Explicit Resource Management introduces a similar ambiguity, but for disposability.

With Explicit Resource Management, we now introduce a new axis of color: disposability.

log ( "Resource disposed" ); } }Using Explicit Resource Management, the caller would need to wrap usage in using .

With Effection, we can encapsulate lifecycle management:import { resource } from "effection" ; function acquireResource () { return resource ( function* ( provide ) { let value; try { if (Math.

allow: [ 'echo ' , 'sort ' , 'uniq ' , 'wc ' , 'ls( - \w +)?$' , // Allow ls, ls -lah, etc.

], } ]Tip While mcp-firewall uses jsonnet for all the policy files, it's done only to allow for more complex and shared policies.

mcp-firewall .

mcp-firewall .

packages = [ inputs .

You don’t have to if you don’t want to.

They don’t move around, they don’t produce much light, there are no important chemical reactions occurring inside, and they’re specifically engineered not to emit strong radio waves or electromagnetic fields.

I don’t know if some people just flat-out don’t understand where care and craft come from.

Personally, I don’t know how to fix the software engineering profession because I can’t even articulate exactly what’s broken about it.

I won’t tell you what to do, aside from this one thing: Don’t doubt yourself.

QmanA more modern manual page viewer for our terminalsVersion 1.5.1 -- see what's newGet startedRationaleUnix manual pages are lovely.

It's a modern, full-featured manual page viewer featuring hyperlinks, web browser like navigation, a table of contents for each page, incremental search, on-line help, and more.

New in this versionVersion 1.5.0 introduces the following:Support for several different manual page systems.

The program now supports the following manual page systems: mandb - most Linux distributions mandoc - Void Linux, Haiku, others?

More screenshotsIndex page:Opening a manual page using a pop-up:Using the table of contents:Searching incrementally:Performing apropos:Online help:

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Reduces read amplification while maintaining write throughput with dual numeric/blob lanes.

Per-type codecs, automatic From conversions, and custom bytes aggregation via Codec / Aggregator traits.

Server Mode Prometheus-compatible HTTP server with remote read/write, PromQL HTTP API, TLS, bearer auth, text format ingestion, and graceful shutdown.

Rich Aggregation 12 built-in functions: Sum, Min, Max, Avg, First, Last, Count, Median, Range, Variance, StdDev, and None.

Resource Limits Memory budget with admission backpressure, series cardinality cap, and WAL size limit.

Normally, when a type checker sees x = y without a type hint, it can just look at y to figure out x 's type.

if the developer writes x = [] then the type checker would infer the type of x to be list[Any] .

To infer a more precise type for an empty container, a type checker can look ahead and see how it is used.

When the type checker guesses wrong it can lead to false positive type errors.

The Pyrefly team believes that type safety is not the only goal of building a type checker – type errors also need to be actionable and easily-understood by users.

What even are Breeze, QtQuick, QtWidget, Union..?

More information in here:qqc2-desktop-style is the Breeze style for QtQuick applications.

It tells QtQuick applications what certain elements should look like.

Repository: https://invent.kde.org/frameworks/qqc2-desktop-style/Kirigami is a set of shared components and items we can utilize in our QtQuick applications.

We call them Kirigami applications since we rely on it quite a lot.

The first is the Certificate Authority (CA) root certificate, and the second is a leaf certifcate signed by the private key of the CA.

panic: x509: certificate signed by unknown authorityIf you used this CA certificate instead, you would see the expected output.

The CA certificate for which validation is successful uses UTF8String ( 0x0c ), and you can use openssl with the failing CA certificate to see that it uses PrintableString instead ( 0x13 ).

systemPool bool }We saw earlier that the two CA certificates differed in the ASN.1 data types used for their Subject.

Expectedly, if you check the data type of the Issuer in the leaf certificate, you’ll see that it is a UTF8String , matching the …

In this campaign, an AI-powered bot tried to manipulate an AI code reviewer into committing malicious code.

What HappenedBetween February 21 and February 28, 2026, a GitHub account called hackerbot-claw systematically scanned public repositories for exploitable GitHub Actions workflows.

Target workflow: PR Quality Checks - triggered automatically on every PR, it checks out the PR author's code and runs go run ./.github/scripts/check-quality/ .

The workflow run confirms execution: the "Update version minor" step succeeded (meaning version.sh ran), and the workflow only failed later at "Push Changes" due to authentication issues.

A cached Google search result reveals that hackerbot-claw trigg…

Why does C have the best file API?

In C, you can access files exactly the same as data in memory:#include #include #include #include #include void main () { // Create/open a file containing 1000 unsigned integers // Initialized to all zeros.

int len = 1000 * sizeof ( uint32_t ); int file = open ( "numbers.u32" , O_RDWR | O_CREAT , 0600 ); ftruncate ( file , len ); // Map it into memory.

uint32_t * numbers = mmap ( NULL , len , PROT_READ | PROT_WRITE , MAP_SHARED , file , 0 ); // Do something: printf ( "%d" , numbers [ 42 ]); numbers [ 42 ] = numbers [ 42 ] + 1 ; // Clean up munmap ( numbers , len ); close ( file ); }Memory mapping isn't the same as loading a file into memory: It still …

Financial Times:

A profile of Telegram CEO Pavel Durov, who is facing a probe in France on a dozen preliminary charges and a Russian criminal case for “aiding terrorism” — The messaging app's founder has become a poster boy for the backlash in Europe over CEO accountability — and a target for Russia

Reuters:

AWS said objects struck one of its data centers in the UAE, impacting its mec1-az2 availability zone, and that connectivity will take several hours to restore — Amazon's (AMZN.O) cloud unit, AWS, said on Sunday that power to its data center in the United Arab Emirates was shut down temporarily …

Om Malik / On my Om:

Block is a poster child for the lack of operational discipline common among mid-tier public tech companies that lived on the largesse of cloud, mobile, and ZIRP — Jack Dorsey, CEO of Block (the company formerly known as Square), went on X (the company formerly known as Twitter …

Lucas Shaw / Bloomberg:

Ted Sarandos interview on the scenario planning Netflix did before Paramount's final WBD bid, how if Paramount's deal closes there'll be cuts of $16B+, and more — When Netflix Inc. dropped out of the bidding for Warner Bros. Discovery Inc. on Feb. 26, the news came as a surprise to many in Hollywood.

Catherine Thorbecke / Bloomberg:

India, home to one of the world's biggest AI user bases, should treat local datasets for AI as a strategic asset to avoid training Silicon Valley for free — India is fast becoming one of the world's biggest AI user bases. The question now is how it can turn that scale into superpower status rather …

Byron Kaye / Reuters:

Australia's eSafety Commissioner threatens action against app stores and search engines if AI services operating in Australia don't verify user ages by March 9 — Australia's internet regulator said it may push search engines and app stores to block artificial intelligence services that fail …

Meir Orbach / CTech:

Israel-based Guidde, which is developing a platform to accelerate the adoption of AI in organizations, raised a $50M Series B round led by PSG Equity — The Israeli startup's platform turns employee workflows into structured knowledge for automation. — Guidde, a startup developing …

New York Times:

Sources describe in detail the failed talks between Anthropic and DOD, and how officials at agencies, including the CIA, still hope for a peace agreement — The Pentagon and Anthropic were close to agreeing on the use of artificial intelligence. But strong personalities, mutual dislike and a rival company unraveled a deal.

Kohei Fujimura / Nikkei Asia:

Chinese matchmaking apps like Wanmei Qinjia, which has 50M users and lets parents look for spouses for their children, surge as marriage rates continue to fall — DALIAN, China — Apps that enable parents to search for spouses for their unmarried children have become increasingly popular in China …

Ross Andersen / The Atlantic:

Source describes the failed Pentagon-Anthropic talks: through the end, the Pentagon wanted to use Anthropic's AI to analyze bulk data collected about Americans — Right up until the moment that Pete Hegseth moved to terminate the government's relationship with the AI company Anthropic …

Kyt Dotson / SiliconANGLE:

Nvidia partners with Cisco, Nokia, and others to build 6G networks based on open, software-defined AI radio access networking (AI-RAN) architecture — Nvidia Corp. early Sunday announced ahead of the MWC Barcelona conference that its joining global telecom leaders in a commitment to build 6G …

Hyonhee Shin / Bloomberg:

A look at Hyundai's Atlas humanoid robot, slated for assembly tasks in 2028; Hyundai has invested billions in robotics since acquiring Boston Dynamics in 2021 — As Hyundai Motor Co. Executive Chair Euisun Chung took the stage at CES 2022 accompanied by “Spot” — a robot dog …

Charlie Eccleshare / The Athletic:

How some companies are trying to become the “Strava of tennis” by offering match video, stats, highlights, social features, and performance analysis for players — Share full article — More people are playing tennis in America than ever before.

Bloomberg:

Inside the world's largest crypto casino Stake, which claims ~4% of all BTC transactions, with popularity boosted by celebs like Drake and influencers on Kick — Drake just needed some juice. In 82 minutes of online slots play, the Canadian rapper's starting balance of $3.5 million worth of Bitcoin had dwindled to $422,355.

Sam Altman / @sama:

[Thread] In an AMA, Sam Altman says DOD blacklisting Anthropic sets an “extremely scary precedent”, OpenAI rushed its deal to “de-escalate things”, and more — I'd like to answer questions about our work with the DoW and our thinking over the past few days. Please AMA.

Dan Gallagher / Wall Street Journal:

Netflix actually won by walking away from the WBD bid, collecting a $2.8B termination fee and driving up the price and debt load of the Paramount-WBD merger — King of streaming preserves its business model, while Paramount will have to deal with a massive debt load

Financial Times:

Multiple AWS developers say they are asked to take on new roles with AI tools' assistance, and engineers are now required to complete technical writing tasks — Drive for ‘leaner’ operations piles pressure on employees but could be a playbook for rivals — Amazon's HR chief last month sought …

Chip Cutter / Wall Street Journal:

Block's plan to lay off over 4,000 employees, citing AI work automation, adds to growing angst among white-collar workers over AI's potential for job disruption — Layoffs at Block add to growing backlash bubbling up across American companies; ‘It brings out the pitchforks’

Wall Street Journal:

Sources: Commands around the world, including the US Central Command in the Middle East, use Anthropic's Claude AI tool for a range of military operations — Within hours of declaring that the federal government will end its use of artificial-intelligence tools made by tech company Anthropic …

Emily Nicolle / Bloomberg:

Polymarket trades on contracts tied to strikes on Iran hit $529M, and six new accounts profited a total of $1M by betting on the US to strike Iran by Feb. 28 — As US and Israeli bombs fell on Iran this weekend, bettors on Polymarket — where $529 million was traded on contracts tied to the timing of the strikes — were cashing in.

@openai:

OpenAI says it does not think Anthropic should be designated as a supply chain risk and it has made its position on this clear to the Pentagon — We do not think Anthropic should be designated as a supply chain risk and we've made our position on this clear to the Department of War.

OpenAI:

OpenAI says its DOD agreement upholds its redlines and “has more guardrails than any previous agreement for classified AI deployments, including Anthropic's” — We think our agreement has more guardrails than any previous agreement for classified AI deployments, including Anthropic's.

Issie Lapowsky / Bloomberg:

AI coding agents are fueling productivity panic among executives and engineers, as a UCB study finds those offloading work to AI are also working longer hours — AI coding agents promised to make software development easier. Instead they've kicked off a high-pressure race to build at any cost.

Wall Street Journal:

An interview with Amazon's AI chief Peter DeSantis on plans to use in-house chips, Trainium and Inferentia, to develop AI models more cheaply, and more — Amazon's new artificial intelligence czar, Peter DeSantis, is a larger-than-life figure within the company where he has worked since its early days

Bloomberg:

China faces a dilemma as it looks to balance productivity gains from AI with labor displacement risks due to automation, which could trigger an economic spiral — Days after back-flipping AI humanoids dazzled China with a new year performance alongside dancers, a small research firm jolted US markets …

Dominic Preston / The Verge:

Xiaomi launches the €999 Xiaomi 17, the €1,499 17 Ultra, and the €1,999 Leica-branded Leitzphone, all featuring a Snapdragon 8 Elite Gen 5 chipset, in Europe — It's just launched in Europe, joined by the larger, more photography-focused Xiaomi 17 Ultra.

Ivan Mehta / TechCrunch:

Xiaomi launches the €15 Xiaomi tag, an AirTag-like device that works with both Apple Find My and Android Find Hub, and the €300 Xiaomi Watch 5, in Europe — Xiaomi today launched a slew of gadgets ahead of the Mobile World Congress (MWC) in Barcelona including a camera-focused flagship smartphone …

This means calling the speech to text model repeatedly over time as a sentence is spoken.

The main steps involved are microphone capture, voice activity detection (to break a continuous stream of audio into sections of speech), speech to text, speaker identification, and intent recognition.

text } " ) transcriber .

start () # Loop through the audio data in chunks to simulate live streaming # from a microphone or other source.

log_output_text : If this is enabled then the results of the speech to text model will be logged to the console.

It hosts model checkpoints and scripts for training, evaluating, and deploying advanced whole-body controllers for humanoid robots.

In this repo, we will release SONIC's training code, deployment framework, model checkpoints, and teleoperation stack for data collection.

VR Whole-Body TeleoperationSONIC supports real-time whole-body teleoperation via PICO VR headset, enabling natural human-to-robot motion transfer for data collection and interactive control.

The NVIDIA Open Model License permits commercial use with attribution and requires compliance with NVIDIA's Trustworthy AI terms.

Decoupled WBCFor the Decoupled WBC used in GR00T N1.5 and N1.6 models, please refer to the Decoupled WBC do…

GitNexus lets you analyze it — because a knowledge graph tracks every relationship, not just descriptions.

CLI + MCP (recommended)The CLI indexes your repository and runs an MCP server that gives AI agents deep codebase awareness.

When an AI agent starts, the MCP server reads the registry and can serve any indexed repo.

name , r . confidence ORDER BY r . confidence DESCWiki GenerationGenerate LLM-powered documentation from your knowledge graph:# Requires an LLM API key (OPENAI_API_KEY, etc.)

gitnexus wiki # Use a custom model or provider gitnexus wiki --model gpt-4o gitnexus wiki --base-url https://api.anthropic.com/v1 # Force full regeneration gitnexus wiki --forceThe wiki generator reads …

Claude CodeClaude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows -- all through natural language commands.

Install Claude Code: MacOS/Linux (Recommended): curl -fsSL https://claude.ai/install.sh | bash Homebrew (MacOS/Linux): brew install --cask claude-code Windows (Recommended): irm https: // claude.ai / install.ps1 | iex WinGet (Windows): winget install Anthropic.ClaudeCode NPM (Deprecated): npm install -g @anthropic-ai/claude-code Navigate to your project directory and run claude .

PluginsThis repository includes several Claude Code plugins tha…

Accessing PentAGI from External NetworksBy default, PentAGI binds to 127.0.0.1 (localhost only) for security.

Podman Rootful ModeIf you're running Podman in rootful mode (with sudo), you can use the default configuration without modifications.

base_url } /api/v1/graphql" , json = { "query" : query , "variables" : { "provider" : provider , "input" : target } }, headers = self .

By setting LLM_SERVER_PROVIDER=moonshot , you can use the same provider configuration file for both direct API access and LiteLLM proxy access without modifications.

While typical agent workflows consume around 64K tokens, PentAGI uses 110K context size for safety margin and handling complex penetration testing scenar…

🦌 DeerFlow - 2.0DeerFlow (Deep Exploration and Efficient Research Flow) is an open-source super agent harness that orchestrates sub-agents, memory, and sandboxes to do almost anything — powered by extensible skills.

If you're looking for the original Deep Research framework, it's maintained on the 1.x branch — contributions there are still welcome.

From Deep Research to Super Agent HarnessDeerFlow started as a Deep Research framework — and the community ran with it.

The lead agent can spawn sub-agents on the fly — each with its own scoped context, tools, and termination conditions.

Regression coverage includes Docker sandbox mode detection and provisioner kubeconfig-path handling tests in b…

Development at the speed of light.

InstallationYou can run SpacetimeDB as a standalone database server via the spacetime CLI tool.

# Clone SpacetimeDB git clone https: // github.com / clockworklabs / SpacetimeDB # Build and install the CLI cd SpacetimeDB cargo build -- locked -- release - p spacetimedb - standalone - p spacetimedb - update - p spacetimedb - cli # Create directories $stdbDir = " $HOME \AppData\Local\SpacetimeDB " $stdbVersion = & " .\target\release\spacetimedb-cli " -- version | Select-String - Pattern ' spacetimedb tool version ([0-9.

# %USERPROFILE%\AppData\Local\SpacetimeDB # Set the current version spacetime version use $STDB_VERSIONYou can verify that the correct versio…

ElectrobunGet started with a templatenpx electrobun initWhat is Electrobun?

Electrobun aims to be a complete solution-in-a-box for building, updating, and shipping ultra fast, tiny, and cross-platform desktop applications written in Typescript.

Under the hood it uses bun to execute the main process and to bundle webview typescript, and has native bindings written in zig.

Project GoalsWrite typescript for the main process and webviews without having to think about it.

Isolation between main and webview processes with fast, typed, easy to implement RPC between them.

Claude Code Telegram BotA Telegram bot that gives you remote access to Claude Code.

PrerequisitesPython 3.11+ -- Download here-- Download here Claude Code CLI -- Install from here-- Install from here Telegram Bot Token -- Get one from @BotFather2.

Configurecp .env.example .env # Edit .env with your settings:Minimum required:TELEGRAM_BOT_TOKEN=1234567890:ABC-DEF1234ghIkl-zyx57W2v1u123ew11 TELEGRAM_BOT_USERNAME=my_claude_bot APPROVED_DIRECTORY=/Users/yourname/projects ALLOWED_USERS=123456789 # Your Telegram user ID4.

Authenticate on your server with gh auth login , then work with repos conversationally:You: List my repos related to monitoring Bot: [Claude runs gh repo list, shows results] You…

unwrap ( ) ; // Compute attention scores let attention = TopologicalAttention :: new ( Default :: default ( ) ) ; let scores = attention .

addEdge ( scan , filter ) ; // Apply attention const attention = new TopologicalAttention ( ) ; const scores = attention .

` ) ; // GNN embeddings const embeddings = await db .

; let embeddings = pipeline .

( "Landauer cost: {:.2e} J" , cost ) ; SIMD Pattern Retrieval use exo_manifold :: { ManifoldEngine , cosine_similarity_simd , batch_distances } ; // 54x faster similarity search let query = vec !

Agent Skills for Context EngineeringA comprehensive, open collection of Agent Skills focused on context engineering principles for building production-grade AI agent systems.

Context engineering is the discipline of managing the language model's context window.

Effective context engineering means finding the smallest possible set of high-signal tokens that maximize the likelihood of desired outcomes.

UsageUsage with Claude CodeThis repository is a Claude Code Plugin Marketplace containing context engineering skills that Claude automatically discovers and activates based on your task context.

The skills provide the context and guidelines that agent needs for effective context engineering and…

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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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!

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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 …

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Modern Illustration is a project by illustrator Zara Picken, featuring print artefacts from her extensive personal collection.

Her aim is to preserve and document outstanding examples of mid-20th century commercial art, creating an accessible resource for understanding illustration history.

For example: The Swiss MilitaryIn an era of geopolitical uncertainty, the Swiss Army doesn’t want Microsoft Office 365.

MS Office is modeled after how the real office used to work.

The office model embedded in Microsoft Office is hierarchical, paper-bound, and authority-driven.

Replace Office, But Not with a CloneThe Risk of FailureEurope is discussing replacing Microsoft Office with OpenOffice.

Replacing Office with a clone risks deepening our Microsoft Office Stockholm Syndrome.

But for this colleague, it was also their first interaction with macOS 26 Tahoe and the Liquid Glass redesign, the Mac’s first major software design update since the Apple Silicon era began with macOS 11 Big Sur in 2020.

This is an attempt to bring all of those steps together into one page, aimed directly at new Mac buyers who are desperate to switch from Tahoe to the more-familiar macOS 15 Sequoia.

Table of Contents Jump to sectionA preemptive warning about security updates and older versions of macOSBefore we begin: Apple handles macOS updates differently from iOS updates.

Eventually, Apple requires devices that support the latest iOS and iPadOS versions to install those updates if they w…

What AI coding costs youDiscussed on Hacker News https://news.ycombinator.com/item?id=47194847Every developer I know uses AI for coding now.

How We Got HereNot long ago the first AI coding tools like Cursor (2023) or Copilot (2022) emerged.

It was no longer an AI-assisted human coding, but a human-assisted AI coding.

I use AI heavily at work, I use AI in my sideprojects, and I don’t want to go back.

If not, you’ve probably taken AI coding too far.

Stop Putting Secrets in .env FilesUpdate (Feb 28, 2026): This post got a lot of discussion on Hacker News and Lobsters.

Why do we still store credentials in plaintext .env files?

“Why not store the whole .env file’s worth of secrets as fields in a single 1Password item?” he said.

# What you gainThe immediate benefit is obvious — no more plaintext secrets on disk.

Every time I see a .env file now I think about that conversation in the Tesla and wonder why I didn’t do this years ago.

The first independent safety evaluation of ChatGPT Health, published in the February edition of the journal Nature Medicine, found it under-triaged more than half of the cases presented to it.

Sign up: AU Breaking News emailThe team then asked ChatGPT Health for advice on each case under different conditions, including changing the patient’s gender, adding test results, or adding comments from family members, generating nearly 1,000 responses.

Meanwhile, 64.8% of completely safe individuals were told to seek immediate medical care, said Ruani, who was not involved in the study.

“We tested ChatGPT Health with a 27-year-old patient who said he’d been thinking about taking a lot of pills,” he …

The pattern repeated: tools that promised to eliminate programmers instead created new categories of programming work.

The diagrams and models were just another programming language, one that happened to use boxes and arrows instead of text.

Model-Driven Architecture and the UML DreamThe early 2000s saw another attempt at automatic code generation through Model-Driven Architecture, or MDA.

Just as COBOL programmers do different work than assembly language programmers, and web developers do different work than COBOL programmers, future developers will do different work than current developers.

And every successful use of AI code generation requires understanding of software principles, code …

Update content from your canvasWrite and edit your copy on the canvas, iterate together, then ask your agent to send the copy back into your codebase

its children def __add__ ( self , other ): other = other if isinstance ( other , Value ) else Value ( other ) return Value ( self .

data , ( self , other ), ( 1 , 1 )) def __mul__ ( self , other ): other = other if isinstance ( other , Value ) else Value ( other ) return Value ( self .

extend ( head_out ) x = linear ( x_attn , state_dict [ f 'layer { li } .attn_wo' ]) x = [ a + b for a , b in zip ( x , x_residual )] # 2) MLP block x_residual = x x = rmsnorm ( x ) x = linear ( x , state_dict [ f 'layer { li } .mlp_fc1' ]) x = [ xi .

Since microgpt processes one token at a time (no batch dimension, no parallel time steps), we build the KV cache explicitly.

The model is completing the document…

This gap between output velocity and comprehension velocity is cognitive debt.

Unlike technical debt, which surfaces through system failures or maintenance costs, cognitive debt remains invisible to velocity metrics.

How the Debt CompoundsThree failure modes emerge as cognitive debt accumulates.

The cognitive debt accumulating in those teams does not present as a signal.

Where This Model BreaksThe cognitive debt framing does not apply uniformly across all engineering work.

The monthly analysis gave me an idea: could Opus 4.5 design a small webapp to view the top videos by month?

Despite the holiday, X and Hacker News were abuzz with similar stories about the massive difference between Sonnet 4.5 and Opus 4.5, so something did change.

Although I am not a Rust expert and cannot speak that the agent-generated code is idiomatic Rust, none of the Rust code demoed in this blog post has traces of bad Rust code smell.

There were around 10 prompts total adding tweaks and polish, but through all of them Opus 4.5 never failed the assignment as written.

So I asked Opus 4.5 to create a MIDI composer and playback DAW within a terminal, which worked.

There’s a new agentic AI called Einstein that will, according to its developers, live the life of a student for them.

If an AI can go to school for you what’s the point of going to school?

Einstein isn’t the first agentic AI to do the work of a student for them, it’s just one that got attention online recently.

Anna Mills, an English professor at the College of Marin and a colleague of Kirschenbaum’s on the MLA AI task force, compared the fight against agentic AI in education to cybersecurity.

She said that using agentic AI like Einstein was cheating, full stop, and academic fraud.

Featured StudyEdwin Ong & Alex Vikati · feb-2026 · claude-code v2.1.39What Claude Code Actually ChoosesWe pointed Claude Code at real repos 2,430 times and watched what it chose.

No tool names in any prompt.

Open-ended questions only.

3 models · 4 project types · 20 tool categories · 85.3% extraction rateUpdate: Sonnet 4.6 was released on Feb 17, 2026.

We'll run the benchmark against it and update results soon.

Anthropic has therefore worked proactively to deploy our models to the Department of War and the intelligence community.

Anthropic understands that the Department of War, not private companies, makes military decisions.

Fully autonomous weapons.

Partially autonomous weapons, like those used today in Ukraine, are vital to the defense of democracy.

But today, frontier AI systems are simply not reliable enough to power fully autonomous weapons.

You can place pancakes, crepes, and scrambled eggs on a simplex where the variables are the ratios between milk, eggs, and flour.

If the dark breakfast exists, I must be able to find it in the interstices of the normal familiar world.

In an obscure document on the website of the International House of Pancakes Corporation there was a hint that the dark breakfast had been made.

We do not know why the Dark Breakfast Abyss is empty.

If you are so foolhardy that you wish to explore the bounds of dark breakfast yourself, the recipe is as follows:Dark BreakfastIngredients:¼ cup Milk4 Eggs½ cup FlourInstructions: Unknown

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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Changelog News!

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

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

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

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

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Changelog News!

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

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

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

At an unbeatable price.

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

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At an unbeatable price.

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

Squarespace – A website makes it real!

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

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.

Your Samsung, LG, and even TCL TV comes with risks you should know about. Here's how to avoid one of the biggest.

With a few simple adjustments, you can quickly upgrade your experience across gaming, streaming, and even online security.

At Mobile World Congress, the Chinese electronics maker reintroduced its Robot Phone, first unveiled at CES in January, this time on the Barcelona show floor with working features to please the crowd.

That's because the Honor Robot Phone is built with more practicality than I expected, though some features may raise more privacy and security concerns than anything else.

A familiar gimmickThe Robot Phone's highlight is its gimbal-stabilized camera that pops out from the back of the device.

Perhaps I'm more of a believer in such a feature because I've long been using gimbal-stabilized webcams for work meetings.

Watching the introduction video for the Robot Phone reminded me of the whimsical q…

ZDNET's key takeawaysThe Soundcore Space 2 debut for $130 in three colors.

Soundcore's latest announcement from MWC 2026 is its new Space 2 headphones, the sequel to its budget-focused flagship over-ear set.

The Space 2 come shortly after Soundcore launched the Space One Pro, a more powerful version of its Space One headphones.

Like the Space One Pro, the Space 2 features Soundcore's four-stage noise cancellation, which detects, filters, and cancels unwanted noise.

Otherwise, the Space 2 are similar to the Space One, as both headphones feature a foldable design, wear detection, LDAC Bluetooth codec support, and five-minute quick charging.

The Honor Magic V6 is undoubtedly the thinnest book-style foldable I have ever held.

Also: Best of MWC 2026: Live updates on phones, concepts, and innovations we're seeingHonor sent me the Magic V6 ahead of its Mobile World Congress 2026 unveiling, and after unboxing and exploring the hardware, I'm very impressed.

Putting the Magic V6 side by side with my Pixel 10 Pro, it is, of course, slightly thicker when folded, but only barely.

Also: The best phones to buy in 2026The 6.52-inch outer screen peaks at 6,000 nits, while the 7.95-inch inner display peaks at 5,000 nits.

The inner display also gets a durability upgrade with reinforced flexible glass.

After a month of use, here's why I think the Xiaomi Pad 8 Pro Matte Glass model is the Android tablet to beat this year.

Xiaomi's new Pad 8 Pro Matte Glass variant features a metal body with a one-piece design.

It truly shines with the Focus Keyboard, which is my ideal keyboard case for an Android tablet.

ZDNET's buying adviceThe new Xiaomi tablet is compact, powerful, and very well optimized for both creativity and performance.

It starts at £529 for the 8GB/256GB version and £770 for the Matte Glass version with 12GB of RAM and 512GB of storage.

The LuminAID PackLite Nova inflatable solar camping light is built for everything, from blackouts to BBQs.

It is a substantial power bank, but the magnets do a good job of keeping it in place.

Adrian Kingsley-Hughes/ZDNETAnother thing I like about solid-state batteries is that they work much better in colder temperatures than regular lithium-ion batteries.

Those measurements are definitely on the hefty side for a magnetic power bank (it's a couple of ounces heavier than a standard power bank).

Also: Here's a portable power bank that's actually worth its high price - especially if you travelThere's a button on the power bank to turn it on, and there's a color display on the front that shows power levels and charging/discharging power.

The clip has resisted all my fidgeting -- and it hasn't broken…

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.

Baseus Nomos 245W charging station ZDNET's key takeaways Baseus' Nomos charging station is available for $200.

It's a very powerful desktop charging station with six different outlets and no problem outputting the full 245W of power.

I have a charging station on my nightstand that handles the overnight charging of my daily carry.

The Baseus Nomos NH21 245W 6-in-1 USB-C charging station is the perfect desktop charging station as it has enough power and outlets to handle all my devices.

Adrian Kingsley-Hughes/ZDNETZDNET's buying advice$200 is a lot to pay for a charging station, but this is no ordinary unit.

XR glasses continue to improve with increased brightness, improved audio output, and other advances in technology.

Most of these improvements come with increasing prices, too, but RayNeo continues to offer a solid entry-level option for $299 with the RayNeo Air 4 Pro.

Batman (or Joker) themedIn addition to the standard glasses, RayNeo offers Batman- or Joker-themed options at an additional cost.

Also: These XR glasses gave me a 200-inch OLED screen to work withThe RayNeo Air 4 Pro is not the most advanced pair of XR glasses, but it is also priced $200 less than the flagship models.

If you want it for ultra-wide-screen or multi-display use, consider another pair of XR glasses.

Ulefone Armor Mini 20 Pro ZDNET's key takeaways The Ulefone Armor Mini 20 Pro is available now for $350.

The Armor Mini 20 Pro is 5.26 inches in length and 2.49 inches wide, which makes it seem tiny next to the iPhone.

Well, the Armor Mini 20 Pro is built to take a beating.

Where the Armor Mini 20 Pro shines is when you take it out of the home or office and take it out into the workshop or garage or into the woods.

Best of all: the Ulefone Armor Mini 20 Pro isn't expensive.

Acer Veriton NUC AI PC ZDNET's key takeaways The Acer Veriton NUC AI PC typically sells for around $1,000, depending on the configuration..

This mini PC has a very small footprint, while offering multi-monitor support, robust cooling, and smooth performance.

I confronted that question head on when I recently tested the Acer Veriton NUC AI PC, a tiny Copilot PC designed for businesses.

ZDNET's buying adviceThe Acer Veriton NUC AI PC normally retails for $1,050, but is frequently on sale, mouse and keyboard included.

I would recommend this mini PC to professional users who need a compact, secure desktop with modern hardware and that takes up no space.

Last year, Apple rolled out a new health feature for Apple Watch users in the form of hypertension notifications.

If such patterns are identified, it sends a notification suggesting the user get a blood pressure cuff to measure and track blood pressure for seven days.

Also: Best blood pressure watches: I tested the top models that actually workI wore my Apple Watch daily and never got any such notification.

I'd always hated the cuff-style blood pressure monitors, so it wasn't something I kept an eye on much.

Yup, the kit comes with a standard blood pressure cuff that's used for calibration.

AI auditors need both AI expertise and business knowledge.

The relentless rise of artificial intelligence (AI) is creating a new role for business and technology professionals to consider: AI auditor.

The role bears a striking resemblance to that of financial auditors, with a major exception: AI auditors monitor and report on the behavior of AI transactions rather than monetary transactions.

Behavioral monitoring: The AI auditor will verify that the AI model's behavior "is predictable and observable, and all of the model's actions -- such as integration, API, MCP, RAG -- are traceable and logged."

The AI auditor will verify that the AI model's behavior "is predictable and observable, and al…

Six newly-created accounts made a profit of $1 million by correctly betting that the U.S. would strike Iran by February 28.

With many users feeling uneasy about Discord's new age verification requirement, here are some alternatives that could be worth exploring.

Google is integrating carrier-level filtering into RCS in India through a partnership with Airtel to strengthen protections against spam.

TechCrunch spoke with VCs to learn what investors aren't looking for in AI SaaS startups anymore.

By CEO Sam Altman’s own admission, OpenAI’s deal with the Department of Defense was “definitely rushed,” and “the optics don’t look good.”

Honor first teased its “Robot phone” with a movable camera arm earlier this year. Ahead of the Mobile World Congress (MWC) in Barcelona, the Chinese company provided more details about the device, including how the robot can respond to different situations without commands. The company said that it is planning to launch this device in […]

Honor also previewed battery tech that could take foldable batteries over 7,000 mAh mark

What's behind the SaaSpocalypse? It simply seems a new supreme has risen.

Anthropic, OpenAI, Google DeepMind and others have long promised to govern themselves responsibly. Now, in the absence of rules, there's not a lot to protect them.

Netflix's co-CEO reportedly told Trump, "I took your advice."

Learn more about Paramount's planned acquisition of Warner Bros. Discovery — a historic Hollywood megadeal valued at $111 billion — as it continues to develop.

Anthropic’s chatbot Claude seems to have benefited from the attention around the company’s fraught negotiations with the Pentagon.

Here's everything we know about the biggest AI infrastructure projects, including major spending from Meta, Oracle, Microsoft, Google, and OpenAI.

OpenAI's CEO claims its new defense contract includes protections addressing the same issues that became a flashpoint for Anthropic.

We round up everything Xiaomi announced at its Mobile World Congress event.

The Norwegian Consumer Council, a government funded organization advocating for consumer's rights, released a report on the trend of "enshittification" in digital consumer goods and services, suggesting ways consumers for consumers to resist. But they've also dramatized the problem with a funny four-minute video about the man whose calls for him to make things shitty for people. "It's not just your imagination. Digital services are getting worse," the video concludes — before adding that "Luckily, it doesn't have to be this way." The Consumer Council's announcement recommends: Stronger rights for consumers to control, adapt, repair, and alter their products and services, Interoperability, d…

"Advanced AI models appear willing to deploy nuclear weapons without the same reservations humans have when put into simulated geopolitical crises," reports New Scientist: Kenneth Payne at King's College London set three leading large language models — GPT-5.2, Claude Sonnet 4 and Gemini 3 Flash — against each other in simulated war games. The scenarios involved intense international standoffs, including border disputes, competition for scarce resources and existential threats to regime survival.

The AIs were given an escalation ladder, allowing them to choose actions ranging from diplomatic protests and complete surrender to full strategic nuclear war... In 95 per cent of the simulated gam…

Slashdot reader JustAnotherOldGuy shared this report from the Guardian: Chronic ocean heating is fuelling a "staggering and deeply concerning" loss of marine life, a study has found, with fish levels falling by 7.2% from as little as 0.1C of warming per decade. Researchers examined the year-to-year change of 33,000 populations in the northern hemisphere between 1993 and 2021, and isolated the effect of the decadal rate of seabed warming from short shifts such as marine heatwaves. They found the drop in biomass from chronic heating to be as high as 19.8% in a single year. "To put it simply, the faster the ocean floor warms, the faster we lose fish," said Shahar Chaikin, a marine ecologist at…

"Anthropic may have lost out on doing business with the US government," reports Engadget, "but it's gained enough popularity to earn the number one spot on the App Store's Top Free Apps leaderboard." Anthropic's Claude AI assistant had already leaped to the #2 slot on Apple's chart by late Friday," CNBC reported Saturday: The rise in popularity suggests that Anthropic is benefiting from its presence in news headlines, stemming from its refusal to have its models used for mass domestic surveillance or for fully autonomous weapons... OpenAI's ChatGPT sat at No. 1 on the App Store rankings on Saturday, while Google's Gemini was at No. 3... On Jan. 30, [Claude] was ranked No. 131 in the U.S., a…

Engadget reports: In a lengthy post on Truth Social on February 27, President Trump ordered all federal agencies to "immediately cease all use of Anthropic's technology" following strong disagreements between the Department of Defense and the AI company. A few hours later, the U.S. conducted a major air attack on Iran with the help of Anthropic's AI tools, according to a report from The Wall Street Journal. Even Trump's post noted there would be a six-month phase-out for Anthropic's technology (adding that Anthropic "better get their act together, and be helpful during this phase out period, or I will use the Full Power of the Presidency to make them comply, with major civil and criminal co…

"Podcasts have officially overtaken AM/FM talk radio as the more popular medium for spoken-word audio in the United States," reports TechCrunch, citing Edison Research's Share of Ear survey: The researchers have tracked these statistics over the last decade, and almost always, the percentage of time people spent listening to podcasts increased, while their time with spoken radio broadcasts decreased. For the first time this year, podcasts eclipsed spoken-word radio with 40% of listening time, as opposed to 39% for radio... We checked with Edison to see if these statistics include video podcasts, and they do. But the need to clarify that question points to the undeniable growing prevalence o…

"Billions fewer birds are flying through North American skies than decades ago," reports the Associated Press, "and their population is shrinking ever faster, mostly due to a combination of intensive agriculture and warming temperatures, a new study found." Nearly half of the 261 species studied showed big enough losses in numbers to be statistically significant and more than half of those declining are seeing their losses accelerate since 1987, according to Thursday's journal Science... The only consolation is that the birds that are shrinking in numbers the fastest are species — such as the European starling, American crow, grackle and house sparrow — with large enough populations that th…

Slashdot reader darwinmac writes: The Document Foundation (TDF), the organization behind LibreOffice, has decided to bring back its LibreOffice Online project which been inactive since 2022. Collabora, a company that was a major contributor to the original LibreOffice Online, is not pleased with this development. After the original project went dormant, Collabora forked the code and created its own product, Collabora Online. Collaboras Michael Meeks, who also sits on the TDF board, reacted to the TDFs decision by saying that a fully supported, free online version already exists in the form of Collabora Online, and that resurrecting a dead repository makes little sense when an active, open c…

In a library in Florence, Italy, historian Ivan Malara noticed handwritten notes on a book printed in the 1500s — and recognized the handwriting as Galileo's. The finding "promises new insights into one of the most famous ideological transitions in the history of science," writes Science magazine — since the book Galileo annotated was a reprint of Ptolemy's second-century work arguing that the earth was the center of the universe. Galileo's notes, perhaps written around 1590, or roughly 2 decades before his groundbreaking telescope observations of the Moon and Jupiter, reveal someone who both revered and critically dissected Ptolemy's work. And they imply, Malara argues, that Galileo ultima…

An anonymous reader shared this report from the blogIt's FOSS: Greg Kroah-Hartman has updated the projected end-of-life (EOL) dates for several active longterm support kernels via a commit. The provided reasoning? It was done "based on lots of discussions with different companies and groups and the other stable kernel maintainer." The other maintainer is Sasha Levin, who co-maintains these Linux kernel releases alongside Greg. Now, the updated support schedule for the currently active LTS kernels looks like this: — Linux 6.6 now EOLs Dec 2027 (was Dec 2026), giving it a 4-year support window. — Linux 6.12 now EOLs Dec 2028 (was Dec 2026), also a 4-year window. — Linux 6.18 now EOLs Dec 2028…

Anthropic's Claude AI assistant "jumped to the No. 2 slot on Apple's chart of top U.S. free apps late on Friday," reports CNBC: The rise in popularity suggests that Anthropic is benefiting from its presence in news headlines, stemming from its refusal to have its models used for mass domestic surveillance or for fully autonomous weapons... OpenAI's ChatGPT sat at No. 1 on the App Store rankings on Saturday, while Google's Gemini was at No. 3... On Jan. 30, [Claude] was ranked No. 131 in the U.S., and it bounced between the top 20 and the top 50 for much of February, according to data from analytics company Sensor Tower... [And Friday night, for 85.3 million followers] pop singer Katy Perry …

In a 9,000-word expose, a writer for Harper's visited San Francisco's young entrepreneurs in September to mockingly profile "tech's new generation and the end of thinking." There's Cluely founder Roy Lee. ("His grand contribution to the world was a piece of software that told people what to do.") And the Rationalist movement's Scott Alexander, who "would probably have a very easy time starting a suicide cult..." Alexander's relationship with the AI industry is a strange one. "In theory, we think they're potentially destroying the world and are evil and we hate them," he told me. In practice, though, the entire industry is essentially an outgrowth of his blog's comment section... "Many of th…

Saturday afternoon Sam Altman announced he'd start answering questions on X.com about OpenAI's work with America's Department of War — and all the developments over the past few days. (After that department's negotions had failed with Anthropic, they announced they'd stop using Anthropic's technology and threatened to designate it a "Supply-Chain Risk to National Security". Then they'd reached a deal for OpenAI's technology — though Altman says it includes OpenAI's own similar prohibitions against using their products for domestic mass surveillance and requiring "human responsibility" for the use of force in autonomous weapon systems.) Altman said Saturday that enforcing that "Supply-Chain …

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Что за вайб-кодинг такой

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

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

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

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

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

В сайд-бай-сайде вышла следующая версия

Изменения: Человекочитаемые URL для голосований

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

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

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

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

На странице голосования теперь тоже показывается количество проголосовавших.

На странице голосований можно прокручивать картинки перетаскиванием мыши

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

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(): 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…

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aeroplayer is a MP3/MP4/FLAC/OGG/M4A/WEBM/WAV player inspired by the future we were promised, Frutiger Aero. we're looking for testers, or for people who just hang around and watch development! if youd like to test, just simply ask in our discord server. **You just got warned!** https://discord.gg/wtwcF9WgAr aeroplayer is built by humans, for humans. submitted by /u/No-Cheetah-2014 [link] [comments]

Background: I've been organizing my company's annual golf scramble for a few years. Every year it was the same thing — spreadsheets for teams, group texts for payments, a whiteboard leaderboard nobody updated past hole 12. I figured this was a solved problem. It wasn't at least not for a 40-person buddy league that doesn't need a $3,900/year PGA Tour platform. So I built Scramble Captain. Core loop: - Organizer creates a tournament, sets entry fee, shares an invite link - Players register + pay in one step (no more "I'll get you tomorrow") - Organizer snake-drafts teams by handicap in the app - On the day, scorecards go in hole by hole and the leaderboard updates live — anyone with the link…

Openclaw in the cloud Discussion | Link

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Turn any prompt into a shareable URL for ChatGPT, Claude Discussion | Link

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Capture API requests for bug reports in seconds Discussion | Link

Monitors security tools, probes threats, + prompts action Discussion | Link

Get approved by US banks even after being rejeceted Discussion | Link

Google's latest AI image generation model Discussion | Link

outfit engine for the modern runner 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.

On an isolated stretch of the Ring Road in South Iceland, a portion of a white wing from an Icelandair Boeing 757-200, has been mounted. It is dedicated to the service of aviation mechanics. The aircraft mechanic’s oath is printed on the wing. The wing is set against the stunning backdrop of sheer mountain cliffs and the island’s wilderness. It is not the location of an airplane wreck, and, there is no indication why this out-of-the-way location was chosen.

Referred to by locals as Hong Kong's 'South Pole', Po Toi is the territory's southernmost island. Covering an area of 3.69 square kilometres, the car-free island is one of Hong Kong's least populated islands, home to only 20 residents.

Once on the island, three hiking trails of varying difficulty allow visitors to reach the main points of interest. Among which are rock formations like Buddha's Palm Cliff or Tortoise Rock, the supposedly haunted ruins of Mo's old house, and the Tin Hau Temple.

Most historically significant are the Bronze age rock carvings, speculated to be over 3000 years old and supposedly hewn to appease sea gods. Po Toi is also a popular destination for campers and starga…

The theater shows a mix of first-run indie, foreign and repertory films, classic double features, and specialty screenings throughout the year. It’s known for unique events like a 70 mm film festival, regular Rocky Horror Picture Show with shadow casts, and long-running classics.

A signature tradition at the Music Box is its house organist, who performs before weekend screenings. The theater houses a custom organ that honors its silent-film era roots.

Architecturally, the Music Box features a deep blue, cove-lit ceiling dotted with twinkling stars designed to mimic an Italian courtyard. This creates the feeling of watching a film under an open night sky.

Beyond the main screen, the venue in…

Long before Collado Villalba had a town hall, it had a rock. Known as the Piedra del Concejo, this massive granite outcrop once served as the beating heart of local decision-making, where neighbors gathered in the open air to debate land disputes, local laws, and communal concerns in a form of direct democracy that predates modern institutions.

In 1724, the town’s mayor, known as Señor Sanz, ordered the stone to be reshaped with five carved steps, transforming it into a more comfortable civic platform. Chiseled into its surface are symbols, including a mysterious bird—interpreted as either a dove or the now-extinct francolin—that later became an emblem of the town itself.

Yet the stone’s st…

When thinking about rich biodiversity, the rainforest would come to mind for most people, but when it comes to plants it's actually a small nature reserve in southern South Africa. With an area of just 7 square miles (18 square km), the park is sizable, but no bigger than other nature reserves. Still it contains over 1800 species, 14% of all plants in South Africa, more than the entirety of the UK, and most other countries. When walking there this high density makes it so that you can find a new plant every minute of your hike.

Tourists and even locals sometimes miss one of the most historic and colorful free outdoor attractions in San Diego when they drive over the Coronado Bay Bridge to visit the sandy shores of Coronado. Underneath the pre-stressed concrete and steal of the bridge lies Chicano Park, home to one of the largest collections of outdoor murals in the United States. The vibrant murals are not just colorful artwork, but all have a meaningful message of Chicano Pride and the Hispanic history of oppression and resistance. That’s because this park would not exist if it weren’t for the Chicano movement in the 1970’s.

In the late1960’s the largely Hispanic neighborhood of Barrio Logan had five thousand res…

Taiwan imports almost all of its energy. That fact can make the island’s own oil history feel easy to forget. In Miaoli County, ChuHuangKeng is Taiwan’s most important early oil site. Local sources sometimes refer it as the first modern oil well area in East Asia. Labels can be disputed, but the place significance is without any doubt. It tells Taiwan’s main petroleum story for more than a century, from the 1861 discovery in the late Qing period, through Japanese rule, and all the way into the several wells that still produce natural gas today. The Taiwan Oil Field Exhibition Hall sits next to the old field. At the entrance stands a statue of three oil workers at a wellhead. CPC Corporation…

The Hitching Stone is a prominent landmark on the otherwise bland and gently sloping Keighley Moor in the Pennines of Yorkshire. Weighing over 1000 tonnes and 29 feet long, it is said to be the largest single boulder in the county. It is believed to be an erratic block, deposited here by glacial ice movement thousands or even millions of years ago. Being so unique for its area, it has become a prominent local landmark where councils, horse races, and fairs were once held.

Particular features of the rock have their own stories to tell. A long tunnel through the rock is said to have been left by a witch. Allegedly irritated by the rock's presence outside her house, she is said to have shoved …

Morlaix is a medieval market town in Brittany. The Old Quarter has many half-timbered buildings overhanging the narrow cobbled streets. The last thing you expect to see in such a quaint medieval town is modern street art. Huge, beautiful murals have been painted on the sides of ramshackle old buildings and modern blocks of flats. Some overlook ancient thoroughfares and others busy car-parks.

The art has been created by a number of artists and tours are available to see them all, however on any walk around the town centre you will discover unexpected colourful surprises.

The Poolsmoor prison is a decades old maximum-security prison that hosted a variety of people, including Nelson Mandela after his release from Robben Island. With over 7000 inmates it does not appear in most people's travel itinerary, but perhaps surprisingly it should because it hosts an (in)famous restaurant called Pollsmoor Restaurant "Idlanathi" (or Zulu for "come eat with us"). The restaurant, which is open for breakfast and lunch, is not only special for its location but also for the staff, as it is fully run by inmates close to the end of their sentence, with the idea to provide them with useful skills for functioning in the outside world. There are also guards nearby so there is vir…

Four outer walls remain of this beautiful church which has lost its roof and been taken over by nature. Part of the structure dates back to 1086 and was one of two local churches registered in the Domesday Book. Over time it was too costly to maintain both churches and this one was decaying and at risk of falling.

In 1947, vibrations from a low-flying aircraft caused the tower to collapse. The church fell into further disrepair after this.

Watching the Olympic Games, it may often feel like they are as much about pomp and ceremony as they are about sports. The International Olymic Committee (IOC) has a long list of protocols that need to take place during opening and closing ceremonies, the playing of the Olympic and National Anthems and lighting of the flame, for example; and medal ceremonies have similar requirements. Looking at the Games of the 21st century, it becomes clear that many of these traditions have their origins in the birth of the modern Games in 1896 Europe, a context of chivalrous ideals marred by racist notions of superiority; while other traditions can be traced further back to the original games in Ancient …

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…

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The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Feb. 23-27) appeared first on EU-Startups.

Following up on our country deep-dive series, we now turn to Poland, one of Central and Eastern Europe’s largest and most established startup ecosystems. With major hubs in Warsaw and Kraków, Poland combines a strong technical talent base with growing venture activity across AI, healthtech, cybersecurity, agritech, defence, and digital platforms. Poland’s ecosystem benefits from […]

The post Poland’s new tech wave: 10 of the most promising startups to watch in 2026 appeared first on EU-Startups.

Encord, the data infrastructure company for physical AI, today announced a €50 million ($60 million) Series C in order to accelerate product development, expand into new markets, and scale its AI-native data infrastructure platform as physical AI systems move from pilot programmes into full production. The round was led by Wellington Management, bringing the company’s […]

The post London-based Encord raises €50 million to support next phase of physical AI deployment appeared first on EU-Startups.

In the last year, we’ve seen huge strides in AI development and adoption. Whilst staggering valuations take the headlines, I’m interested in the coming data drought, opportunities in healthcare, and space tech. These are the industries where we expect the most impact to be achieved. New AI data sources: a huge market opportunity Gaining access […]

The post AI in 2026: The data drought, healthcare opportunities, and space tech appeared first on EU-Startups.

St. Gallen-based storage marketplace storabble has acquired the key assets of Düsseldorf-based mobile storage provider on-storage. The transaction represents storabble’s first acquisition and includes on-storage’s technology platform, logistics management systems, and brand assets. Financial terms were not disclosed. “Our goal has always been to create the one place people go when they need storage, whether […]

The post Swiss “Shark Tank” winner storabble acquires Germany’s on-storage to consolidate Europe’s fragmented storage market appeared first on EU-Startups.

Sparqle, an Amsterdam-based startup building an emission-free logistics infrastructure for modern e-commerce, has raised €1.5 million, including financing from the European Union, for European expansion. The company is active in the Netherlands, Belgium, and France and is working to expand into multiple European cities. “Our mission is to create a logistics ecosystem that combines sustainability […]

The post Amsterdam’s Sparqle secures €1.5 million with EU backing to scale emission-free delivery across Europe appeared first on EU-Startups.

Munich-based Ark Climate, a software company that offers an end to end solution for municipal climate action, has raised €2.1 million in a pre-Seed round to grow their team, expand their presence in the German market and develop advanced emission data and AI models. The round was led by the Climate Tech VC Satgana, joined […]

The post German municipalities could cut 100 million tonnes of CO2e – Ark Climate raises €2.1 million to support local action appeared first on EU-Startups.

Frankfurt-based Oska Health, a hybrid care provider combining personal health coaches with AI, has raised €11 million in Seed funding to scale its continuous care model for high-risk, chronically ill patients. The round is led by Capricorn Partners and SwissHealth Ventures, with participation from Revent, Calm Storm, LBBW Venture Capital, BMH, GoHub Ventures, and Aurum […]

The post With half of chronically ill patients failing to take medication correctly, Oska Health secures €11 million for personal health app appeared first on EU-Startups.

CommonAI has announced the UK’s Advanced Research and Invention Agency (ARIA) as its newest member, supported by an initial €18 million (£16 million) grant (part of a total €57 million (£50 million) commitment) that will focus on developing the UK’s scaling inference capability. The platform was originally launched by Anthemis and Cambridge AI Venture Partners […]

The post UK’s ARIA joins CommonAI with €18 million grant to strengthen AI compute delivery appeared first on EU-Startups.

This week on the EU-Startups podcast, we sit down with Enrico Giacomelli, Founder and Chairman of Namirial, one of Europe’s leading Digital Transaction Management and Qualified Trust Service Provider (QTSP) groups. From a small Italian software house to a pan-European digital trust leader valued at approximately €1.1 billion, Namirial’s journey reflects steady growth and strategic […]

The post The EU-Startups Podcast | Interview with Enrico Giacomelli the Founder and Chairman of Namirial appeared first on EU-Startups.

Seraphim Space, a London-based SpaceTech investment group, today announces the latest closing of its oversubscribed early-stage venture fund to support ventures at the Seed and Series A stage – exceeding its previous €84 million ($100 million) target. Investors include the British Business Bank (BBB), and the National Security Strategic Investment Fund (NSSIF). Alongside new strategic […]

The post Seraphim Space surpasses €84 million target with latest close of early-stage SpaceTech fund appeared first on EU-Startups.

We are excited to announce that Dimitris Vassos, Chief Executive Officer and Co-founder of Omilia, will join the speaker line-up at the EU-Startups Summit 2026 on May 7-8 in sunny Malta. Founded in 2002, Omilia is one of the most advanced Voice AI and Agentic CX platforms globally, enabling enterprises to deliver seamless, human-like customer […]

The post Dimitris Vassos, Co-founder and CEO of Omilia joins the speaker line-up at the EU-Startups Summit 2026! appeared first on EU-Startups.

Alpa, a London-based hospitality-focused FinTech startup, today announced that it has raised €2.9 million ($3.5 million) in its pre-Seed funding round to strengthen its core product and engineering capabilities. The round was led by Daphni, with participation from True Capital, 2100 Ventures, Firedrop, Oprtrs Club, Kima Ventures, and Sonorcap. A group of hospitality and tech […]

The post Taster founder’s UK FinTech startup Alpa raises €2.9 million to build the financial operating system for hospitality appeared first on EU-Startups.

Foodforecast, a Cologne-based AI FoodTech startup specialising in demand and production forecasting for ultra-fresh food supply chains, today announced that it has secured €8 million in Series A funding to fuel international growth and enterprise-ready expansion. The round was co-led by SHIFT Invest and ECBF, with participation from existing investors Future Food Fund and Aeronaut […]

The post German AI FoodTech startup Foodforecast raises €8 million to tackle ultra-fresh food wastage appeared first on EU-Startups.

This week, we tracked more than 70 tech funding deals worth over €2 billion and 5 exits, M&A transactions, rumours, and related news stories across Europe. On the fourth anniversary of Russia’s un...

Monzo’s former CEO TS Anil has been appointed vice-chair of Monzo’s board, in a shake-up which sees an executive from an existing Monzo investor and a former Y Combinator executive take non-executive ...

I’m sure the creators of the internet never thought of a time when phrases like doomscrolling, social media addiction, and bed rot would be mainstream. But here we are. If you’ve ever jolted yourself ...

Today, The Rise Report, a new nationwide study, has found that UK female entrepreneurs identify human connection as the cornerstone of resilience, growth and business success. This report is commissio...

InSpacePropulsion Technologies (ISPTech), a German space tech company developing propulsionsystems designed to enable fast and agile in-orbit manoeuvring, has raised €5.5million to advance deployment ...

ChatGPT developer OpenAI is to make London its largest research hub outside of its San Francisco headquarters, it announced today, signifying a vote of confidence in the city. The US AI frontier lab, ...

FlyFocus, a Poland-based defence technology companyspecialising in unmanned aerial systems (UAS) and avionics, has raised €4.5million in a funding round led by ffVC, with participation from the NCBRIn...

Ukraine offers a rare combination: deep technical talent, a startup ecosystem tested under extreme conditions, digital-first public infrastructure, supportive regulation, and urgent national demand th...

In 2025, European tech investment reached €72 billion,making it the second-strongest year of the past three. Within this landscape,the Netherlands ranked fourth, behind the UK, Germany, and France, wi...

French AI startup Mistral has struck a multi-year deal with consulting giant Accenture to help companies deploy AI technology and customise their AI offering. The deal comes as AI companies like Mistr...

Following our previous announcements, we are excited to unveil a new group of confirmed speakers for the Tech.eu Summit London 2026. The Tech.eu Summit London 2026 will take place on 21–22 April 2026...

Fusion energy company Proxima Fusion has signed an agreement with the Free State of Bavaria, RWE, and Max Planck Institute for Plasma Physics (IPP) to put the world’s first commercial stellarator fusi...

A UK AI infrastructure startup founded by Cambridge neuroscientists offering a counter view to the “monoculture” that believes superintelligence will come from a single “God-like” AI model running on ...

Oska Health, a hybrid careprovider combining personal health coaches with AI, has raised €11 million in seed funding to scale its continuous care model for high-risk, chronically illpatients. The roun...

Founders House has officially launched in Helsinki, bringing a highly successful Swedish “founder factory” to Finland. Founders House Helsinki is a highly selective workspace and community for Finla...

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 […]