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The H-1B visa is valid up to three years and can be extended for another three years.

Greg Abbott has also directed college and agencies in his state to pause hiring H-1B visa holders through May 2027.

Ron DeSantis' criticisms of the H-1B program last fall.

More than 600 H-1B visa holders were employed in Florida's public universities as of last fiscal year, according to federal data.

The University of Florida employs the most H-1B visa holders among the state's public institutions, with 253.

Teams use Cekura to simulate real user conversations, stress-test prompts and LLM behavior, and catch regressions before they hit production.

But real users find paths no generator anticipates, so we also ingest your production conversations and automatically extract test cases from them.

Where tracing platforms evaluate turn by turn, Cekura evaluates the full session.

Imagine a banking agent where the user fails verification in step 1, but the agent hallucinates and proceeds anyway.

Curious what the HN community is doing - how are you testing behavioral regressions in your agents?

I'm struggling to think of any online services for which I'd be willing to verify my identity or age Updated 2026-03-03Identity verification and age verification is an increasinly common policy conversation at the moment, in numerous countries.

But anyway…I was pondering last night for which services I, personally, would actually be willing to verify my age or identity.

Would I be willing to verify my identity or age to read someone’s RSS feed?

I occasionally look at the comments on HN if one of my posts is surfaced there, but if HN forced identify or age verification, I’d just stop doing it.

Or perhaps, in the future, some service will pop up that I will really, really want to use, despite…

Over drinks a few weeks ago, a friend told me he'd been offered a promotion, to an Engineering Manager role.

The ladder is very competitiveThe classic EM ladder used to look like: EM → Senior EM → Director → VP.

This means there are fewer Director and VP roles to grow into (and much less Senior EM ones).

Companies still need someone to run teams, but from Senior EM upward, it becomes much more competitive.

Final wordsIf you are a senior engineer, the bottom line is that I wouldn’t recommend the jump to management right now.

“With M5, MacBook Air powers through a wide range of tasks, from everyday productivity to creative workloads, and is even faster for AI.

MacBook Air is designed to be durable and repairable, while meeting Apple’s high standards for energy efficiency and safer chemistry.

The 13-inch MacBook Air with M5 starts at $1,099 (U.S.), and $999 (U.S.) for education, and the 15-inch MacBook Air with M5 starts at $1,299 (U.S.) and $1,199 (U.S.) for education.

Results are compared to MacBook Air with Apple M1, 8-core CPU, 8-core GPU, 16GB of unified memory, and a 2TB SSD.

Results are compared to MacBook Air systems with Apple M4, 10-core CPU, 10-core GPU, 32GB of unified memory, and a 2TB SSD.

14- and 16-inch MacBook Pro with M5 Pro deliver:2Up to 7.8x faster AI image generation performance when compared to MacBook Pro with M1 Pro, and up to 3.7x faster than MacBook Pro with M4 Pro.

MacBook Pro with M5 Pro now comes standard with 1TB of storage, while MacBook Pro with M5 Max now comes standard with 2TB.

Even More Value for UpgradersThe new 14- and 16-inch MacBook Pro with M5 Pro and M5 Max mark a major leap for pro users.

The 14‑inch MacBook Pro with M5 Pro starts at $2,199 (U.S.) and $2,049 (U.S.) for education; and the 16‑inch MacBook Pro with M5 Pro starts at $2,699 (U.S.) and $2,499 (U.S.) for education.

The 14‑inch MacBook Pro with M5 Max starts at $3,599 (U.S.) and $3,299 (…

The all-new Studio Display XDR takes the pro display experience to the next level.

The new Studio Display with a tilt-adjustable stand starts at $1,599, and Studio Display XDR with a tilt- and height-adjustable stand starts at $3,299.

Studio Display XDR — the World’s Best Pro DisplayThe all-new Studio Display XDR delivers the most advanced display technology and a robust set of features for pro users who need the ultimate front-of-screen performance.

Studio Display and Studio Display XDR are designed to be durable, repairable, and also offer industry-leading software support, while meeting Apple’s high standards for energy efficiency and safe chemistry.

Studio Display XDR replaces Pro Displ…

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In early 2024, ten major tech publications pulled a combined 110 million organic visits per month from Google in the US.

TL;DR 10 major tech publications lost a combined 63M monthly organic visits since their 2024 peaks.

Methodology We pulled monthly US organic traffic estimates from Ahrefs for ten major English-language tech publications from February 2024 through January 2026.

Monthly organic traffic: the four steepest declines Estimated US organic visits per month, Feb 2024 to Jan 2026.

Raw Data: Monthly Traffic for All Ten SitesFull monthly organic traffic estimates for each publication, February 2024 through January 2026.

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The teams keeping systems alive today are visible and rewarded.

What should make everyone very hopeful is the foundation of great engineering isn't missing.

A team of five people with fifty agents is going to build and operate what used to take five hundred.

Platform engineering isn't dead.

And the incentives haven't changed because nobody with authority has been forced to confront what's actually breaking.

So-called "barely legal" pornography and content depicting sexual relationships between step-relatives are set to be banned amid efforts to regulate intimate image sharing.

"This is because Parliament recognised the clear power imbalance in step family relationships within households, and also Parliament acted because step-relations are the most likely relationships in which child sexual abuse takes place.

But justice minister Baroness Levitt warned that cracking down on pornography depicting sex between step-relatives was complicated, because not all relationships between step-relatives are illegal.

Peers agreed by a majority of one to ban videos and images depicting relationships that wou…

Original postConclusion: Always set billing caps and alerts on cloud API keys.

A compromised key without spending limits can bankrupt you overnight.

tldr: A stolen Google Cloud API key generated $82,314 in Gemini charges in 48 hours — normal monthly spend was $180.

The high court had also sought a report from the junior judge who had used the AI-generated rulings.

She told the court that this was her first time using an AI tool and she had believed the citations to be "genuine".

She had no intention to misquote or misrepresent the rulings and that "the mistake occurred solely due to the reliance on an automatic source", the high court wrote.

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I’ll try to look through recent Linux kernel changes and identify those that sound interesting for a database like PostgreSQL.

Uncached IO takes advantage of the page cache for up-to-date data, but do not leave anything in the cache.

Page cache stateAnother change is a bit older [9]:commit cf264e1329fb0307e044f7675849f9f38b44c11a Author: Nhat Pham Date: Tue May 2 18:36:07 2023 -0700 cachestat: implement cachestat syscallThe new syscall is essentially a more scalable way to query page cache state than mincore .

In the referenced article this variable includes available page cache as well, which is currently unknown to PostgreSQL.

One of them is cache_ext [12], a struct ops approach to custom…

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In short: It’s a free tool that lets you install “mods” for Windows and the applications you run.

I’ve been thinking a lot about Windhawk as I contemplate why Microsoft is pursuing the Windows Baseline Security Mode, too.

I can install mods that let me position my mouse wheel over the Windows taskbar and scroll to adjust the system volume, too.

(You can view the full list of Windhawk mods here.)

I haven’t heard of a problem with Windhawk mods yet, but the potential risks here make me uncomfortable.

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

The action you just performed triggered the security solution.

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

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

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

Lilaq [/ˈlaɪlək/] is a powerful plotting library for Typst.

Seamless integration with Typst documents.

Powerful configuration abilities.

You can support this endeavour through a sponsorship on GitHub 💜.

Plot typesTutorialsAnatomy of a diagram

In 2011 Thomas Neumann published a paper which introduced the notion of “data centric” query compilation.

The resulting query plan will look somewhat like this:The plan consists of a projection, a selection and a table scan.

consume ( ) ; code += "}" ; } void TableScan :: produce ( ) { code += "for(Tuple t : ${table}) {" ; parent .

produce ( ) ; code += "for (Entry e : aggregationMap) {" ; code += " Tuple group = new Tuple(e.key, e.value);" ; parent .

consume ( ) ; code += "}" ; } void Aggregation :: consume ( ) { for ( Aggregate aggregate : aggregates ) { code += "int currentSum = aggregationMap.getOrDefault(${aggregationKey}, 0);" ; code += "aggregationMap.put(${aggregationKey}, currentSu…

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How To Put 30 Languages Into 1.1MBJuly 23, 2022This blog post is about hypher , a fast hyphenation library for Rust.

However, it also has sizable binary overhead when you embed the hyphenation patterns (2.8MB).

The algorithms for dealing with the patterns go all the way back to Liang’s 1983 thesis Word Hy-phen-a-tion by Com-put-er.

[features] default = [ "full" ] full = [ "english" ] english = [](Update: There’s now one feature per language.)

In a fairer comparison where only the common languages are considered, hypher’s encoding is still ~12% more compact than hyphenation’s.

Simple Screw Counter28 Feb 2026I have wasted a significant chunk of my life counting out small numbers of parts into bags and posting them to people.

I might add a few more layers, or maybe cut it all out again bigger – but it's already good enough that it doesn't really matter.

Screw dispenser attempt 1Emboldened by my effective, err, nut shooter, I turned my sights to the screws.

The first three sections have a turn radius of 100mm, the last has 80mm so that the track doesn't obscure visibility of the dispensing mechanism.

The main problem with the design, apart from being a bit of a handful, is that about half the track doesn't see use.

Cortex X925 in Nvidia’s GB10 achieves performance parity with AMD’s Zen 5 and Intel’s Lion Cove in their fastest desktop implementations.

While Cortex X925 doesn’t have the same tight power and area restrictions as A725, many of the same justifications apply.

Wikichip believes it’s 768 instructions, based off an Arm slide that states Cortex X925 doubled reordering capacity over Cortex X4.

On Cortex X925, “multi-cycle” pipes distinguish themselves by handling special operations and being able to access FP/vector related registers.

Unlike recent Intel and AMD cores, Cortex X925 can’t do zero latency forwarding when store and load addresses match exactly.

Mar 3, 2026Announcing npmx: a fast, modern browser for the npm registryToday we’re releasing the alpha of npmx.dev, a fast, modern browser for the npm registry.

npmx is about speed and simplicity: making it quicker and easier to find, evaluate, and manage npm packages.

We’re also building social features into npmx because open source is better when it’s easier to connect with the people behind the packages.

With over 105 contributors and 1500 stars in just 16 days, npmx became one of the most active early open-source projects we’ve seen.

Try npmx today, tell us what you think at chat.npmx.dev, open an issue on GitHub, or submit a pull request.

The DOS memory management was probably written sometime around summer 1982, and it meshed with the newly added process management functions (EXEC/EXIT/WAIT)—allocated memory is owned by the current process, and gets freed when that process terminates.

The DOS 2.0 memory management functions were already documented in the PC DOS 2.0 manual dated January 1983.

DOS 5.0 EnhancementsThe DOS memory management saw very minimal changes from version 2.11 up to and including DOS 4.0.

SummaryAlthough DOS memory management is in principle very simple, users may find some of its behaviors surprising.

The addition of UMB support in DOS 5.0 made DOS memory management noticeably less simple than before, al…

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Ram Iyer / TechCrunch:

Israel-based Fig Security, which makes tools for companies to monitor their security stack, raised $38M in seed and Series A funding — For enterprises, being able to study data unlocks much more than new ways to make money. The modern enterprise tech stack is mind-bogglingly complex …

Gené Teare / Crunchbase News:

Global venture investment hit a record $189B in February, up 780% YoY, amid the AI boom; 83% of the month's total went to OpenAI, Waymo, and Anthropic — Crunchbase data shows global venture investment totaled $189 billion in February — the largest startup funding month on record …

Engadget:

Apple says the M5 MacBook Pro starts at $1,699 for the 14" model, up $100, and the M5 Pro and Max models start at $2,199 and $2,699, respectively, both up $200 — But MacBook Pro prices have jumped up a bit across the board. — It happened much later than we expected …

Zac Hall / 9to5Mac:

Apple unveils the M5 MacBook Air in 13" and 15" sizes, boosting its starting price by $100 to $1,099 and doubling base storage to 512GB, shipping from March 11 — Apple has officially announced the new M5 MacBook Air. While the starting price has increased by $100, it now comes with double …

Apple:

Apple updates the $1,599+ Studio Display and unveils a $3,299+ 27" 5K Studio Display XDR, with a 120Hz refresh rate, a mini-LED backlight, and up to 2,000 nits — Studio Display XDR is the world's best pro display, featuring a 27-inch 5K Retina XDR display with a mini-LED backlight …

Apple:

Apple unveils the M5 Pro and M5 Max, offering a new Apple-designed Fusion Architecture, a next-generation up-to-40-core GPU with Neural Accelerators, and more — Built using the new Apple-designed Fusion Architecture, M5 Pro and M5 Max feature an advanced CPU, a next-generation GPU with Neural Accelerators …

Apple:

Apple refreshes the 14" and 16" MacBook Pro with M5 Pro and M5 Max: up to 4x faster LLM prompt processing, up to 2x faster SSD speeds, and 1TB/2TB base storage — The world's best pro laptop raises the bar again with blazing-fast CPU and GPU performance, plus up to 2x faster SSD speeds and 1TB of starting storage

Eamon Farhat / Bloomberg:

A UK trial by the National Grid, Nvidia, and others finds AI data centers can operate without using peak power continuously, adjusting consumption when asked — AI data centers can operate without using peak power continuously, according to the results of a UK trial, a finding …

Nicholas G. Miller / Wall Street Journal:

Elliott injects $1B into Pinterest to fund stock buybacks, buying convertible senior notes with an initial conversion price of $22.72 per share, a 30% premium — Activist investor Elliott Investment Management has injected $1 billion into Pinterest, which the company will use to repurchase shares.

Lawfare:

US Defense Secretary Pete Hegseth's and Trump's actions against Anthropic have serious legal issues, and its designation exceeds what the statute authorizes — This is designation as political theater: a show of force that will not stick. — alanrozenshtein.com — Meet The Authors

Rebecca Torrence / Bloomberg:

Grow Therapy, which connects patients with therapists covered by their insurance, raised a $150M Series D at a $3B valuation and hits $1B+ in annual revenue — Sequoia Capital-backed mental health startup Grow Therapy has reached a $3 billion valuation with new funding.

Chainalysis:

Iranian cryptoasset outflows reached ~$10.3M between February 28 and March 2 amid US and Israeli strikes; in 2025, Iran's crypto ecosystem was worth $7.8B — TL;DR — On-chain data shows a sharp increase in activity from major Iranian exchanges in the hours following the February 28 …

Financial Times:

Sources: in the EU, US criticism over censorship has been met with disbelief and anger, and some Big Tech lobbyists acknowledge US accusations are overstated — EU efforts to regulate the digital sphere are under attack from the Trump administration and, increasingly, Silicon Valley

Thomas Ricker / The Verge:

Google unveils Home updates to fix a long list of annoyances and idiosyncrasies, and debuts Live Search to let Gemini analyze and describe live camera feeds — 'Hey Google, is there a car in the driveway? … Google Home chief Anish Kattukaran announced several updates to the smart home platform …

Lee Jae-Lim / Korea Joongang Daily:

Sources: Samsung Foundry has frequently delayed the timeline for its plant in Taylor, Texas, with its mass production plans moving from early 2026 to early 2027 — Audio report: written by reporters, read by AI — Mass production at Samsung Electronics' Taylor plant …

SvD:

Investigation: Sama data annotators in Nairobi say they often view private footage from Meta's Ray-Ban glasses, like bathroom visits; some footage is blurred — Bank details, sex and naked people who seem unaware they are being recorded. Behind Meta's new smart glasses lies a hidden workforce …

Steven T. Dennis / Bloomberg:

Senator Ron Wyden, the top Democrat on the Senate Finance Committee, vows to “pull out all the stops” to fight back after the US moved to bar Anthropic — Congressional Democrats are vowing to contest the Trump administration's unprecedented actions against the artificial …

Dylan Butts / CNBC:

Sam Altman says the DOD affirmed that OpenAI's tools wouldn't be used by agencies like the NSA, and services to them would need a further contract modification — OpenAI CEO Sam Altman said Monday that the company “shouldn't have rushed” its recent deal with the U.S. Department of Defense and outlined revisions to the agreement.

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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Reload to refresh your session.

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How do you know, generally, what the terms are of a conversation with a stranger?

This is the idea that if no one talks to you, you don’t talk to anyone either.

On an individual level, some people perfectly understandably cite neurodivergence, introversion, inability to tolerate eye contact or an intense loathing for small talk (especially about the weather) as reasons to avoid these conversations.

Small talk may not profoundly alter your life.

Small talk is a tiny, free and very possibly priceless reminder of our shared humanity.

Once again one of the parties is the United States itself, but the other entity in question is a private company, Anthropic.

Effective immediately, no contractor, supplier, or partner that does business with the United States military may conduct any commercial activity with Anthropic.

Fortunately for the company, Hegseth’s declaration does seem out of step with the law, which limits Hegseth’s authority to work covered by U.S. government contracts; in other words, AWS could still serve Anthropic models, as long as it doesn’t use Anthropic models for any of its services offered to the U.S. government.

Anthropic talks a lot about alignment; this insistence on controlling the U.S. military, ho…

Digital products and services keep getting worse. In the new report Breaking Free: Pathways to a fair technological future, the Norwegian Consumer Council has delved into enshittification and how to resist it. The report shows how this phenomenon affects both consumers and society at large, but that it is possible to turn the tide.

Effortless Web Scraping for the Modern Webالعربيه | Español | Deutsch | 简体中文 | 日本語 | РусскийSelection methods · Fetchers · Spiders · Proxy Rotation · CLI · MCPScrapling is an adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl.

spiders import Spider , Response class MySpider ( Spider ): name = "demo" start_urls = [ "https://example.com/" ] async def parse ( self , response : Response ): for item in response .

spiders import Spider , Request , Response class QuotesSpider ( Spider ): name = "quotes" start_urls = [ "https://quotes.toscrape.com/" ] concurrent_requests = 10 async def parse ( self , response : Response ): for quote in response .

add…

ReadoutYour dev environment, at a glance.

Repos, costs, sessions, dependencies, config.

One dashboard instead of six terminal tabs.

Download for macOS 19.8 MB

This tool is a satirical but fully functional demonstration of what AI chat assistants could look like if they were monetized through advertising — similar to how free apps, websites, and streaming services fund themselves today.

As AI chat becomes mainstream, companies face a fundamental question: how do you make it free for users while covering the significant compute costs?

Advertising is one obvious answer — and this demo shows every major ad pattern that could be applied to a chat interface.

We built this as an educational tool to help marketers, product managers, and developers understand the landscape of AI monetization, and to give users a glimpse of the future they might want to av…

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.

Claude Code in ActionIntegrate Claude Code into your development workflowClaude 101Learn how to use Claude for everyday work tasks, understand core features, and explore resources for more advanced learning on other topics.

AI Fluency for studentsThis course empowers students to develop AI Fluency skills that enhance learning, career planning, and academic success through responsible AI collaboration.

Model Context Protocol: Advanced TopicsDiscover advanced Model Context Protocol implementation patterns including sampling, notifications, file system access, and transport mechanisms for production MCP server development.

Teaching AI FluencyThis course empowers academic faculty, instructional…

He had also recently stopped using ChatGPT.

By mid-March, he had begun spending more than 12 hours a day in the basement, sometimes up to 20, typing to ChatGPT, Fox recalled.

Ceccanti’s prolonged use of ChatGPT concerned Fox and Richardson, but they believed that he would come out of it soon.

Prior to the update, Ceccanti was using ChatGPT “very responsibly” as a tool, she said.

Ceccanti moved to his friend’s place in Portland and eventually resumed using ChatGPT.

Drop your PDF here, or click to browseWorks best with files under 10 MB

MicroGPT explained interactivelyAndrej Karpathy wrote a 200-line Python script that trains and runs a GPT from scratch, with no libraries or dependencies, just pure Python.

The formula is − log ⁡ ( p ) -\log(p) −log(p) where p p p is the probability the model assigned to the correct token.

Another might focus on the BOS token (to remember "we're generating a name").

Step through the pipeline for one token and watch data flow through each stage:GPT forward pass Token Token Embed Pos Embed Add RMS Norm Attn Add RMS Norm MLP Add Output Logits vector dimension: 16 (except output: 27)Here's the actual gpt() function from microgpt.

relu ( ) for xi in x ] 28 x = linear ( x , mlp_fc2 ) 29 x = [ a +…

I’ve been using Claude Code as my primary development tool for approx 9 months, and the workflow I’ve settled into is radically different from what most people do with AI coding tools.

The workflow I’m going to describe has one core principle: never let Claude write code until you’ve reviewed and approved a written plan.

Without it, Claude will jump to code the moment it thinks the plan is good enough.

Claude is excellent at understanding code, proposing solutions, and writing implementations.

Try my workflow, you’ll wonder how you ever shipped anything with coding agents without an annotated plan document sitting between you and the code.

I love computer programming and try to communicate that love to my sons, the students in my classes and anyone else who will listen.

You have to write the code.”I explain that, if they don’t write the code, they will not be able to effectively read the code.

One of the most difficult things when learning computer programming is getting “stuck”.

For example, the ability to write, think and communicate clearly, both with LLMs and humans seems likely to be much more important in the future.

Computer programming is about solving problems with computers and businesses have plenty of both of these.

Every MCP tool call in Claude Code dumps raw data into your 200K context window.

Context Mode is an MCP server that sits between Claude Code and these outputs.

But there's a tension at its core: every tool interaction fills the context window from both sides — definitions on the way in, raw output on the way out.

Cloudflare showed that tool definitions can be compressed by 99.9% with Code Mode.

Context Mode includes a PreToolUse hook that automatically routes tool outputs through the sandbox.

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

Changelog News!

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

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

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

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

At an unbeatable price.

Squarespace – A website makes it real!

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

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

At an unbeatable price.

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

Squarespace – A website makes it real!

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

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.

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.

I remember when 1TB microSD cards were considered moonshot technology, complete with moonshot price tags.

That's why I was excited to test Lexar's 1TB Silver Plus microSDXC card, a high-capacity card aimed at enthusiasts and semi-professionals.

Lexar's microSD card lineup explainedBefore diving into the details, let's address Lexar's somewhat confusing microSD lineup.

However, since the Gold cards are only available in 128GB and 256GB capacities, the Silver Plus 1TB microSD card is the fastest 1TB option in Lexar's lineup.

However, with a pricetag of $270 to $300, it's far from the cheapest 1TB microSD card on the market.

The Shark UV Reveal is ideal for mostly hard floors and obstacle avoidance. Plus: It's bagless.

ZDNET's key takeawaysLenovo unveiled a modular proof of concept ThinkBook at Mobile World Congress 2026.

It features a detachable dual screen and keyboard, and swappable ports.

Just keep in mind, however, you have to keep it connected with a USB-C cable to the laptop itself.

Whereas the Framework's ports are plastic modular ports that all connect via integrated USB-C connections, however, the ThinkBook's I/O are not.

That laptop saw a redesigned, double-sided motherboard to improve access and part replacement for the end user, and on a flagship laptop lineup no less.

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

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

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

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

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

ZDNET's key takeawaysClaude AI now lets you copy memories from another AI service.

Now Anthropic's Claude AI has cooked up a quick and simple way to incorporate memories from elsewhere.

With the new memory import option, you can transfer memories to Claude from another AI, such as ChatGPT, Google Gemini, or Microsoft Copilot.

Even if you're not quitting another AI but simply want to give Claude the same memories, you can still use the memory import tool.

A free or paid plan will suffice, as you can perform the memory import either way.

Gartner says that less than 5% of enterprise apps used task-specific AI agents in 2025.

The analyst company estimates that more than 40% of enterprise apps will use AI agents in 2026.

Insider threatsBack when I spent most of my time giving cybersecurity lectures, insider threats accounted for a measurable portion of enterprise cybersecurity risk.

Now, insider threats are moving from mostly human-motivated to the possibility that agents themselves could become malicious insider actors.

Security teams (and security agents) must be able to revoke an agent's access immediately, and monitor its behavior through logging and audit trails.

Five business leaders share five ways that professionals can ensure great security in an age of AI.

"So, therefore, it's not just a tech person who understands security, and it's not just a data or an AI specialist."

"I know the best security specialists are the ones talking to my AI teams and asking them, 'How would this work, and how would that work?'"

Yet his conversations with other experts, including Ricoh Europe's CISO, suggest that it's important to place AI cyber threats in context.

"So, we secure by design, we've got standards, we've got capabilities, and we've got teams that analyze, check, and balance."

In fact, what if I told you that in an era of generative AI, when it comes to backups, we're all pretty much screwed?

As anyone who has set up backups knows, there's nothing easy or peasy about setting up backups so they restore reliably.

Even without malware, AI, and bad actors, that's not always the way things turn out.

Ransomware protection software company Veeam's 2025 Ransomware Trends survey concluded 93% of ransomware attacks target backups.

However, if a persistent malware AI has been living in your network, it may have been quietly corrupting your backups and neutralizing your defenses.

ZDNET's key takeawaysThe more powerful AI gets, the more threat actors will harness it to attack.

"Threat actors are experimenting with Gemini to enable their operations, finding productivity gains but not yet developing novel capabilities.

Will misconfigured defensive mechanisms enable malicious AI agents to roam freely behind your organization's firewall?

Should one of your legitimate agents become compromised, time will be of the essence for tracking it down and deprovisioning it.

Yes, certain people, organizations (e.g., partners), processes, and even AI agents will need access to various resources and systems of record in order to execute their responsibilities.

AnthropicThe stocks of cybersecurity firms were shaken recently when Anthropic unveiled Claude Code Security, an extension of its popular Claude Code tool that can automate some code writing.

Claude Code Security is "available in a limited research preview."

AnthropicThe result of over a year of cybersecurity research, Claude Code Security does not merely police code made with Claude Code.

Like Anthropic's tool, CodeMender is meant not simply to secure Google creations but to be a broad security tool.

Claude Code Security and Aardvark are already integrated, in preview form, into the Claude Code and OpenAI Codex tools.

ZDNET's key takeawaysNebiOS is a unique Linux distribution.

NebiOS is a unique Linux distribution for several reasons.

First off, it offers a beautiful desktop UI (NebiDE) that opts to use the Wayfire compositor, which is based on Wayland.

Here's how to speed up your Linux system anyway - for freeNebiDE runs very well, but it does give you the feeling that it's still in early development.

If, on the other hand, you're looking for your next daily operating system, NebiOS isn't what you want.

A digital key standard from the folks that brought you Matter, Aliro introduces a universal system for smart locks. Here's how it will change your smart home.

The new displays come with better cameras, new sound systems, and Thunderbolt 5 ports.

The chips are engineered around Apple's new Fusion Architecture, an advanced design that merges two dies into a single, high-performance system on a chip (SoC).

Fig traces data flows in the security stack and then alerts security teams when changes at any point affect detection or response capabilities.

Ethan Agarwal, a 40-year-old tech entrepreneur with no political background, told TechCrunch on Monday evening that he is running for California's 17th congressional district.

The four-year-old startup saw its revenue run rate double over the past three months, according to one Bloomberg source.

After OpenAI announced a partnership with the U.S. Department of Defense, U.S. uninstalls of ChatGPT surged 295% in a single day. Meanwhile, rival Anthropic "gained enough popularity to earn the number one spot on the App Store's Top Free Apps leaderboard," reports Engadget. TechCrunch reports: This data, which comes from market intelligence provider Sensor Tower, represents a sizable increase compared with ChatGPT's typical day-over-day uninstall rate of 9%, as measured over the past 30 days. [...] In addition, ChatGPT's download growth was impacted by the news of its DoD partnership, with its U.S. downloads dropping by 13% day-over-day on Saturday, shortly after the news of its deal went …

An anonymous reader shares a CTech article with the caption: "A brilliantly executed operation." From the report: Years before the air strike that killed Ayatollah Ali Khamenei, Israeli intelligence had been quietly mapping the daily rhythms of Tehran. According to reporting by the Financial Times (paywalled), nearly all of the Iranian capital's traffic cameras had been hacked years earlier, their footage encrypted and transmitted to Israeli servers. One camera angle near Pasteur Street, close to Khamenei's compound, allowed analysts to observe the routines of bodyguards and drivers: where they parked, when they arrived and whom they escorted. That data was fed into complex algorithms that …

sizzlinkitty shares a Reuters report detailing how drone strikes in the Middle East conflict with Iran damaged AWS data centers in the UAE and Bahrain, disrupting core cloud services and causing "prolonged" outages. Following the initial report, where Reuters said "objects" had triggered a fire at the data centers, the article was updated with additional information: A strike on the UAE facility marks the first time a major U.S. tech company's data center has been disrupted by military action. It raises questions around Big Tech's pace of expansion in the region. "In the UAE, two of our facilities were directly struck, while in Bahrain, a drone strike in close proximity to one of our facili…

The Library of Congress has restored Gugusse et l'Automate, an 1897 short by Georges Melies that likely features the first robot ever shown on film. Long thought lost, the reel was discovered in a box of decaying nitrate films donated from a Michigan family collection. NPR reports: The film, which can be viewed on the Library of Congress' website, depicts a child-sized robot clown who grows to the size of an adult and then attacks a human clown with a stick. The human then decimates the machine with a hammer. In an Instagram post, Library of Congress moving image curator Jason Evans Groth said the film represents, "probably the first instance of a robot ever captured in a moving image." (Th…

alternative_right shares a report from ScienceAlert: According to a study of 38 adult human brains donated to science, superagers -- people who retain exceptional memory as they age -- have roughly twice as many immature neurons as their peers who age more typically. Moreover, people with Alzheimer's disease show a marked reduction in neurogenesis compared to a normal baseline. [...] Led by researchers at the University of Illinois Chicago, the team set out to examine a variety of postmortem hippocampal tissue samples to see if they could identify markers of neurogenesis -- and if different groups had any notable differences. The brain samples were donated from five groups: eight healthy yo…

Linn County, Iowa has adopted what may be one of the nation's strictest local zoning ordinances for data centers, requiring detailed water studies, formal water-use agreements, 1,000-foot residential setbacks, noise and light limits, and infrastructure compensation. "But seated beneath a van-sized American flag hanging from the rafters of the drafty Palo Community Center gymnasium, residents asked for even stronger protections," reports Inside Climate News. "One by one, they approached the microphone at the front of the gym to voice concerns about water use, electricity rates, light pollution, the impacts of low-frequency noise on livestock, and the county's ability to enforce the terms of …

An anonymous reader quotes a report from CBC.ca: The B.C. government says this Sunday will be the last time British Columbians have to change their clocks. The province will be permanently adopting daylight time and the March 8 "spring forward" will be the last time change, Premier David Eby announced Monday. "We are done waiting. British Columbia is going to change our clocks just one more time -- and then never again," Eby said. Residents will have eight months to prepare for Nov. 1, 2026, when the clocks would have been turned back one hour, but will now remain the same. B.C.'s new time zone will be called "Pacific Time," according to the province. Further reading: Permanent Standard Tim…

Apple has reportedly asked Google to look into "seting up servers" for a Gemini-powered upgrade to Siri that meets Apple's privacy standards. The Verge reports: Apple had already announced in January that Google's Gemini AI models would help power the upgraded version of Siri it delayed last year, but The Information's report indicates Apple might lean even more on Google so it can catch up in AI. The original partnership announcement said that "the next generation of Apple Foundation Models will be based on Google's Gemini models and cloud technology," and that the models would "help power future Apple Intelligence features," including "a more personalized Siri." While the announcement not…

Paramount Skydance plans to combine HBO Max and Paramount+ into a single streaming platform following its acquisition of Warner Bros. Discovery. "As we said, we do plan to put the two services together, which today gives us a little over 200 million direct-to-consumer subscribers," said David Ellison, the company's CEO. "We think that really positions us to compete with the leaders in the space." The deal still needs regulatory approval. The Washington Post reports: He added that Paramount didn't want to make changes to the HBO brand. "Our viewpoint is HBO should stay HBO," Ellison said, noting that his favorite HBO product is "Game of Thrones." If Justice Department regulators allow the de…

An anonymous reader quotes a report from Ars Technica: Charter Communications, operator of the Spectrum cable brand, has obtained Federal Communications Commission permission to buy Cox and surpass Comcast as the country's largest home Internet service provider. Charter has 29.7 million residential and business Internet customers compared to Comcast's 31.26 million. Buying Cox will give Charter another 5.9 million Internet customers. The FCC approved the deal on Friday, but the companies still need Justice Department approval and sign-offs from states including California and New York. Opponents of Charter's $34.5 billion acquisition told the FCC that eliminating Cox as an independent entit…

Over the weekend, Windows Latest noticed that Microsoft's official Copilot Discord server began automatically blocking the term "Microslop." As shown in a screenshot, any message containing the word is automatically prevented from posting, and users receive a moderation notice explaining that the message includes language deemed inappropriate under the server's rules. From the report: Windows Latest found that sending a message with the word "Microslop" inside the official Copilot Discord server immediately triggers an automated moderation response. The message does not appear publicly in the channel, and instead, only the sender sees the notice stating that the content is blocked by the se…

At MWC 2026, Motorola announced a partnership with the GrapheneOS Foundation to bring the hardened, Google-free Android variant to future devices. Until now, the OS had been designed exclusively for Google Pixel phones. "We are thrilled to be partnering with Motorola to bring GrapheneOS's industry-leading privacy and security-focused mobile operating system to their next-generation smartphone," a GrapheneOS statement reads. "This collaboration marks a significant milestone in expanding the reach of GrapheneOS, and we applaud Motorola for taking this meaningful step towards advancing mobile security." GrapheneOS is a privacy and security focused mobile OS with Android app compatibility devel…

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

Что за вайб-кодинг такой

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

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

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

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

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

В сайд-бай-сайде вышла следующая версия

Изменения: Человекочитаемые URL для голосований

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

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

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

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

На странице голосования теперь тоже показывается количество проголосовавших.

На странице голосований можно прокручивать картинки перетаскиванием мыши

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

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

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Lock your apps by default to improve your digital wellbeing Discussion | Link

Group chat where every message speaks your language Discussion | Link

Bring your knowledge and docs to life Discussion | Link

Catch sensitive data before it reaches AI tools Discussion | Link

0.8B-9B native multimodal w/ more intelligence, less compute Discussion | Link

Skills with 210k GitHub Data & Translate/Refine &Benchmark Discussion | Link

The synthesis engine for multi-perspective news Discussion | Link

Science-backed personality insights for you and your partner Discussion | Link

Smarter copy-paste for macOS. New version! Discussion | Link

For designers, web/video creators who'd rather be creating Discussion | Link

Quality control for your software factory Discussion | Link

Every Simpsons prediction sourced, scored, fact-checked Discussion | Link

Your AI coworker. Launched from a warzone. Discussion | Link

Mission Control for your OpenClaw agents. Discussion | Link

A MacOS panic button where one key press cleans your screen 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.

Los Lagartos is a statue by sculptor Luis Jiminez which stands at the center of San Jacinto Plaza, where live alligators once were kept in a pond. The alligators were eventually moved out of the Plaza due to pranks and vandals.

The alligators were first brought to the plaza in the 1880's and moved to the El Paso Zoo in 1965. They made a brief reappearance from 1972-1974, before the pond was permanently removed.

This aqueduct carries the Shropshire Union Canal over the road from Nantwich Town Centre towards Chester. It was designed by Thomas Telford using a cast iron trough instead of stonework. It was built by Telford who was a pioneer of the use of cast iron box sections — see photo taken in the 1950s, when it was drained for maintenance, and this is an early example which was completed in 1826. Either side of the aqueduct is an embankment which stretches for 1.5km and provides a walk south which runs along the west side of Nantwich. Walk 1km north and you reach Bridge 92 which has a view of the site of the Battle of Nantwich - 1644. This is remembered every January by the 'Sealed Knot Society' w…

Mark Guenther and Mia Mazadiego met in college, back when Mark had a pinball machine in his dorm room that he invited Mia over to play. The couple continued collecting and restoring dozens of classic games over the years until 2015, when they decided to open Neon Retro Arcade: an homage to the arcade’s heyday in the heart of Old Pasadena.

This colorful venue, with a light-up interior befitting its name, might be a little slicker and less sticky than an arcade from back in the good old days, but the games are just how you remember them. The owners’ goal has been to introduce classic arcade games to a new generation that perhaps is more familiar with Minecraft than Street Fighter. The popular…

This striking villa, completed by renowned architect Arne Korsmo in 1939, is one of the most important works in the functionalist style in Norway. The house was built for Rolf Stenersen, a businessman, olympic athlete, author, codebreaker and longtime friend of Edvard Munch - Munch actually painted works specifically for this villa (today copies hang in their place).

The outbreak of WW2 forced Stenersen to flee to Sweden, and he was not able to return to his house until the end of the war. In 1974 he donated his house to the state, intending it to become an official residence for the government. In fact, one prime minister, Oddvar Nordli, did occupy the house for a while. Later the house wa…

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 …

Eindhoven-based CleanTech company RIFT has secured €113.8 million in combined financing (Series B + EU grant) to advance its Iron Fuel Technology from pilot projects toward commercial deployment, as well as develop its first commercial production facility. The funding consists of an €83.1 million Series B round led by PGGM, with participation from Invest-NL, the […]

The post Backed by €113.8 million, Dutch startup RIFT to deliver 340 GWh of industrial heat annually and avoid over 1 million tonnes of CO₂, appeared first on EU-Startups.

Delphyr, an Amsterdam-based AI platform that supports medical professionals with AI agents, today announced it has raised €1.75 million to accelerate its mission to reduce the administrative burden on healthcare professionals. Multiple investors participated in the round, including the founders of Hugging Face and DEGIRO. Michel Abdel Malek, CEO and founder of Delphyr, explained, “Healthcare […]

The post Amsterdam-based Delphyr raises €1.75 million to reduce healthcare administrative workloads with AI appeared first on EU-Startups.

Following up on our country deep-dive series, we now turn to Romania, a fast-growing tech ecosystem in Southeast Europe that continues to strengthen its position across AI, defence, blockchain, SaaS, agritech, and digital platforms. With Bucharest as its main hub and emerging activity in cities such as Brașov and Șelimbăr, Romania combines strong engineering talent […]

The post Romania on the rise: 10 of the most promising startups shaping the country in 2026 appeared first on EU-Startups.

Mycoverse, a Danish AgTech developing biological crop protection using fungi, today announced that it has raised €2.4 million in pre-Seed equity funding to develop its first solution targeting potato late blight, one of Europe’s most destructive crop diseases. The round was led by co-led by Future Food Fund and High-Tech Gründerfonds (HTGF), with participation from […]

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Impact-driven VC fund LUMO Fund, managed by the Eindhoven-based LUMO Labs, receives €6 million from the Spanish Society for Technological Transformation (SETT), a public entity of the Spanish Ministry for Digital Transformation and the Civil Service, to support startups across Spain and Europe. The new LUMO Fund is a €100 million multi-stage (Pre-Seed to Series […]

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baCta, a Paris-based industrial BioTech startup focused on AI-powered bioproduction of industrial ingredients, has today announced a €7 million Seed funding round. The round was led by LocalGlobe and Daphni, with participation from OVNI Capital and notable business angels, including founders of Phagos, Genomines and MistralAI. “We are entering a new era where microorganisms can […]

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BioInnovation Institute (BII), a Novo Nordisk Foundation Initiative, has provided an additional €1.3 million in follow-on funding to five portfolio startups – Synuca Therapeutics, Gefjon Pharma, MicroMiner, DARERL and Diasense – bringing the total support for each company to €1.8 million. These five startups are now entering BII’s ‘Venture House 8’ cohort. The funding is […]

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Hamburg-based Minit Games, an innovator in feed-based gaming discovery, today announced its exit from stealth and a €1.7 million ($2 million) pre-Seed funding round to support the expansion of their team and accelerate the platform’s technical rollout – they are currently preparing for its invite-only early Alpha launch. The investment is led by LVP and […]

The post Germany’s Minit Games secures €1.7 million to advance AI-driven short-form gaming feed appeared first on EU-Startups.

cargo.one, a Berlin-based AI technology provider for logistics, today announced the acquisition of Lisbon’s ocean rate platform Cargofive – complemented by a near €17 million ($20 million) investment round. The round saw participation from investors including Bessemer Venture Partners. Today also sees the launch of an AI-native OS for multimodal freight. The platform unifies air […]

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Noxon, a Munich-based MedTech startup focused on non-invasive neuro- and muscle technologies, has closed a multi-million-euro Seed funding round. The round was led by High-Tech Gründerfonds (HTGF) and Bayern Kapital, with participation from Auxxo and another institutional investor. “Neurological and musculoskeletal diseases are on the rise globally. Healthy muscle function is fundamental, yet often overlooked, […]

The post Munich-based Noxon closes Seed funding to turn muscles into digital interfaces for neuromuscular care appeared first on EU-Startups.

OutPost Bio, a London- and Boston-based BioTech research startup with a focus on making human microbiology computable, has raised €2.9 million ($3.5 million) in a pre-Seed funding round to accelerate its experimental and modelling platforms. The round was co-led by Merantix Capital and Seedcamp, with participation from OpenSeed VC, Defined, and strategic family offices and […]

The post Female-led BioTech startup OutPost Bio raises €2.9 million to make human microbiology computable appeared first on EU-Startups.

Tangled, a Finnish code collaboration platform, today announced a €3.8 million ($4.5 million) funding round to scale the platform into a foundational environment for software collaboration globally. The round was led by byFounders, the community-powered VC firm, with participation from Bain Capital Crypto and existing investor Antler. Notable angel investors also joined the round, including […]

The post Finland’s Tangled raises €3.8 million, backed by GitHub’s former CEO, to build a European alternative to the US platform appeared first on EU-Startups.

BioInnovation Institute (BII), an initiative of the Novo Nordisk Foundation,has awarded an additional €1.3 million in follow-on funding to five portfoliostartups, bringing total support per company to...

Cambridge-basedBindbridge has secured $3.8 million in early-stage funding from Speedinvest andNucleus Capital to advance next-generation crop protection aimed at improvingcrop resilience and agricultu...

Paris-based baCta, an industrial biotechstartup developing an AI-powered bioproduction platform for industrialingredients, has closed a €7 million seed funding round led by LocalGlobe andDaphni, with ...

Milan-based Qura, an AI-powered full-stackhealth platform, has closed a €1.5 million pre-seed round led by United Ventures, with participation from Vento, Italian Angels for Growth (IAG) andseveral in...

Mycoverse, an agritechspin-out from the Technical University of Denmark (DTU) developing fungal-basedbiological crop protection, has raised €2.4 million in pre-seed equity funding.The round was co-led...

Berlin-based Flink, a quick commerce operator active in Germany and theNetherlands, has secured around $100 million in new growth capital. The roundwas led by Prosus and other existing investors, with...

The newly released Female Innovation Index 2026, Europe’s largest report examining the innovation and funding pipeline driven by female entrepreneurs, shows that female founders across the regi...

An Oxford-headquartered spacetech startup says it's gearing up to manufacture up to 200 satellites a year, as it looks to offer European governments and businesses an alternative communication channel...

Zurich-basedFainite AG has received €165,000 (CHF 150,000) from Venture Kick to advancephysics-based simulations and expand access to advanced engineering analysisacross a wider range of applications....

Onetag, a global programmatic ad exchange and smart curation platform,announced the acquisition of Aryel, an Italian adtech company focused onimmersive and interactive advertising experiences.As adver...

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 […]