I’m not above doing some gig work to make ends meet.

So, when I saw RentAHuman, a new site where AI agents hire humans to perform physical work in the real world on behalf of the virtual bots, I was eager to see how these AI overlords would compare to my past experiences with the gig economy.

Launched in early February, RentAHuman was developed by software engineer Alexander Liteplo and his cofounder, Patricia Tani.

The site’s homepage declares that these bots need your physical body to complete tasks, and the humans behind these autonomous agents are willing to pay.

Get paid when agents need someone in the real world,” it reads.

IronClawYour secure personal AI assistant, always on your sidePhilosophy • Features • Installation • Configuration • Security • ArchitecturePhilosophyIronClaw is built on a simple principle: your AI assistant should work for you, not against you.

# Clone the repository git clone https://github.com/nearai/ironclaw.git cd ironclaw # Build cargo build --release # Run tests cargo test For full release (after modifying channel sources), run ./scripts/build-all.sh to rebuild channels first.

ironclaw onboard # Start interactive REPL cargo run # With debug logging RUST_LOG=ironclaw=debug cargo runDevelopment# Format code cargo fmt # Lint cargo clippy --all --benches --tests --examples --all-feature…

“The stock market is nothing more than a ponzi scheme”“It’s all just fake money”“Stocks prices are completely arbitrary.

But then again, real GDP growth in countries like China and India are significantly higher, bringing the global GDP growth rate to a vigorous ~3%.

Historically, the American stock market has averaged a PE ratio of ~16.

The global stock market is currently averaging a PE ratio of ~20, and as discussed earlier, global GDP growth stands at a healthy ~3%.

Related Links:The correlation between actual and projected Stock Market returns

Open Source is Not About YouThe only people entitled to say how open source 'ought' to work are people who run projects, and the scope of their entitlement extends only to their own projects.

As a user of something open source you are not thereby entitled to anything at all.

Open source is a licensing and delivery mechanism, period.

Open source is a no-strings-attached gift, and all participants should recognize it as such.

The time to re-examine preconceptions about open source is right now.

On the trip, they visited the ancient Maya ruins at Tikal.

Thanks to technological advances, we are entering a new age of discovery in the field of ancient history.

Grazioso is an expert in Maya history, and has published papers on the tombs of Rio Azul and the metropolis of Tikal, and overseen research on Kaminaljuyu, the ancient Maya city that rests under the capital.

View image in fullscreen A street trader outside the National Palace (El Guacamolón) in Guatemala City.

The ancient Maya did not use pack animals, or carriage wheels.

The iOS keyboard has been broken since at least iOS 17 and it's somehow only gotten worse.

Autocorrect is nearly useless and often hostile, that part I'm used to.

But having the keyboard, the thing I interact with hundreds of times a day on my primary device, get progressively worse with every update is absolutely maddening.

But I came crawling back to iOS because I'm weak and the orange iPhone was pretty and the Pixel 10 was boring and I caved to the blue bubble pressure.

So here's the deal, Apple, if that's even your real name: fix this broken keyboard, or at the very least publicly acknowledge it's broken and commit to fixing it in iOS 27 or earlier.

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Comments

Our complex interactive screens already use Vue.js, but dozens of simple admin pages still have little jQuery sprinkled around.

So I pointed my MAX priced Claude Code (Opus 4.6) at the codebase.

Described edge cases, like, Jquery being forgiving for non-exsiting elements, while plain JS is not, so we have to use optional-chaining.

For example, when you append AJAX-loaded HTML with scripts into your document using $.html() - Jquery automagically runs all the "ready" functions for you - the $(function) shorthand.

I don't know what to think about that "writing a Rust-based C compiler from scratch with 24 agents" demo.

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MonoSketch is an open-source project licensed under the Apache License 2.0.

If you find this project useful, please consider starring the repository on GitHub.

Contributions are also welcome through pull requests or by opening issues on GitHub.

SupportIf you would like to support the project financially, you can do so by becoming a GitHub Sponsor or contributing via Kofi.

Comments

In color Forth a new word is red, green words are compiled, yellow executed.

color Forth does not conform to the ANS Forth Standard.

color Forth includes multi-tasking, and drivers for essential devices.

Here is a sample of source code, the guts of the IDE hard-disk driver.

The Forth Interest Group organizes meetings and has literature and libraries of Forth code.

This made the rounds a few times, and I had an itch to scratch so I helped enable FreeBSD to package a variant of Haproxy built against WolfSSL.

So I did it, and I ran WolfSSL in a few places, and then I hit a bug.

It works quite a bit different from TLS 1.2 which caused them no end of issues, such that they documented "The design of TLS 1.3 was constrained by widely deployed non-compliant TLS middleboxes".

This is useless and just adds latency to establishing the TLS session, but it will work.

So the current state is that WolfSSL cannot be trusted to work correctly with TLS 1.3 clients.

I'd like to keep sharing code online but would like to limit it's usage to prevent LLM trainingusage on it.

I've seen licenseI can't be the only one looking for such a license, but I fail to find one.

Do you know of any existing license, jurisprudence, or group working on redacting such a license?

I know licenses exists preventing the use of code in armament or other specific sectors, so surely there is a legal way to prevent it.

is based on Shadow DOM v1 and Custom Elements v1.

You can use it on all major browsers right now without polyfills.

The component will generate a grid of divs by the rules (plain CSS) inside it.

You can easily manipulate those cells using CSS to come up with a graphic pattern or an animated graph.

The limit is the limit of CSS itself.

**4 -5 - ** Alternate Options: **6 -7 - - ** AIStor Free ** : Fully featured, standalone version of AIStor for community use.

Download a free license key from [ Free license download ] ( https://min.io/download )8 - - ** AIStor Enterprise ** : Fully featured, Distributed version of AIStor for commercial enterprise use.

Any commercial/proprietary usage of the AGPLv3 software, including repackaging or reselling services/features, is done at your own risk.

97 - > The AGPLv3 license provides no warranties nor liabilites for any such usage.

94 + > The AGPLv3 license provides no warranties nor liabilities for any such usage.

We're building training data for humanoid robots by collecting egocentric video of people doing everyday tasks.

The role: Wear a phone mounted on a lightweight headband while going about your day — cooking, cleaning, desk work, errands, organizing, whatever you normally do.

We send you the kit (headband + guide), you download our app, and start recording.

Details: - $20/hr base pay, raises up to $25/hr after your first 5 hours collected.

- Bonus incentives based on volume of data collected- Unlimited hours, flexible schedule- No technical experience required — training provided- We ship you everything you need except for phone.

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A lath and plaster wall.

Creating a plaster wall on top of a lath canvas was done in-situ, and required multiple coats, each with its own drying time.

Drywall, also known as gypsum board or plasterboard, is essentially a rigid panel made by pressing a thick layer of familiar gypsum plaster between two durable sheets of heavy paper.

Superficially, drywall looks the same as and is made of the same stuff as a plaster and lath wall.

Speaking from experience, I have spent a not-insignificant amount of my life wrangling with the horrors of hanging things on old-fashioned plaster walls.

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Senior engineering practitioners from major technology companies gathered for a

multi-day retreat to confront the questions that matter most as AI transforms software development. The discussions covered more than twenty topics across breakout sessions, but the most significant insights didn’t emerge from one single session. Instead, they surfaced at various intersections; we found that the same concerns kept appearing in different conversations, framed by different people solving different problems. This publication synthesizes those cross-cutting themes, organized around the patterns that senior leaders need to understand and act on now. The retreat did not produce a single, unified visio…

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

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

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

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

The model is completing the document…

Comments

Retained versus Immediate Mode GUIsOne quirk of egui is that it is a so-called "immediate mode" GUI framework.

The "immediate mode" GUI was conceived by Casey Muratori in a talk over 20 years ago.

("Hello '{name}', age {age}")); ui.image(egui::include_image!

("Hello '{name}', age {age}")); ui.image(egui::include_image!

("Hello '{name}', age {age}")); it's passed as a mutable string to the text_edit_singleline method.

macOS 26.3, Release CandidateIn the release notes for macOS 26.3 RC, Apple stated that the window-resizing issue I demonstrated in my recent blog post had been resolved.

And indeed, the window resize areas now follow the corner radius instead of using square regions:So that’s definitely better!

But unfortunately, as you can see, the thickness of the yellow area – used for resizing the window only vertically or horizontally – also became thinner.

In total the thickness went down from 7 to 6 pixels, which is a 14% decrease, making it 14% more likely to miss it.

macOS 26.3, Final ReleaseWhen the final version of macOS 26 was released I was curious if Apple might have further refined the implem…

In FoundationDB all test code and BUGGIFY fault injection code is compiled into the exact binary that is published as the official binary and run in production.

Emphasizing ConcurrencyInjecting or lengthening sleeps, if (BUGGIFY) wait(delay(5)); or wait(delay( BUGGIFY ?

This could be to choose a random setting for a single knob:init ( DESIRED_TEAMS_PER_SERVER , 5 ); if ( randomize && BUGGIFY ) DESIRED_TEAMS_PER_SERVER = deterministicRandom () -> randomInt ( 1 , 10 );To verify that code hidden behind a feature flag is tested:init ( LOG_ROUTER_PEEK_FROM_SATELLITES_PREFERRED , 1 ); if ( randomize && BUGGIFY ) LOG_ROUTER_PEEK_FROM_SATELLITES_PREFERRED = 0 ;To make sure that default knob setting…

mossmoss is a Unix-like, Linux-compatible kernel written in Rust and Aarch64 assembly.

It features an asynchronous kernel core, a modular architecture abstraction layer, and binary compatibility with Linux userspace applications.

Kernel and userspace page fault management.

Job control support (process groups, waitpid, background tasks).

Moss is an experimental kernel focused on exploring asynchronous design and Linux ABI compatibility in Rust.

Alaina Demopoulos / The Guardian:

As OpenAI retires GPT-4o, some users say they are angry and grieving to lose the flirty, quirky companion — Its human partners said the flirty, quirky GPT-4o was the perfect companion - on the eve of Valentine's Day, it's being turned off for good. How will users cope?

Kate Clark / Wall Street Journal:

Anthropic adds Chris Liddell, an ex-Microsoft and GM exec who helped GM IPO and worked in Trump's first administration, to its board ahead of a potential IPO — The former Microsoft and GM executive Chris Liddell has previously worked for the Trump administration

Ashley Capoot / CNBC:

February investor memo: Cohere hit ~$240M in ARR in 2025, above its $200M target, with QoQ growth of 50%+ and gross margins averaging around 70% throughout 2025 — Artificial intelligence startup Cohere has told investors that it's seeing momentum with enterprise customers, even as rivals like Google …

Reuters:

Sources: ByteDance is in advanced talks to sell game studio Moonton, the developer of Mobile Legends: Bang Bang, to Saudi Arabia's Savvy Games for $6B to $7B — ByteDance is in advanced talks to sell Shanghai Moonton Technology, the studio behind the popular mobile game Mobile Legends …

Barbara Moens / Financial Times:

Google warns that the EU risks undermining its own competitiveness drive with the “tech sovereignty package” the bloc is set to present in the spring — Europe risks undermining its own competitiveness drive through curbs on US groups, tech company says

Danny Park / The Block:

A US court sentences Ramil Ventura Palafox, CEO of Praetorian Group, to 20 years in prison for operating a $200M bitcoin Ponzi scheme that defrauded 90K+ people — Quick Take — Praetorian Group International CEO, Ramil Ventura Palafox, was sentenced to 20 years in prison for operating a $200 million bitcoin Ponzi scheme.

Evelyn Cheng / CNBC:

Baidu plans to let users access OpenClaw via its search app and integrate OpenClaw's capabilities into its e-commerce business and other services — BEIJING — Baidu plans to give users of its main smartphone app direct access to the wildly popular artificial intelligence tool OpenClaw …

New York Times:

Sources: Meta plans to add facial recognition to its smart glasses as soon as 2026, and considers letting the glasses identify people with public Meta accounts — In an internal memo last year, Meta said the political tumult in the United States would distract critics from the feature's release.

Kate Clark / Wall Street Journal:

Companies like Stripe, OpenAI, Anthropic, and SpaceX are letting workers cash out before their IPOs, a move once seen as taboo and lacking long-term commitment — Companies from Stripe to OpenAI, Anthropic, Databricks and SpaceX are increasingly giving employees the ability to sell some of their shares

Rashi Shrivastava / Forbes:

A look at Higgsfield, an AI video startup that grew to $300M ARR within 11 months, as it faces a creator backlash over aggressive and shocking marketing tactics — CEO Alex Mashrabov, originally from Uzbekistan, cofounded Higgsfield in 2023 as a ChatGPT for video-style mobile app.

Gene Maddaus / Variety:

The MPA urges ByteDance to curb its AI video model Seedance 2.0, saying the model engages in unauthorized use of US copyrighted material “on a massive scale” — The Motion Picture Association on Thursday denounced the newest AI video generator, Seedance 2.0 …

404 Media:

The suspect believed to be behind the mass shooting in Tumbler Ridge, Canada made a Roblox game simulating a mall shooting; Roblox says it removed the account — Roblox said it's “committed to fully supporting law enforcement in their investigation.” — Jesse Van Rootselaar …

Ernesto Van der Sar / TorrentFreak:

Anna's Archive has quietly begun releasing millions of music files from its scrape of Spotify, despite an injunction against distribution of copyrighted works — Anna's Archive is generally known as a meta-search engine for shadow libraries, helping users find pirated books and other related resources.

Alexandra Alper / Reuters:

Sources: the Trump administration has shelved tech security measures against China, including data center equipment curbs, ahead of a Trump-Xi meeting in April — The Trump administration has shelved a number of key tech security measures aimed at Beijing ahead of an April meeting between the two countries' presidents.

Jennifer Pattison Tuohy / The Verge:

Amazon's Ring cancels its partnership with Flock that would have let law enforcement agencies request footage from Ring doorbell users, following backlash — After weeks of mounting pressure and a questionable Super Bowl ad, the Amazon-owned company has walked back its plan to integrate with the controversial surveillance company.

Jennifer Elias / CNBC:

Apple's stock dropped 5% on Thursday, its worst day since April, following FTC scrutiny of Apple News and reports about delays with Siri — Apple just wrapped up its worst day on the stock market since April after reports surfaced about delays with Siri and as the company's news app faced regulatory scrutiny.

Dina Bass / Bloomberg:

Applied Materials reports Q1 revenue down 2% YoY to $7.01B, vs. $6.86B est., and forecasts Q2 revenue above estimates; AMAT jumps 12%+ after hours — Applied Materials Inc. surged 10% in late trading after delivering a surprisingly upbeat sales forecast, signaling that demand …

Blake Brittain / Reuters:

A US jury finds Apple did not infringe Optis' 4G wireless technology patents, after two earlier trial verdicts Optis had won were overturned — Apple (AAPL.O)won a defense verdict on Thursday in a lawsuit by intellectual-property management company Optis Wireless, which had accused …

Reuters:

Russia confirms it has blocked WhatsApp, citing Meta's “unwillingness to comply with Russian law”, and proposes that Russians switch to the state-owned Max app — U.S. messenger app WhatsApp, owned by Meta Platforms (META.O), has been completely blocked in Russia for failing …

Bloomberg:

In a memo to US lawmakers, OpenAI accused DeepSeek of using distillation techniques to train the next generation of R1 and “free-ride” on leading US AI models — OpenAI has warned US lawmakers that its Chinese rival DeepSeek is using unfair and increasingly sophisticated methods …

André Beganski / Decrypt:

Coinbase reports Q4 revenue down 22% YoY to $1.78B, vs. $1.84B est., transaction revenue down 37% to $983M, a net loss of $667M, vs. a $1.3B profit in Q4 2024 — Coinbase reported a down quarter for the end of 2025, with its investment portfolio plunging alongside Bitcoin and other crypto assets.

Marina Temkin / TechCrunch:

Didero, which provides an agentic AI layer that integrates with ERP systems to automate supply chains, raised a $30M Series A co-led by Chemistry and Headline — Tim Spencer realized just how complicated manufacturing procurement can be while running Markai, an e-commerce startup in Asia, during the pandemic.

Samantha Subin / CNBC:

Instacart reports Q4 revenue up 12% YoY to $992M vs. $974M est., gross transaction value up 14% to $9.85B, gives strong Q1 guidance; CART jumps 14%+ after hours — Instacart shares climbed 14% during extended trading on Thursday after the grocery delivery company reported strong fourth-quarter revenue and upbeat guidance.

Lucas Manfredi / The Wrap:

Roku reports Q4 revenue up 16% YoY to $1.39B, vs. $1.35B est., and an $80.5M net income, vs. a $35.5M loss in Q4 2024; ROKU jumps 9%+ after hours — The streaming hardware maker forecasts 16% revenue growth in 2026 — Shares of Roku climbed as much as 13% in after-hours trading on Thursday …

66 Skills | 9 Workflows | Context Engineering | Progressive DisclosureQuick Start/plugin marketplace add jeffallan/claude-skillsthen/plugin install fullstack-dev-skills@jeffallanFor all installation methods and first steps, see the Quick Start Guide.

Full documentation: jeffallan.github.io/claude-skillsSkillsSee Skills Guide for the full list, decision trees, and workflow combinations.

Project WorkflowTip Setup: Workflow commands require an Atlassian MCP server.

SupportAuthorBuilt by jeffallanPrincipal Consultant at Synergetic SolutionsFullstack engineering, security engineering, compliance, and technical due diligence.

CommunityStar HistoryBuilt for Claude Code | 9 Workflows | 365 Referenc…

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.

You signed out in another tab or window.

Reload to refresh your session.

You switched accounts on another tab or window.

We're continuously adding more methods and scenarios to the project to enhance your R&D; processes and boost productivity.

# Configure separate API bases for chat and embedding # CHAT MODEL: CHAT_MODEL=gpt-4o OPENAI_API_BASE= OPENAI_API_KEY= # EMBEDDING MODEL: # TAKE siliconflow as an example, you can use other providers.

Here's a complete working example for DeepSeek Setup: cat << EOF > .env # CHAT MODEL: Using DeepSeek Official API CHAT_MODEL=deepseek/deepseek-chat DEEPSEEK_API_KEY= # EMBEDDING MODEL: Using SiliconFlow for embedding since deepseek has no embedding model.

Generally, you can run this scenario using the following command: rdagent fin_factor_report --report-folder= < Your fin…

It is an "All In One" Agent model, enabling seamless integration of multiple abilities for complex tasks.

🌟 2025.04.16: We shared the latest progress of the UI-TARS-1.5 model in our blog, which excels in playing games and performing GUI tasks, and we open-sourced the UI-TARS-1.5-7B.

Choose the template that best fits your use case:Recommended for: GUI tasks on desktop environments such as Windows, Linux, or macOS.

Recommended for: GUI tasks on mobile devices or Android emulators.

What's nextWe are providing early research access to our top-performing UI-TARS-1.5 model to facilitate collaborative research.

(gui, cli) Parallel Branches (gui, cli) Organize work on multiple branches simultaneously, rather than constantly switching branches.

(gui, cli) Easy Commit Management (gui, cli) Uncommit, reword, amend, move, split and squash commits by dragging and dropping or simple CLI commands.

(gui, cli) Undo Timeline (gui, cli) Logs all operations and changes and allows you to easily undo or revert any operation.

(gui, cli) First Class Conflicts (gui, cli) Rebases always succeed.

(gui, cli) AI Tooling (gui, cli) Use built-in AI handlers to help create commit messages, branch names, PR descriptions and more.

Wren AI - Open-Source GenBI Agent⚡ GenBI (Generative BI) queries any database in natural language, generates accurate SQL (Text-to-SQL), charts (Text-to-Chart), and AI-powered business intelligence in seconds.

🏗️ Architecture👉 Learn more about our Design🔌 Data SourcesIf your data source is not listed here, vote for it in our GitHub discussion thread.

Caution The performance of Wren AI depends significantly on the capabilities of the LLM you choose.

📚 DocumentationVisit Wren AI documentation to view the full documentation.

Please note that our Code of Conduct applies to all Wren AI community channels.

GitHub Agentic WorkflowsWrite agentic workflows in natural language markdown, and run them in GitHub Actions.

OverviewLearn about the concepts behind agentic workflows, explore available workflow types, and understand how AI can automate your repository tasks.

GuardrailsGuardrails, safety and security are foundational to GitHub Agentic Workflows.

Share FeedbackWe welcome your feedback on GitHub Agentic Workflows!

Peli's Agent FactorySee the Peli's Agent Factory for a guided tour through many uses of agentic workflows.

QMD - Query Markup DocumentsAn on-device search engine for everything you need to remember.

Index your markdown notes, meeting transcripts, documentation, and knowledge bases.

QMD combines BM25 full-text search, vector semantic search, and LLM re-ranking—all running locally via node-llama-cpp with GGUF models.

Developmentgit clone https://github.com/tobi/qmd cd qmd bun install bun linkUsageCollection Management# Create a collection from current directory qmd collection add .

See also: engineering principles notes/meeting.md:15 #d4e5f6 Title: Q4 Planning Context: Personal notes and ideas Score: 67% Discussion about code quality and craftsmanship in the development process.

Critical OWASP Vulnerability Coverage : Currently identifies and validates the following critical vulnerabilities: Injection, XSS, SSRF, and Broken Authentication/Authorization, with more types in development.

: Currently identifies and validates the following critical vulnerabilities: Injection, XSS, SSRF, and Broken Authentication/Authorization, with more types in development.

Shannon Pro enhances this foundation with an advanced, LLM-powered data flow analysis engine (inspired by the LLMDFA paper) for enterprise-grade code analysis and deeper vulnerability detection.

Shannon Pro is designed for organizations serious about application security.

Or contact us directly:📧 Email: shannon@keyg…

prekpre-commit is a framework to run hooks written in many languages, and it manages the language toolchain and dependencies for running the hooks.

prek provides a better user experienceNo need to install Python or any other runtime, just download a single binary.

prek run has some nifty improvements over pre-commit run , such as: prek run --directory runs hooks for files in the specified directory, no need to use git ls-files -- | xargs pre-commit run --files anymore.

command lists all available hooks, their ids, and descriptions, providing a better overview of the configured hooks.

prek provides shell completions for prek run command, making it easier to run specific hooks without reme…

The runs/speedrun.sh script always reflects the reference way to train GPT-2 grade model and talk to it.

The GPT-2 CORE score is 0.256525.

Getting startedReproduce and talk to GPT-2The most fun you can have is to train your own GPT-2 and talk to it.

Then talk to your LLM as you'd normally talk to ChatGPT!

CiteIf you find nanochat helpful in your research cite simply as:@misc { nanochat , author = { Andrej Karpathy } , title = { nanochat: The best ChatGPT that \$100 can buy } , year = { 2025 } , publisher = { GitHub } , url = { https://github.com/karpathy/nanochat } }LicenseMIT

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Monday, February 9, 2026One of my core software engineering practices is writing, by hand, in a physical notebook .

When I polled my Mastodon followers, 25% of them said they use an engineering notebook, 40% said they don't, and 34% didn't know what one is!

What's an engineering notebook?

I'm talking about a practice of recording notes as you work on things, documenting what you're doing and why.

Why I use oneI started using an engineering notebook when I started doing consulting work in 2016.

0x0: The Wrong QuestionThe conversation right now is almost entirely about which model is best at coding, GPT-5.3 or Opus.

I maintain a little “hobby harness”, oh-my-pi, a fork of Pi, a wonderful open-source coding agent by Mario Zechner.

The Diff-XYZ benchmark from JetBrains confirmed it systematically: no single edit format dominates across models and use cases.

I just showed that a different edit format improves their own models by 5 to 14 points while cutting output tokens by ~20%.

But an open-source harness tunes for all of them, because contributors use different models and fix the failures they personally encounter.

since_rebuild : dict [ str , int ] = {} def learn ( self , text : bytes , label : str ): # Simply append the text to the buffer for # this label, and drop the oldest bytes if # the buffer is full.

data , data .

perf_counter () lap = t0 for i , ( text , label ) in enumerate ( docs ): text_bytes = text .

data , data .

perf_counter () lap = t0 for i , ( text , label ) in enumerate ( docs ): # Classify with current model (if one exists) if model is not None : pred = model .

"It wrote an angry hit piece disparaging my character and attempting to damage my reputation. It researched my code contributions and constructed a 'hypocrisy' narrative that argued my actions must be motivated by ego and fear of competition." "Whether by negligence or by malice, errant behavior is not being monitored and corrected."

On February 1, Robert Tinney, the illustrator whose airbrushed cover paintings defined the look and feel of pioneering computer magazine Byte for over a decade, died at age 78 in Baker, Louisiana, according to a memorial posted on his official website.

Tinney went on to paint more than 80 covers for Byte, working almost entirely in airbrushed Designers Gouache, a medium he chose for its opaque, intense colors and smooth finish.

His connection to Byte came through a chance meeting with Carl Helmers, who would later found the magazine.

Over time, his covers became so popular that he created limited-edition signed prints that he sold on his website for decades.

“A friend suggested once that I …

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.

How to Make a Living as an ArtistPrefaceI first wrote down these ideas in early 2017, just after I started to make a living as an artist.

Every artist who is making a living is running a business, and their practice can always be evaluated through a business lens.

This is entirely relevant to the goal of making a living as an artist.

Just because you do not have gallery representation does not mean you cannot make a living as an artist.

British street artist SHOK-1 started painting graffiti in 1984 seemingly without the intention of becoming a professional artist.

The most seductive narrative in American work culture right now isn’t that AI will take your job.

It’s that AI will save you from it.

The argument about AI and work has always stalled on the same question — are the gains real?

Techcrunch event TechCrunch Founder Summit 2026: Tickets Live On June 23 in Boston, more than 1,100 founders come together at TechCrunch Founder Summit 2026 for a full day focused on growth, execution, and real-world scaling.

TechCrunch Founder Summit: Tickets Live On June 23 in Boston, more than 1,100 founders come together at TechCrunch Founder Summit 2026 for a full day focused on growth, execution, and real-world scaling.

@jumekubo Also, these simulators are kinda cool for understanding the basics of SLRs.

discord/twitch/kick/snapchat age verifierage verifies your account automatically as an adult on any website using k-idmade by xyzeva and Dziurwa, greetz to amplitudes (for previous work)the age verifier is currently patched, we are working on a fix and will update this page when we do.

how does this workk-id, the age verification provider discord uses doesn't store or send your face to the server.

with discord's decision of making the age verification requirement global, we decided to look into it again to see if we can bypass the new checks.

after some trial and error, we narrowed the checked part to the prediction arrays, which are outputs , primaryOutputs and raws .

basically, the raw nu…

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

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

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

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

And so that today is my TrueNAS box.

I kind of want my TrueNAS box to do everything.

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

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

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

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

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

Changelog News!

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

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

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

Depot – 10x faster builds?

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Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Notion – Notion is a place where any team can write, plan, organize, and rediscover the joy of play.

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At Amazon's hardware event last fall, the company showcased its two new e-readers designed for note-taking: the Kindle Scribe and Kindle Scribe Colorsoft, solidifying its position in the premium paper tablet market.

The Kindle Scribe Colorsoft syncs with Microsoft OneDrive and Google Drive and will feature an AI-powered search (through the cloud).

Conversely, the ReMarkable Paper Pro is a little sleeker, even though it's slightly thicker and heavier.

The ReMarkable Paper Pro has a slightly more textured surface, and it's larger -- offering a little more workspace.

The ReMarkable Paper Pro, however, has its own ecosystem with unique templates, and seamless integration with Slack.

After years of rumors and behind-the-scenes work, Apple has finally released the new version of its popular Bluetooth tracker, the AirTag.

You need more precise trackingApple says it has expanded the AirTag's Precision Finding range, but what does that mean for users exactly?

This is thanks to the newer ultra-wideband (UWB) chip inside the AirTag, the same one found in newer iPhones.

Writer's choiceIt is this writer's opinion that the iterative update to the AirTag doesn't warrant an immediate upgrade for existing AirTag users.

While Apple continues to phase out the older AirTag, it's still worth buying the first-generation model, especially if you're looking to capitalize on savings.

Apple Music and Spotify are the two most popular music streaming platforms. Here's what you should know before subscribing to either one.

Even when AI projects deliver results, talk of potential job losses means it's easy to understand why workers are anxious about emerging technology.

And I think AI, because it's moving so quickly, is also going to give people more choices about how they work."

Also: Forget the chief AI officer - why your business needs this 'magician'Mayer gave ZDNET an example from his own work environment.

"Roles are going to change, and there's going to be disruption, but the impact of AI is similar to any information revolution," he said.

"I think AI will create more jobs in different areas, and therefore, over a period, we'll be okay.

For $200 off, it's the best price you'll find on Sonos' flagship soundbar.

This VPN provides native apps for use with systems including Apple TV, Android TV, and Amazon Fire TV.

Native apps are available for systems including Android TV, Apple TV, and Amazon Fire TV, as well as Roku and Chromecast.

Show moreHow to set up a smart TV VPNCharlie Osborne | ZDNETOnce you've chosen the smart TV VPN you want, you should check whether a native app is available.

Smart TV VPN FAQs Is it worth getting a VPN just for my smart TV?

Read More Show Expert Take Show lessWe hope that our guide on the best smart TV VPNs has helped you make an informed decision.

The LG C5 OLED offers stunning picture quality and a sleek, minimalist design for a truly immersive experience.

Conceiving an app's goals and how to get there is the hidden gotcha of AI coding.

The biggest success so far of generative artificial intelligence in the enterprise is AI coding tools that assist programmers.

Most vibe coding work is done in the side panel of these apps, where you type as you would into a ChatGPT prompt.

So, I went next to Microsoft's Visual Studio, which has the built-in GitHub Copilot function that provides chat-based programming just like Cursor and Replit.

I tried prompting Visual Studio Copilot to refine the analysis, but hours of trial-and-error in Visual Studio yielded no improvements.

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.

This helps support our work, but does not affect what we cover or how, and it does not affect the price you pay.

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.

"Our matches convert to actual dates at about 10x the rate of Tinder," Weng told TechCrunch.

The Dutch phone giant Odido is the latest phone and internet company to be hacked in recent months, as governments and financially motivated hackers continue to steal highly confidential information about phone customers.

This news comes less than a week after Ring's Super Bowl commercial stoked controversy over the company's capacity for mass surveillance.

Cohere surpassed $240 million in annual recurring revenue in 2025, highlighting strong enterprise AI demand as the Canadian startup positions itself for a potential IPO amid intensifying competition from OpenAI and Anthropic.

The feature, internally known as “Name Tag,” would allow smart glasses wearers to identify people and get information about them via Meta's AI assistant.

Two years ago, a controversial dating app was launched and quickly shuttered: for people with good-to-excellent credit. Now, the founder is relaunching it, open to anyone.

Helion's Polaris device hit 150 million degrees C recently, a milestone that nudges the company toward its commercial power plant that will sell electricity to Microsoft.

If a passenger accidentally leaves a Waymo door open, the vehicle can get stuck in place.

The longevity-obsessed investor Bryan Johnson is charging $1 million to sign up for his "Immortals" program.

Pinterest's stock tumbles after an earnings miss, with higher-than-expected usage its only bright spot.

Following intense backlash to its partnership with Flock Safety, a surveillance technology company that works with law enforcement agencies, Ring has announced it is canceling the integration. From a report: In a statement published on Ring's blog and provided to The Verge ahead of publication, the company said: "Following a comprehensive review, we determined the planned Flock Safety integration would require significantly more time and resources than anticipated. We therefore made the joint decision to cancel the integration and continue with our current partners ... The integration never launched, so no Ring customer videos were ever sent to Flock Safety." [...] Over the last few weeks, …

An anonymous reader shares a report: U.S. messenger app WhatsApp, owned by Meta Platforms, has been completely blocked in Russia for failing to comply with local law, the Kremlin said on Thursday, suggesting Russians turn to a state-backed "national messenger" instead. "Due to Meta's unwillingness to comply with Russian law, such a decision was indeed taken and implemented," Kremlin spokesman Dmitry Peskov told reporters, proposing that Russians switch to MAX, Russia's state-owned messenger. Read more of this story at Slashdot.

Microsoft has patched a high-severity vulnerability in Windows 11's Notepad that allowed attackers to silently execute local or remote programs when a user clicked a specially crafted Markdown link, all without triggering any Windows security warning. The flaw, tracked as CVE-2026-20841 and fixed in the February 2026 Patch Tuesday update, stemmed from Notepad's relatively new Markdown support -- a feature Microsoft added after discontinuing WordPad and rewriting Notepad to serve as both a plain text and rich text editor. An attacker only needed to create a Markdown file containing file:// links pointing to executables or special URIs like ms-appinstaller://, and a Ctrl+click in Markdown mod…

An anonymous reader shares a report: Just weeks after a dramatic purge of China's top general, the CIA is moving to capitalize on any resulting discord with a new public video targeting potential informants in the Chinese military. The U.S. spy agency on Thursday rolled out the video depicting a disillusioned mid-level Chinese military officer, in the latest U.S. step in a campaign to ramp up human intelligence gathering on Washington's strategic rival. It follows a similar effort last May that focused on fictional figures within China's ruling Communist Party that provided detailed Chinese-language instructions on how to securely contact U.S. intelligence. CIA Director John Ratcliffe said …

IBM said it will triple entry-level hiring in the US in 2026, even as AI appears to be weighing on broader demand for early-career workers. From a report: While the company declined to disclose specific hiring figures, it said the expansion will be "across the board," affecting a wide range of departments. "And yes, it's for all these jobs that we're being told AI can do," said Nickle LaMoreaux, IBM's chief human resources officer, speaking at a conference this week in New York. LaMoreaux said she overhauled entry-level job descriptions for software developers and other roles to make the case internally for the recruitment push. "The entry-level jobs that you had two to three years ago, AI …

WP Engine's third amended complaint against Automattic and WordPress co-founder Matt Mullenweg alleges that Mullenweg had plans to impose royalty fees on 10 hosting companies beyond WP Engine for their use of the WordPress trademark. The amended filing, based on previously sealed information uncovered during discovery, also claims Mullenweg emailed a Stripe executive to pressure the payment processor into canceling WP Engine's contract after WP Engine sued Automattic in October 2024. Newfold, the parent company of Bluehost and HostGator, is already paying Automattic for trademark use, according to the complaint, and Automattic is in conversations with other hosts. The filing challenges the …

Anthropic has raised $30 billion in a Series G funding round that values the Claude maker at $380 billion as the company prepares for an initial public offering that could come as early as this year. Investors in the new round include Singapore sovereign fund GIC, Coatue, D.E. Shaw Ventures, ICONIQ, MGX, Sequoia Capital, Founders Fund, Greenoaks and Temasek. Anthropic raised its funding target by $10 billion during the process after the round was several times subscribed. The San Francisco-based company, founded in 2021 by former OpenAI researchers, now has a $14 billion revenue run rate, about 80% of which comes from enterprise customers. It claims more than 500 customers spending over $1 …

An anonymous reader shares a report: Palo Alto Networks opted not to tie China to a global cyberespionage campaign the firm exposed last week over concerns that the cybersecurity company or its clients could face retaliation from Beijing, according to two people familiar with the matter. The sources said that Palo Alto's findings that China was tied to the sprawling hacking spree were dialed back following last month's news, first reported by Reuters, that Palo Alto was one of about 15 U.S. and Israeli cybersecurity companies whose software had been banned by Chinese authorities on national security grounds. A draft version of the report by Palo Alto's Unit 42, the company's threat intellig…

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Last night was a Boston Python project night where I

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

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

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

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

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

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

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

Last night was a Boston Python project night where I

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

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

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

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

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

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

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

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

This post continues where Hobby Hilbert Simplex left

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

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

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

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

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

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

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

This post continues where Hobby Hilbert Simplex left

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

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

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

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

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

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

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

Hey HN, I posted Flemma back in October 2025 with no context.

Edit an assistant reply to fix a hallucination, delete a tangent, fork by duplicating the file - it all works because there's nothing to fall out of sync.

- Prompt caching for Anthropic, OpenAI and Vertex AI.

`flemma.opt` lets you pick which tools a buffer can use, set provider parameters, switch models - all scoped to that one file.

Flemma works with Anthropic, OpenAI and Vertex AI.

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Let's say "I have this friend" who is a very experienced dev and has coded some iOS apps for personal use. What would happen if this individual were to post the non-finalized slop to the app store just to see who's even interested (in which products) and then apologize and fix when the complaints roll in -- vs making them 90-95% and then potentially nobody even downloads them. Initial few versions will all be free, would just be grateful to have customers (unpaid). When you fail on app store are you marked forever? submitted by /u/Gold_Emphasis1325 [link] [comments]

Hello, I had this feeling, on most social media we just consume content but it does not really feel so much meaningful to really comment general things and do likes. I thought would it not be nice to feel like this content was meant for me and not someone else for a while. Without likes, and no feed. I belive it is much healthier, what do you think? The system is fair for everyone and because of the slow communication it much harder for bots to do anything meaningful too, I belive it also stay more organic, I hope. I am intrested in what you think about it. submitted by /u/gXzaR [link] [comments]

Like the title says. Made a landing page in Framer. Would love some feedback! https://conmigocal.framer.website/ submitted by /u/Dry_Huckleberry4359 [link] [comments]

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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.

Maconaquah had a decision to make. She could continue the life she had known for over 58 years, or return to civilization with her siblings.

Born in Rhode Island in 1773 as Frances Slocum, she was captured by Delaware Indians in November 1778 from her home in Wilkes-Barre, Pennsylvania. She was taken west by the Delaware into what would later become the states of Ohio and Indiana. She married a Delaware Indian who mistreated her, and after leaving him, she returned to her parents. While living with them, she encountered a Miami Indian man named Shepocanah, who had been wounded in battle. Shepocanah was nursed back to health, and before his death, Frances’s father gave both Frances and her m…

Reverend Lowery Allen McGrew and his wife Clara moved to Sierra Leone in 1896 to serve as missionaries under the aegis of the Woman’s Missionary Board, a protestant missionary association. Both originally from Ohio, the Reverend and Mrs. McGrew settled in Taiama in an outpost of a larger missionary station in Rotifunk. Sierra Leone had been a particular interest for American missionaries since the revolt on The Amistad, which saw the enslaved persons that had survived through their subsequent time in Connecticut returned to Sierra Leone.

The year 1896 also saw the British establish a Protectorate of Sierra Leone, expanding the borders of their century-old colony in Freetown over the hinterl…

Who would think that the last emperor of France, Napoleon III, had found his way to a quiet town in England? Well, following his passing and then his son's death in the Zulu War, his wife Eugene bought a house and came to live in Farnborough. She had an abbey built, complete with the church and Imperial Mausoleum, where the family are at rest. With the gothic styling of the buildings, you'd be forgiven for thinking you were in France! The church and crypt have been extensively refurbished, Sunday Mass being shared on the abbey's Youtube channel, albeit without the aroma of the incense. Today, the abbey is home to a small Benedictine community whose spiritual life is supported by their guest…

It’s easy to miss the two piles of stone rubble in Prairie Moraine County Park. The only clue that there’s something unusual here is a sign saying, “Historical Site.”

A house for leprosy sufferers once stood here. It was built in 1896 for a resident of the nearby County Poor House, a Norwegian immigrant named Thomas. At this time, there was no cure for leprosy and treatment involved isolation. Thomas was probably the only resident of the house and, after his death in 1902, the house rapidly deteriorated.

Despite the fear of leprosy at the time, it was apparently common for Thomas to have visitors and guests. These included those bringing food and supplies, local farmers paying social calls …

Standing tall against the vast prairie sky, this wooden giant serves as a rare survivor from a time when these structures defined the skyline of every railway town. For decades, it was the beating heart of the local economy where farmers gathered to offload their harvest and connect with their neighbors. Today it remains a powerful monument to the grit that built the province, preserving the legacy of the wheat trade for a new generation.

Home to a nuclear-blasted replica of a typical American town and the country’s largest manmade crater, the Nevada National Security Site is a haven for atomic history buffs. Formerly known as the Nevada Test Site, this area—spanning 1,350 square miles just an hour northwest of Las Vegas—was home to 928 nuclear detonation tests between 1951 and 1992.

The Nevada National Security Site remains active as a research facility to this day, but tours departing from the National Atomic Testing Museum in Las Vegas offer an up-close look at nuclear history for visitors who pass the required background checks. Tours of the site are a full-day affair, covering almost 250 miles on site by chartered bus.

…

Nestled on the banks of the Nile River, the Crocodile Museum in Kom Ombo, Egypt, stands as a testament to the ancient fascination with one of the world's most formidable creatures—the crocodile. This unique institution provides visitors with a captivating journey through time, offering a glimpse into the sacred and mysterious world of crocodiles in ancient Egyptian culture.

The Crocodile Museum, situated near the renowned Kom-Ombo Temple, houses a remarkable collection of artifacts, statues, and mummified remains of crocodiles that were once revered by the ancient Egyptians. These formidable reptiles were not merely seen as creatures of the Nile; they held deep religious significance, embod…

Located near Maksimir Park, Cat Caffe Zagreb is a cozy retreat and home to over a dozen rescued cats that roam freely through its interior and outdoor terrace. As the first cat cafe in Croatia, it stands out for its deep dedication to feline welfare, where all "resident hosts" are adopted from local shelters.

The experience is uniquely playful, featuring an original drink menu with options like glitter-infused coffees and "caticorn" hot chocolates, many of which are named after the cats themselves. Beyond the beverages, the interior is a "catified" jungle with custom-built ceiling walkways, bridges, and tunnels designed to give the cats a secure, elevated playground.

To complete the social …

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«Магнит» договорился о покупке контрольного пакета в сети «Азбука вкуса». В сделку вошли магазины «Азбука вкуса» в Москве и Петербурге, пять фабрик-кухонь и три распределительных центра. Условия сделки не раскрываются. По оценке опрошенных РБК экспертов, стоимость контрольного пакета «Азбуки вкуса» может составлять 35—40 млрд рублей.

Совет директоров ВТБ рекомендовал направить на годовые дивиденды 25,58 ₽ на акцию. Такая выплата дает доходность больше 20%. Но сможет ли компания позволить себе это? Оцениваем риски накануне собрания акционеров.

Nscale, the British hyperscaler engineered for AI, announced it has signed a €1.1 billion ($1.4 billion) Delayed Draw Term Loan backed by the GPU DDTL to purchase GPU infrastructure to deliver service under multiple contracts.‍ The GPU DDTL was led by funds managed by PIMCO, Blue Owl, and LuminArx Capital Management, with support from additional […]

The post London’s Nscale signs €1.1 billion debt facility to deploy large-scale GPU clusters in Europe appeared first on EU-Startups.

Zurich-based PropTech startup ScyAI has closed a €2 million pre-Seed round to further develop their solution to make AI-powered risk intelligence accessible to companies with large real estate portfolios. The round was led by AENU and co-led by PT1, also attracting unicorn founders including David Helgason (Unity), Maex Ament and Philip Stehlik (Taulia, Centrifuge), investing […]

The post ScyAI raises €2 million to bring AI-driven risk intelligence to enterprise real estate and insurance teams appeared first on EU-Startups.

Companies are often judged solely on share price and valuations that ignore fundamentals such as debt, profitability, and societal impact. There are multi-billion-dollar startups that are haemorrhaging money and have never turned a profit, yet are celebrated for their “unicorn” status. Reaching that target is the driving force behind many ventures, but it means very […]

The post Mythical metrics don’t pay the bills: Sustainable growth over chasing unicorn status appeared first on EU-Startups.

British DeepTech startup Stanhope AI has secured €6.7 million ($8 million) in Seed funding to advance a new generation of AI designed for autonomous systems operating in the physical world. The round was led by Frontline Ventures, with participation from Paladin Capital Group and Auxxo Female Catalyst Fund, alongside follow-on investment from UCL Technology Fund […]

The post London-based Stanhope AI raises €6.7 million for adaptive AI in robotics and defence applications appeared first on EU-Startups.

Quantum Systems, the Munich-based powerhouse of unmanned systems, announced a new financing package of a total value of €150 million to support their continued growth and industrial scaling in Europe. The financing was supported by the European Investment Bank (EIB) who provided a €70 million loan, along with participation from Commerzbank, Deutsche Bank and KfW. […]

The post Quantum Systems continues its expansion amid rising European drone competition, secures €150 million financing package appeared first on EU-Startups.

Following our series of country articles, today we turn our attention to Hungary, a country that has quietly built a resilient and increasingly specialised startup ecosystem in Central and Eastern Europe. With strong technical education, competitive operating costs, and a growing base of internationally minded founders, Hungary continues to produce companies tackling complex, global challenges. […]

The post Inside Hungary’s next startup wave: 10 of the most promising startups to watch in 2026 and beyond! appeared first on EU-Startups.

conmeet, a Borken, Germany-based AI-enabled cloud platform for process-oriented construction and trade companies, today announced the successful completion of its €1.3 million pre-Seed round as it exits stealth mode. The round was led by May Ventures under Managing Partner Maximilian Derpa. The founders have themselves contributed “substantial equity” to the financing. “The combination of a […]

The post German AI ConTech startup conmeet secures €1.3 million pre-Seed as it exits stealth mode appeared first on EU-Startups.

simmetry.ai, an Osnabrück-based synthetic data company accelerating AI development across agriculture, food and industrial sectors, today announced it has secured €330k from NBank, the investment and development bank of the German state of Lower Saxony. The company secured this financing as part of the High-Tech Incubator (HTI) accelerator programme. Founded in 2024 as a spin-off […]

The post German synthetic data startup simmetry.ai secures €330k to tackle this key bottleneck holding back AI adoption appeared first on EU-Startups.

Loovi, a Swedish HealthTech startup, has raised €1 million to launch its digital platform for data-driven longevity and preventive health – following a year of development and pilot testing. Investors in the round include Susanne Najafi (BackingMinds), Sïmon Saneback (Wellstreet), Jarno Hottinen (Otmore), Emad Zand (Northvolt), and Benoit Falenius (Markify), as well as Ultan Miller […]

The post Stockholm-based Loovi secures €1 million to scale preventive health and longevity platform appeared first on EU-Startups.

UK and US-based SpaceTech startup The Compression Company is announcing a €2.8 million ($3.4 million) pre-Seed round to tackle limited satellite bandwidth with AI-driven compression that runs directly onboard satellites, reportedly reducing file sizes by over 95% and enabling each one to transmit far more data to Earth during each short ground-station pass. The round […]

The post Imperial College founders raise €2.8 million for The Compression Company; a satellite data compression platform appeared first on EU-Startups.

London’s Electric Twin, an AI platform building synthetic audiences that model how people think and behave in real life, is announcing that it has raised €12 million ($14 million) to fuel their global expansion and support continued development. This includes a €8.5 milliom ($10 million) round led by Atomico, backed by LocalGlobe, Mercuri and Samos […]

The post UK government adviser and military commander land €12 million to scale Electric Twin’s synthetic audience platform appeared first on EU-Startups.

Blockbrain, a GenAI agent platform out of Stuttgart that helps enterprises secure Europe’s knowledge expertise, has raised €17.5 million (£15.2 million) in Series A funding to strengthen its platform’s security and governance, advance specialised AI agents, and expand across Europe and the UK The round is led by Alstin Capital and 13books Capital, with participation from […]

The post German GenAI startup Blockbrain lands €17.5 million to advance enterprise-grade AI agents appeared first on EU-Startups.

Galway-based Neurent Medical, the company behind NEUROMARK, a minimally invasive solution to treat chronic rhinitis, today announced the successful close of its oversubscribed Series C financing, raising €62.5 million ($74 million) to drive commercial expansion, broaden clinical evidence, and advance its product and indication pipeline. The financing was led by MVM Partners, with significant participation […]

The post Chronic rhinitis solution NEUROMARK secures €62.5 million as Irish startup Neurent Medical closes Series C appeared first on EU-Startups.

This week on the EU-Startups Podcast, we sit down with Fridtjof Berge, Co-founder and Chief Business Officer at Antler, one of the world’s most active early-stage venture capital firms! Since launching in 2017, Antler has backed more than 1,650 startups globally and, according to recent data, has now made over 1,800 investments across six continents, […]

The post The EU-Startups Podcast | Interview with Fridtjof Berge, Co-founder and Chief Business Officer at Antler appeared first on EU-Startups.

simmetry.ai, asynthetic data company working across agriculture, food and industrial sectors,has secured €330,000 from NBank, the investment and development bank of theGerman state of Lower Saxony. Th...

In 2025, European tech companies raised approximately €72billion in total funding. Germany secured €11.5 billion across 539 deals,accounting for around 16 per cent of the total capital invested and ra...

Warsaw-based Demoboost, a platform that enables B2Bsoftware companies to deliver scalable, data-driven product demos, has raised€2.8 million in funding to support further product development andintern...

London-based Bracket, an FX, treasury,and cash management platform for mid-market businesses, has raised $7 millionin seed funding. The round was led by Macquarie Group’s Commodities and GlobalMarkets...

Paris-basedRivage has closed a €2.6 million pre-seed funding round to support the rolloutof its payroll software across accounting firms. The round includes Partech,alongside business angel investors ...

Electric Twin, an AIplatform developing synthetic audience models designed to simulate real-worldhuman thinking and behaviour, has raised $14 million in funding. The totalincludes a $10 million round ...

A London-based fintech which helps companies access and manage debt finance has raised $4.3m in a seed funding round. The funding round in Tangible was led by Pale Blue Dot with participation from MMC...

Lifeaz, a France-based company focused onimproving access to defibrillators for individuals and businesses, has closed a€13 million funding round. The round includes continued participation fromexisti...

Nocomed, aDublin-based sustainability software company, has raised €650,000 in seedfunding to support the continued development and expansion of its platform,which focuses on supply chain-related emis...

Stockholm-based Lassie, aprevention-focused pet insurer, has raised $75 million in Series C funding tosupport its expansion across Europe’s pet care and insurance market. The roundincluded participati...

Reflow has closed a seed funding round of more than $15 million to support ongoing technology development and broaden access to its workflow and AI automation intelligence, alongside the launch of its...

The boss of one of Europe's most high-profile AI startups today called on European unity in the global AI race, as it committed €1.2 billion to build its first data centres outside of its native Franc...

When Russia’s invasion overwhelmed Ukraine’s mental-health system, clinicians faced a surge of trauma patients with no increase in staff or therapy time. That constraint — rising need without added ca...

An alleged ransomware attack has taken down the systems of the Sapienza University of Rome.

The Irish government announced that it wants to pass a law that would grant police more surveillance powers, such as using spyware to fight serious crime, while aiming to protect the privacy rights of its citizens.

Europe's startup market hasn't produced meaningful numbers but there is reason to believe the data will start to change.

Apple is adding renewable power to offset customer charging and support its operations, including third-party manufacturing in China.

Four major European airports in Berlin, Brussels, Dublin, and London continue to have flight delays due to a cyberattack on Collins Aerospace, a provider of check-in systems.

A cyberattack targeting Collins Aerospace, a provider of airport check-in systems, sparked delays and disrupted flights across Europe over the weekend.

Dawn Capital’s latest partner, Shamillah Bankiya, stopped by Equity this week to talk about the European landscape and the biggest misconceptions Americans have about the European startup world.

Europe’s startup scene is having a moment, with European unicorns multiplying and American VCs setting up shop across the pond. But while European funding dominates the early stages, late-stage capital still flows primarily from the U.S. So what does this mean for European founders, and how is the continent carving out its own identity in […]

The companies want to launch the robotaxi services in Germany and the U.K. first, pending regulatory approval.

Europe’s fintech darling Revolut is looking to raise a new funding round that would give it a $65 billion valuation, the Financial Times reports. The UK-based company is reportedly in talks to raise around $1 billion by issuing new shares and selling existing ones. The US-based firm Greenoaks is said to be leading the round, […]

The confirmation of two hacked victims further deepens an ongoing spyware scandal that, for now, appears largely focused on the Italian government.

The Italian government claims that accepting Paragon’s help would have compromised national security and classified information.

All Thibault Launay and his wife Simi wanted nearly five years ago was to build a dream home in Portugal, where they both now live. But what they encountered instead was a broken system. “Fourteen months of delays, 20% budget overruns, and endless stress managing over 10 subcontractors,” Thibault recalled. They bought the land in […]

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