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Curious to hear from anyone actively working with COBOL/mainframes.

Do you see LLMs as a threat to your job security, or the opposite?

I feel that the mass of code that actually runs the economy is remarkably untouched by AI coding agents.

In its so-called Digital Omnibus, the European Commission proposed weakening important rules designed to protect us from Big Tech’s abuses of power.

At the same time, the Digital Omnibus is part of the European Commission's deregulation agenda, which threatens key social and environmental standards in Europe.

The Digital Omnibus was immediately heavily criticised by numerous civil society organisations.

In the past, Big Tech has repeatedly spread the one-sided lobbying message that data protection hinders economic growth and innovation, especially with regard to AI.

Now, the European Commission appears to be bowing to this lobbying pressure and adopting key lobbying messages from Google, Mi…

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ShapeR solves this by leveraging image sequences and multimodal data (such as SLAM points).

Unlike interactive single-image methods, ShapeR robustly handles casually captured real-world scenes, generating high-quality metric shapes and arrangements without requiring user interaction.

Notably, ShapeR achieves this while trained entirely on synthetic data, whereas SAM 3D exploits large-scale labeled real image-to-3D data.

This highlights two different axes of progress: where SAM 3D uses large-scale real data for robust single-view inference, ShapeR utilizes multi-view geometric constraints to achieve robust, metric scene reconstruction.

By conditioning the second stage of SAM 3D with the outp…

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01Fair 5% feesKeep more of what you earn and spend less on what you hire

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The RISC-V ecosystem might still be a nascent one, but it's definitely starting to take shape.

You can now order the Milk-V Titan full-featured Mini-ITX motherboard kit with an integrated Ultra-RISC UR-DP1000 CPU (RISC-V), all with standard hardware, and ready to roll.

As RISC-V is for practical purposes an entirely new platform, graphics driver support is still somewhat spotty.

As for the Ultra-RISC UR-DP1000 CPU itself, it's an eight-core setup with four two-cluster cores, each loaded with 4 MB of L3 cache, for a total of 16 MB.

And since it uses DDR4 RAM, you might be able to get the memory for less than the entire board.

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The pilot project for sustainable reconstruction is just one demonstration of how European support can help make heating in Ukraine secure, affordable and independent.

Biohaus Stiftung seeks support for UkraineGas and coal as heat sourcesUkraine currently meets most of its heating needs with natural gas and coal.

“The pilot project shows how important decentralised, resilient reconstruction with renewable energy is, rather than fossil gas,” says Andree Böhling, Project Manager at Greenpeace.

Heat pumps and solar energy now supply a large residential building in full, a first for Ukraine.

(HS/TF)Greenpeace and SolarPower Europe to accelerate solar PV in UkraineGoldbeck Solar launches joint v…

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Example InputsSecret key (10 digits): 1234598760(If your key is shorter than 10 digits, pad or derive it consistently before use.)

S-box (Substitution Box) is a digit-remapping table that replaces each digit (0–9) with another digit to introduce non-linearity.

Time: 2601171700 Key : 1234598760 ---------------- Result: 3835669460Call this:C = 3835669460Step 4 - Apply Sbox SubstitutionReplace each digit of C using the S‑box table.

This ensures that changing a single digit affects all following digits while remaining simple enough to do mentally.

RuleSet:a = last digitFor each digit from left to right:new_digit = (current_digit + a) mod 10 a = new_digitExampleStart:4649880581Diffused result:51…

##\ ##\ ##\ ##\ ##\ ## | \__| ## | ## | ## | #######\ ##\ ######\ #######\ #######\ ######\ ######\ ## __##\ ## |\_## _| ## _____|## __##\ \____##\\_## _| ## | ## |## | ## | ## / ## | ## | ####### | ## | ## | ## |## | ## |##\ ## | ## | ## |## __## | ## |##\ ####### |## | \#### |\#######\ ## | ## |\####### | \#### | \_______/ \__| \____/ \_______|\__| \__| \_______| \____/bitchat is a decentralized peer-to-peer messaging application that operates over bluetooth mesh networks.

bitchat creates ad-hoc communication networks using only the devices present in physical proximity.

each device acts as both client and server, automatically discovering peers and relaying messages across multiple hops …

npx skills add crafter-station/skills --skill intent-layer -gWorks with Claude Code, Codex, Cursor, Copilot, and 10+ more agents .

ResultsSame bug, with AGENTS.md in place:16k tokens loaded (not 40k)Went straight to the config fileFound it first tryTry Itnpx skills add crafter-station/skills --skill intent-layer -gWhat’s NextIntent Layer is the first of several context engineering skills I’m building.

CreditsBuilt on The Intent Layer by Tyler Brandt.

Intent Layer is the evolved version of that idea.

Follow @RaillyHugo for more on context engineering.

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📊 Trend Analysis: Visualizes cost history over the last 6 months to spot long-term anomalies.

--trend : Shows a trend analysis for the last 6 months.

: Shows a trend analysis for the last 6 months.

EC2 reserved instance that are scheduled to expire in the next 30 days or have expired in the preceding 30 days.

Roadmap[x] Add monthly trend analysis.

I’ve been living inside Claude Code and it feels like a lifetime.

Over the weekend, I had a play with Steve Yegge’s Gas Town.

My time with Claude CodeAfter almost a year since Claude Code was released, I have been using it daily as frequently as the limits allow.

Agents take my agency awayThat’s where my issue with Gas Town lies.

I think Gas Town is cool, but I don’t think it’s for me, yet.

Comments

Jiri Pospisil Published Jan 13, 2026Ublk is a new framework available since Linux v6.0+ for creating virtual block devices using io_uring in user space.

A ublk server is exposed to the rest of the system as a virtual block device /dev/ublkbN (and its control part /dev/ublkcN ).

This should not be expensive in terms of resources because rings can be configured to share their kernel thread pools with IORING_SETUP_ATTACH_WQ .

Specifying the buffers as part of the work requests might not be ideal in memory constraint environments however.

crw-rw-rw- root root /dev/ublk-control brw-rw---- user user /dev/ublkb42 crw------- user user /dev/ublkc42Of course, you are not required to use these rules o…

Follow-Up: New Sponsors Strengthen Alpine Linux’s Infrastructure and CI EcosystemA year ago we announced that Equinix Metal’s sunset would directly impact Alpine Linux’s hosting, mirroring, and CI infrastructure.

Your support shows how widely Alpine Linux is used and how deeply the project matters to the open-source world.

Together, these sponsors ensure that Alpine Linux’s repository distribution remains fast, resilient, and globally reachable.

New CI and Infrastructure Resource SponsorsIn addition to mirroring, Alpine Linux also needed new partners to support our CI runners, development systems, and general infrastructure workloads.

If you like to sponsor Alpine Linux as well, we …

This is a quick guide on how to auto-stop a Hytale server if no activity is seen after 120 seconds to pause the world time.

Your server is ready to start as soon as the first UDP Datagram starts on that port and to shutdown after 120 seconds of inactivity.

Answer: This solution was crafted because currently the hytale server software lacks a mechanism to pause in-game time when no user is connected to the server.

The drawback is that we’re counting UDP datagrams globally and if you are hosting other softwares that use UDP on this same server (like a DNS server), your hytale server might not stop automatically since we’re not tracking “datagrams per service”.

Answer: That’s because the hytal…

2025 Medley Interlisp Annual ReportOverview2025 marked the fifth year of the Medley Interlisp Project.

Historians and users can now access a major portion of the same material Interlisp users worked with when the system was in current use.

Community OutreachTo bridge the gap between the old Medley environment and modern users we published a new primer, Medley Interlisp for the Newcomer at https://primer.interlisp.org.

University of Alberta student Eleanor Young presented the paper The Medley Interlisp Project: Reviving a Historical Software System at the 2025 IEEE Canadian Conference on Electrical and Computer Engineering and Industry Summit (CCECE).

CreditsThe Medley Interlisp Project depe…

Abstract: We study d-way balanced allocation, which assigns each incoming job to the lightest loaded among d randomly chosen servers. While prior work has extensively studied the performance of the basic scheme, there has been less published work on adapting this technique to many aspects of large-scale systems. Based on our experience in building and running planet-scale cloud applications, we extend the understanding of d-way balanced allocation along the following dimensions:

(i) Bursts: Events such as breaking news can produce bursts of requests that may temporarily exceed the servicing capacity of the system. Thus, we explore what happens during a burst and how long it takes for the sy…

My tech diet hasn’t been very kind to SIMD, AVX-512 in particular.

So the ALUs are already sitting idle most of the time even in the scalar code, SIMD is trying optimizing something that doesn’t really matter.

These two abstractions lead to two of the most well-known performance bugs in CUDA code: Warp divergence and Uncoalesced memory access.

Final ThoughtsI’m concluding this exercise with pretty positive impressions for AVX-512, both in programmability and performance.

Here, I tried porting the scalar code to explicit AVX-512 using Codex 5.2 and Opus 4.5.

TPM on Embedded Systems: Pitfalls and Caveats to Watch Out ForTrusted Platform Module (TPM) chips have been around since the release of the TPM 1.2 specification more than 20 years ago, and the TPM 2.0 specification was released in 2014.

In this post, we’ll highlight common pitfalls and considerations for using TPM chips on embedded devices.

Using TPM on Embedded DeviceEmbedded devices are primarily based on Arm SoCs, in contrast to the x86/amd64-based CPUs common in PCs.

An advantage of embedded systems, however, is that their software stack is tailored to a specific use case, unlike a general-purpose PC.

PerformanceNot specific to embedded systems, but often overlooked: a TPM is slow.

Instead, what might be worthwhile considering is what consequences might arise from unifying arrays and functions at the syntax or type level, and why Futhark ultimately has not done so.

The array language K has a syntactic unification of arrays and functions, as both are indexed/applied with the notation f[x] .

Arrays are transformed using a “pointed” style, using explicit indexing, similar to how functions are defined with named parameters that are then passed to other functions.

It is particularly interesting because arrays and functions fundamentally are completely different types in Dex, with few facilities provided for using them via a common abstraction (e.g.

Now let us consider …

Austin Z. Henley Associate Teaching ProfessorCarnegie Mellon University [email protected]@austinzhenleygithub/AZHenleySimulating the ladybug clock puzzle1/17/2026A few days ago, 3Blue1Brown posted a 60-second video describing a puzzle...

Imagine that a ladybug lands on the 12 o'clock marker of a clock.

It works like this:let position = 0; // 0-11 hour markers let visited = new Set([0]); while (visited.size < 12) { const direction = Math.random() < 0.5 ?

-1 : 1; position = (position + direction + 12) % 12; visited.add(position); } return position;See, it is simple.

What is the average number of moves that the ladybug will make to visit all 12 numbers?

Cardputer uLisp MachineThis article describes how to create a handheld Lisp computer from an M5Stack Cardputer Kit:The Cardputer uLisp Machine, a handheld Lisp computer with a self-contained keyboard and display.

You should then see the uLisp prompt on the Cardputer display, and be able to enter Lisp programs at the keyboard.

Larger fontA larger font option gives 9 lines of 30 characters per line:The uLisp Cardputer with the larger font option selected.

Disabling output to the Cardputer displayThe terminal control codes 14 (Shift Out) and 15 (Shift In) allow you to turn off or on output to the Cardputer display.

Saving an image of the screenThe function save-bmp saves a copy of the screen a…

Comments

Comments

You're using a suspiciously old browserYou're probably reading this page because you've attempted to access some part of my blog (Wandering Thoughts) or CSpace, the wiki thing it's part of.

Unfortunately you're using a browser version that my anti-crawler precautions consider suspicious, most often because it's too old (most often this applies to versions of Chrome).

Unfortunately, as of early 2025 there's a plague of high volume crawlers (apparently in part to gather data for LLM training) that use a variety of old browser user agents, especially Chrome user agents.

If this is in error and you're using a current version of your browser of choice, you can contact me at my current place at t…

Erin Woo / The Information:

Sources: internal Google data shows Gemini API calls surged from 35B in March 2025 to 85B in August 2025; Google says Gemini Enterprise hit 8M subscribers — Google's improvements to its Gemini AI models are boosting the company's top line. — Over the past year, Google's business selling access …

Katherine Doherty / Bloomberg:

NYSE plans to use its tech that matches buyers and sellers, alongside blockchain networks, to facilitate real-time trading of tokenized securities in 2026 — The New York Stock Exchange is building a venue using blockchain technology to allow for trading tokenized stocks and exchange-traded funds around the clock.

Bloomberg:

a16z's Matt Bornstein and others talk adding $1.7B to its $1.25B AI infrastructure fund, focusing on early rounds; Ben Horowitz calls it “one of the best funds” — A newer fund run by an unconventional team at the venture firm is finding success focusing on infrastructure.

Jez Corden / Windows Central:

Sources: Microsoft is preparing to launch a session-based ad-supported Xbox Cloud Gaming tier in 2026; users note Xbox Cloud Gaming now references “ad support” — Users have been noticing that Xbox Cloud Gaming has begun referencing “ad support” while launching games, confirming our earlier report.

Alex Isenstadt / Axios:

Source: Elon Musk donates $10M to boost pro-Trump Senate candidate Nate Morris, seeking to replace Mitch McConnell, in Musk's largest-ever Senate donation — Elon Musk has cut a massive $10 million check to bolster Nate Morris, an outsider, pro-Trump candidate running to succeed retiring …

Financial Times:

The IMF says the “surprisingly resilient” global economy is at risk of a sharp AI boom reversal, but the “levels of market frothiness” are below the dotcom bust — Fund's chief economist says there are reasons to be concerned about a potential AI correction

Suvashree Ghosh / Bloomberg:

Bitcoin fell 3.6% to under $92K, ether fell ~5%, and solana fell 8.6%, wiping ~$100B from crypto's total value, after Trump proposed new 10% European tariffs — Cryptocurrencies fell sharply as risk assets slipped and haven demand strengthened after US President Donald Trump proposed new levies on eight European countries.

Jordyn Holman / New York Times:

Q&A with FedEx CEO Raj Subramaniam, only the second CEO in the company's history, on humanoid robots, automation, AI, drones, US-China trade tensions, and more — Raj Subramaniam took over three years ago from FedEx's founder, who ran the company for nearly 50 years.

Jack Dunn / Variety:

On Joe Rogan's JRE, Matt Damon and Ben Affleck discuss Hollywood and AI; Damon says Netflix wants movies to restate the plot because viewers are on their phones — Matt Damon and Ben Affleck recently appeared on the “Joe Rogan Experience” to promote their new Netflix film “The Rip,” …

The Information:

Sources: after five Thinking Machines staff left, investors are rattled, potentially impacting fundraising; two researchers quit via Slack during an all-hands — The timing couldn't have been more awkward for Thinking Machines Lab. — On Wednesday, during an all-hands meeting at the AI startup …

Counterpoint Research:

Chinese smartphone shipments fell 1.6% YoY in Q4 2025 and 0.6% YoY for 2025 due to weak demand, rising prices, and memory shortages; iPhone shipments rose 28% — Type: — Insight — Team Counterpoint — Counterpoint research is a young and fast growing research firm covering analysis of the tech industry.

John Sakellariadis / Politico:

Sources: political appointees at the US CISA blocked Acting Director Madhu Gottumukkala's attempt to oust the agency's Chief Information Officer Robert Costello — The personnel spat began late last Thursday afternoon after Costello was given a so-called management-directed reassignment …

Maggie Eastland / Bloomberg:

Chinese media: phone makers Xiaomi, Oppo, Vivo, and Transsion trimmed their 2026 shipment targets, with Oppo cutting up to 20%, due to the memory chip shortage — Nvidia Corp. supplier Micron Technology Inc. said an ongoing memory chip shortage has accelerated over the past quarter …

Andrew Cunningham / Ars Technica:

The memory shortage that is spiking RAM prices is now expanding to the broader PC market, driving price hikes for GPUs, high-capacity SSDs, and hard drives — GPU makers may prioritize more profitable models; large SSDs are harder to find. … Standalone, direct-to-consumer RAM kits …

Bloomberg:

Shenzhen-based UBTech signed deals to supply its Walker S2 humanoid robots to Airbus and Texas Instruments, and says it aims to produce 10,000+ units in 2026 — UBTech Robotics Corp. shares jumped after the China-based humanoid maker received an order from Airbus SE, bolstering the outlook …

Palmer Luckey / @palmerluckey:

Meta's VR layoffs may help the industry long term, as most affected roles focused on first-party content and games that competed with the broader ecosystem — I have an opinion on the Meta layoffs that is contrary with most of the VR industry and much of the media, but strongly held. This is not a disaster. They still employ the largest team working on VR by about an order of magnitude. Nobody else is even close. The “Meta is

Wall Street Journal:

A look at the business and geopolitical considerations behind TSMC's international expansion, as Taiwan commits to spend $250B+ in the US in a trade deal — TSMC has for decades provided a ‘Silicon Shield’ to its namesake island. Now it sees both business and geopolitical reasons for going big in the U.S.

Sarah Friar / OpenAI:

OpenAI CFO Sarah Friar says the company's compute grew from 0.2 GW in 2023 to ~1.9 GW in 2025 and annualized revenue grew from $2B in 2023 to $20B+ in 2025 — We launched ChatGPT as a research preview to understand what would happen if we put frontier intelligence directly in people's hands.

Bradley Olson / Wall Street Journal:

Similarweb: Claude's web audience more than doubled in December 2025 compared with December 2024, as many coders spent their holiday breaks on a “Claude bender” — Developers and hobbyists are comparing the viral moment for Anthropic's Claude Code to the launch of generative AI

New York Times:

Inside the 2026 National Retail Federation conference in New York City, where integrating AI into retail businesses was the overarching theme on the expo floor — Stores of all kinds are using artificial intelligence to sell everything from luxury handbags to hay for horses.

Helene Braun / CoinDesk:

CoinGecko: over 53% of the 20.2M crypto tokens launched since 2021 are now inactive, with 7.7M tokens failing in Q4 2025, after Oct. 10 “liquidation cascade” — Over 13.4 million tokens have been erased between mid-2021 and 2025, according to a new analysis by CoinGecko. — What to know:

Sarah Perez / TechCrunch:

Similarweb: Threads had 141.5M DAUs on iOS and Android as of January 7, driven by Instagram promotions, while X had 125M DAUs; X continues to lead on the web — A report from market intelligence firm Similarweb suggests that Meta's Threads is now seeing more daily usage than Elon Musk's X on mobile devices.

Julie Bort / TechCrunch:

RunPod, an AI app hosting service launched four years ago that raised a $20M seed in May 2024, says it has reached a $120M annual revenue run rate — Runpod, an AI app hosting platform that launched four years ago, has hit a $120 million annual revenue run rate, founders Zhen Lu and Pardeep Singh tell TechCrunch.

George Hammond / Financial Times:

Sources: Sequoia is planning a big investment in Anthropic, joining a round led by GIC and Coatue, which are investing $1.5B each; Anthropic aims to raise $25B+ — Silicon Valley investor to write first cheque for AI start-up after recent leadership overhaul

Dr. Ian Cutress / More Than Moore:

Q&A with SiFive co-founder Krste Asanovi&cacute, who was part of the original team that developed RISC-V, on creating a company that builds IP around RISC-V, and more — Update: SiFive just announced today that it has partnered with NVIDIA for NVLink Fusion on RISC-V. It's a big step, and we'll be covering that separately.

Manish Singh / India Dispatch:

India's largest retailer Reliance Retail says its daily quick commerce orders peaked at 1.6M in Q4 2025; market leader Blinkit averaged 2.4M daily orders in Q3 — The rest of the industry is not feeling it. — India's largest retail chain is reporting impressive growth in quick commerce, but the industry is not buying it.

Dexter 🤖Dexter is an autonomous financial research agent that thinks, plans, and learns as it works.

It performs analysis using task planning, self-reflection, and real-time market data.

Think Claude Code, but built specifically for financial research.

OverviewDexter takes complex financial questions and turns them into clear, step-by-step research plans.

It runs those tasks using live market data, checks its own work, and refines the results until it has a confident, data-backed answer.

Home Assistant websiteThis is the source for the Home-Assistant.io website.

SetupSetting up to contribute to documentation and the process for submitting pull requests is explained in the developer documentation.

to access on http://192.168.0.123:4000 :bundle exec rake preview[192.168.0.123]Speeding up site generationEvery release we post long changelogs to the website.

We include some tools to temporarily exclude the blog posts that you're not working on out of the way.

bundle exec rake isolate[filename-of-blogpost]When you're done working on the site, run the following command to move the posts back again:

MemU A Future-Oriented Agentic Memory SystemMemU is an agentic memory framework for LLM and AI agent backends.

🎉Between January 8–18, contributors can submit PRs to memU and earn cash rewards, community recognition, and platform credits.

memorize ( resource_url = "path/to/file.json" , # File path or URL modality = "conversation" , # conversation | document | image | video | audio user = { "user_id" : "123" } # Optional: scope to a user ) # Returns: { "resource" : {...}, # Stored resource metadata "items" : [...], # Extracted memory items "categories" : [...] # Updated category summaries }retrieve() - Query MemoryRetrieves relevant memory based on queries.

💡 Use CasesExample 1: Conversation …

🇪🇸 Español 🇫🇷 Français 🇸🇴 Soomaali 🇸🇦 العربيةMemvid is a single-file memory layer for AI agents with instant retrieval and long-term memory.

Memvid is a portable AI memory system that packages your data, embeddings, search structure, and metadata into a single file.

The result is a model-agnostic, infrastructure-free memory layer that gives AI agents persistent, long-term memory they can carry anywhere.

Memvid draws inspiration from video encoding, not to store video, but to organize AI memory as an append-only, ultra-efficient sequence of Smart Frames.

Default :: default ( ) } ) ?

It is an open-source search model designed to advance tool-augmented reasoning and information-seeking capabilities, enabling complex real-world research workflows across diverse challenges.

Introducing as a third dimension of performance improvement, MiroThinker v1.0 supports 256K context window and up to 600 tool calls per task.

By default, we use open-source tools wherever possible, except for the code tool E2B and the Google search tool Serper.

The framework can be easily extended to other open-source tools of your choice.

Replacing these open-source tools with commercial alternatives can yield performance gains.

Real-time face swap and video deepfake with a single click and only a single image.

If using a real person's face, obtain their consent and clearly label any output as a deepfake when sharing online.

If using a real person's face, obtain their consent and clearly label any output as a deepfake when sharing online.

Choose a source face image and a target image/video.

Select a source face image.

Old News•Sep 24, 2025: 🎉 Our paper Multi-Agent Collaboration via Evolving Orchestration has been accepted to NeurIPS 2025.

•May 26, 2025: 🎉 We propose a novel puppeteer-style paradigm for multi-agent collaboration among large language model based agents.

•June 25, 2024: 🎉To foster development in LLM-powered multi-agent collaboration🤖🤖 and related fields, the ChatDev team has curated a collection of seminal papers📄 presented in a open-source interactive e-book📚 format.

•June 12, 2024: We introduced Multi-Agent Collaboration Networks (MacNet) 🎉, which utilize directed acyclic graphs to facilitate effective task-oriented collaboration among agents through linguistic interactions 🤖🤖.

• October …

Microsoft PowerToysMicrosoft PowerToys is a collection of utilities that help you customize Windows and streamline everyday tasks.

Description Filename Per user - x64 PowerToysUserSetup-0.96.1-x64.exe Per user - ARM64 PowerToysUserSetup-0.96.1-arm64.exe Machine wide - x64 PowerToysSetup-0.96.1-x64.exe Machine wide - ARM64 PowerToysSetup-0.96.1-arm64.exeMicrosoft StoreYou can easily install PowerToys from the Microsoft Store:WinGetDownload PowerToys from [WinGet][winget-link].

✨ What's newVersion 0.96 (November 2025)For an in-depth look at the latest changes, visit the Windows Command Line blog.

The Command Palette settings page has been reorganized.

Press Ctrl + , to open Command Palette se…

Beads provides a persistent, structured memory for coding agents.

It replaces messy markdown plans with a dependency-aware graph, allowing agents to handle long-horizon tasks without losing context.

⚡ Quick Start# Install (macOS/Linux/FreeBSD) curl -fsSL https://raw.githubusercontent.com/steveyegge/beads/main/scripts/install.sh | bash # Initialize (Humans run this once) bd init # Tell your agent echo " Use 'bd' for task tracking " >> AGENTS.md🛠 FeaturesGit as Database: Issues stored as JSONL in .beads/ .

📦 Installationnpm: npm install -g @beads/bdHomebrew: brew install steveyegge/beads/bdGo: go install github.com/steveyegge/beads/cmd/bd@latestRequirements: Linux (glibc 2.32+), FreeBSD, macO…

Welcome to GoogleTest, Google's C++ test framework!

In addition to many internal projects at Google, GoogleTest is also used by the following notable projects:The Chromium projects (behind the Chrome browser and Chrome OS).

GoogleTest Adapter is a VS Code extension allowing to view GoogleTest in a tree view and run/debug your tests.

C++ TestMate is a VS Code extension allowing to view GoogleTest in a tree view and run/debug your tests.

Cornichon is a small Gherkin DSL parser that generates stub code for GoogleTest.

As soon as it sees that you're building something, it doesn't just jump into trying to write code.

It's not uncommon for Claude to be able to work autonomously for a couple hours at a time without deviating from the plan you put together.

Dispatches fresh subagent per task with two-stage review (spec compliance, then code quality), or executes in batches with human checkpoints.

Enforces RED-GREEN-REFACTOR: write failing test, watch it fail, write minimal code, watch it pass, commit.

To contribute:Fork the repository Create a branch for your skill Follow the writing-skills skill for creating and testing new skills Submit a PRSee skills/writing-skills/SKILL.md for the complete guide.

IntroductionEnglish | 简体中文TARS* is a Multimodal AI Agent stack, currently shipping two projects: Agent TARS and UI-TARS-desktop:Agent TARS UI-TARS-desktop agent-tars-book-hotel.mp4 computer-use-triple-speed.mp4 Agent TARS is a general multimodal AI Agent stack, it brings the power of GUI Agent and Vision into your terminal, computer, browser and product.

[2025-06-25] We released a Agent TARS Beta and Agent TARS CLI - Introducing Agent TARS Beta, a multimodal AI agent that aims to explore a work form that is closer to human-like task completion through rich multimodal capabilities (such as GUI Agent, Vision) and seamless integration with various real-world tools.

We released a Agent TARS Bet…

Ralph for Claude CodeAutonomous AI development loop with intelligent exit detection and rate limitingRalph is an implementation of the Geoffrey Huntley's technique for Claude Code that enables continuous autonomous development cycles he named after Ralph Wiggum.

It enables continuous autonomous development cycles where Claude Code iteratively improves your project until completion, with built-in safeguards to prevent infinite loops and API overuse.

Install once, use everywhere - Ralph becomes a global command available in any directory.

Open an issue for discussionCheck existing issues for planned workJoin discussions on pull requestsEvery contribution matters - from fixing typos to impleme…

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The front-end relies on jQuery, and like most old legacy systems, it’s not in the best shape.

First, we have a State object that holds all of the values for our page, and we have a big mess of events.

$(document).ready(function(){ State.updateState(); });The first thing the update function does is update the value according to the property it receives.

I’ve also added a document.ready , so we can run the update function on load and display our default values.

Working with a pattern like this maintains a single source of truth in your state object that you control, you can trust and you can enforce.

The promise of AI – the promise AI companies make to investors – is that there will be AI that can do your job, and when your boss fires you and replaces you with AI, he will keep half of your salary for himself and give the other half to the AI company.

It’s why big investors are giving AI companies hundreds of billions of dollars.

But no one is investing hundreds of billions in AI companies because they think AI will make radiology more expensive, not even if that also makes radiology more accurate.

When really what they’re demanding is a world where 30% of the investment capital of the AI companies go into their shareholders’ pockets.

Seven AI companies currently account for more than a …

And, to return to my point regarding Apple Creator Studio, all of the app icons — every goddamn one of them — was better.

The Apple Creator Studio version of Pixelmator Pro requires macOS 26.

Pixelmator Pro is the only app in Creator Studio where the new version is exclusively available through the Creator Studio subscription.

From Apple’s Creator Studio FAQ:What happens to projects and content I created if my subscription ends?

Perhaps the biggest omission4 in this first release of Apple Creator Studio is the lack of a Lightroom rival, which is exactly what Photomator is — and Aperture was.

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Clever CleanerYou just discovered the ultimate free solution that keeps your iPhone running smoothly!

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I pressed j twenty times instead of running 20j , or manually deleted code inside parenthesis instead of running di( .

My goal: set every Vim optionThat desire for expertise led me on a quest to set all of Vim’s options.

Surely, setting every Vim option would make me the fluent expert I wanted to be…right?

I pored over every single Vim option and made a decision.

I had set every single Vim option.

Countless voiceless people sit alone every day and have no one to talk to, people of all ages, who don't feel that they can join any local groups.

So they sit on social media all day when they're not at work or school.

How can we solve this?

Agent Psychosis: Are We Going Insane?

But people create these weird relationships with their AI agent and once you see how some prompt their machines, you realize that it dramatically alters what comes out of it.

As an external observer the whole project looks like an insane psychosis or a complete mad art project.

But we’re also frustrated when we encounter AI slop on issue and pull request trackers.

Two things are both true to me right now: AI agents are amazing and a huge productivity boost.

One day, the successor to Claude Code will make a superhuman interface available to everyone.

If you’re so visually inclined, here’s a diagram of a Claude code context window being compacted over and over.

All horizontal software companies oriented at human-based consumption are obsolete.

Software and infrastructure software will become the “NAND” portion of the memory hierarchy.

Data’s safekeeping and longer-term storage are largely the role of software companies now, and they must learn to look much more like infrastructure software to be consumed by AI Agents.

Have you ever felt concerned about the size of your AGENTS.md file?

A bad AGENTS.md file can confuse your agent, become a maintenance nightmare, and cost you tokens on every request.

An AGENTS.md file is a markdown file you check into Git that customizes how AI coding agents behave in your repository.

In your root AGENTS.md :For TypeScript conventions, see docs/TYPESCRIPT.mdNotice the light touch, no "always," no all-caps forcing.

Everything else lives in progressive disclosure: separate files, nested AGENTS.md files, or skills.

I may be the only person to have read every Dilbert book before graduating elementary school.

Scott Adams based Dilbert on his career at Pacific Bell in the 80s.

For a moment in the late-90s, with books like The Dilbert Principle and The Dilbert Future, he seemed on his way to be becoming a semi-serious business intellectual.

Adams made enough money off Dilbert that he could indulge his fantasies of being something more than “the Dilbert guy”.

With enough time, dedication, and archive access, you can hop from Dilbert comic to Dilbert comic, tracing the exact contours of his political journey.

STFU 🤫i was at bombay airport.

some dude was watching reels on full volume and laughing loudly.

so i built a tiny app that plays back the same audio it hears, delayed by ~2 seconds.

straight up honest - originally called this "make-it-stop" but then saw @TimDarcet also built similar and named it STFU.

made with spite and web audio api.

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

Depot – 10x faster builds?

Build faster.

Accelerate Docker image builds, and GitHub Actions workflows.

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

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

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

It’s a workspace designed not just for making progress, but getting inspired.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

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.

Depot – 10x faster builds?

Build faster.

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.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

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.

Depot – 10x faster builds?

Build faster.

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

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.

Depot – 10x faster builds?

Build faster.

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

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.

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.

Depot – 10x faster builds?

Build faster.

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

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

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

Depot – 10x faster builds?

Build faster.

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

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

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.

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

It’s a workspace designed not just for making progress, but getting inspired.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

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.

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

It’s a workspace designed not just for making progress, but getting inspired.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

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.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Depot – 10x faster builds?

Build faster.

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

Although those Ubuntu virtual machines are used only for testing purposes, the 3GB of RAM does pretty well.

You wouldn't be able to use virtual machines.

The way I decide on how much RAM I need is to figure out (from the above list) my minimum amount and then double it.

My Linux RAM sweet spotFor what I do on my Linux system (which is a ton of tabs, editing big images with GIMP, a lot of virtual machines, and the usual productivity work), I need at least 32GB of RAM.

If you double the amount of RAM you think you'll need, you'll find your PC performs much better for a longer period of time.

The Qrevo Curv 2 Flow is Roborock's first robot vacuum to feature a self-cleaning roller mop.

After a decade of testing PCs, routers, and home networks, I know what causes slow speeds and how to optimize your internet.

Also: This hidden Google Maps feature is making people emotional - here's whyHowever, there are some distinct differences between CoMaps and Google Maps.

Google Maps differencesThe first major difference is that you need to download maps for the specific locations you require.

To download a map, tap the three horizontal line menu button at the bottom of the main page and tap Download Maps.

In the resulting page, tap +, locate and tap the map you want, and then tap "Download map."

In fact, once you've downloaded the necessary maps, CoMaps functions very similarly to Google Maps.

Here are five ways to prove you're ready to become a manager.

Neville told ZDNET he learned from those mistakes, which helped build his experience and made him a credible presence at the top table.

Ward told ZDNET that the key to leading people to achieve their goals is understanding the broader organizational objectives.

5 ways to future-proof your career - before it's too lateWard said this confinement can spread to relationships beyond the IT department.

5 secrets to building resilience from leaders who were once in your shoesRuffle told ZDNET that successful managers also support and empower their teams.

Lenovo Yoga Slim 7i Ultra at CES 2026 Kerry Wan/ZDNETWe test dozens of laptops every year here at ZDNET: from the latest MacBooks to the best Windows PCs, aiming for a dual approach.

Also: The fastest laptops of 2026: Expert recommendedFinally, depending on any niche use cases, we can test the laptop's performance further in specific areas.

How we test laptop batteriesAlienware 16X Aurora Kyle Kucharski/ZDNETBattery life is one of those things that all consumers care about.

Basically, the idea is to let the laptop run for as long as it can under a medium load.

Also: The best lightweight laptops of 2026: Expert testedFor productivity-focused laptops, how long do their batteries last?

If you're after big and bold sound, I might've found a speaker system that hits all the right notes.

I conducted one of the first-ever academic studies of AI ethics as a thesis project way back in the day.

I also wrote and deployed the AI Editor, a generative AI tool that built news and content dynamically.

That may not seem like much today, but I did it way back in 2010, when I had to create a generative AI engine from scratch.

I just finished coding a free AI defense product available to all WordPress users that enables them to defend against AI training and scraping, plus an advanced version (which folks pay for) that enables active countermeasures against AI scraping for training.

With all that, I will say that the absolute high point was when I could get an AI to talk like a pirate.

Chipolo One Point ZDNET's key takeaways The Chipolo One Point and Card Point are currently $21 and $23, respectively.

AirTags are one of the things that have set the Apple ecosystem apart from the Android ecosystem.

Chipolo Card Point Adrian Kingsley-Hughes/ZDNETLike the One Point, the Card Point is splashproof to IPX5 standard and has a sound activation range of 200ft/60m, but unlike the One Point fob, the Card Point doesn't have a user-replaceable battery.

They're just like AirTags but for Android users.

I'd opt for the Chipolo One Point Bluetooth Tracker if you want something to tuck in a backpack, shirt pocket, or keychain set, and the Chipolo Card Point to keep tabs on your wallet.

Getting a smart thermostat can bring down your utility bill, but following these steps can save you even more money.

HP OmniBook 5 16 (Intel) ZDNET's key takeaways HP OmniBook 5 16-inch with the Intel Core Ultra 7 255H is on sale now for $649.

It's a reliable all-around laptop for students and pros alike, with fantastic battery life and a competitive price point.

The OmniBook 5 series occupies the mid-range of HP's consumer laptops for everyday use and the office, punctuated by fantastic battery life.

I will note, however, that running more demanding graphical applications takes its toll on battery life.

It's geared toward everyday users with diverse workflows, and delivers excellent battery life for those use cases, as pushing it outside its comfort zone taxes battery life.

Smart plugs are a simple, affordable way to level up your home. Here are some clever ways I use them.

Sequoia Capital is reportedly joining a blockbuster funding round for Anthropic, the AI startup behind Claude, according to the Financial Times. It’s a move sure to turn heads in Silicon Valley. Why? Because venture capital firms have historically avoided backing competing companies in the same sector, preferring to place their bets on a single winner. […]

Welcome back to TechCrunch Mobility, your hub for all things “future of transportation.”

Threads’ daily mobile usage has quietly surpassed X as Meta leans on cross-promotion, creator tools and fast feature rollouts — even as X faces fresh controversies

Now, the startup is turning its attention to building the business, fundraising and striking commercial deals.

Confer is designed to look and feel like ChatGPT or Claude, but your conversations can't be used for training or advertising.

If you’ve been following the billionaire exodus from California with some confusion, here’s what’s actually driving the nervousness: it’s not the 5% rate. As highlighted Friday in the New York Post, the proposed wealth tax would hit founders on their voting shares rather than the actual equity they own. Take Larry Page, who about 3% […]

While it's easy to romanticize space as an escape to a pristine frontier where people will float weightlessly among the stars, it’s worth remembering there are no oceans or mountains or chirpy birds in space. It's “not nice up there,” said Rubenstein. “It is not nice at all."

Three offshore wind projects under construction on the U.S. East Coast are back to building after judges rebuked the Department of the Interior's actions.

Oshen has signed contracts with multiple government agencies for its C-Star robots to collect ocean data autonomously.

Musk's legal team argues he should be compensated as an early startup investor who sees returns "many orders of magnitude greater" than his initial investment.

Their startup journey is a wild example of how if you build it well and the timing is lucky, they will definitely come.

China's birth rate fell to 5.6 per 1,000 people in 2025, the lowest figure since the founding of the People's Republic in 1949, and the country's total population contracted by 3.39 million, the sharpest decline since the Mao Zedong era. The drop marks the fourth straight year of population decline and comes despite government efforts to encourage childbearing, including subsidies of about $500 annually per child born on or after January 1, 2025. Beijing has also imposed a 13% value-added tax on contraceptives this year. The government is betting on automation and productivity to offset the shrinking workforce -- China already leads the world in robot installations -- and President Xi Jinpi…

Slashdot reader hackingbear summarizes this report from Bloomberg: China consumed totally 10.4 trillion kilowatt hours (10.4 petaWh) in 2025 according to data from the National Energy Administration. That's the highest annual electricity use ever recorded by a single country, and doubled the amount used by the US and surpassed the combined annual total of the EU, Russia, India and Japan. The surge in demand for power are results of growth in data centers for artificial intelligence (+17% over 2024) and use of electric vehicles (+48.8%)... However, on a per-capita basis, China uses about 7,300 kWh per person vs about 13,000 kWh per American. More details from Reuters:

China's mostly coal-bas…

An anonymous reader shared this report from CNBC: Led by Texas and New Hampshire, U.S. states across the national map, both red and blue in political stripes, are developing bitcoin strategic reserves and bringing cryptocurrencies onto their books through additional state finance and budgeting measures. Texas recently became the first state to purchase bitcoin after a legislative effort that began in 2024, but numerous states have joined the "Reserve Race" to pass legislation that will allow them to ultimately buy cryptocurrencies. New

Hampshire passed its crypto strategic reserve law last May, even before Texas, giving the state treasurer the authority to invest up to 5% of the state funds…

This week Noema magazine published a 7,000-word exploration of our modern "Mythology Of Conscious AI" written by a neuroscience professor who directs the University of Sussex Centre for Consciousness Science:

The very idea of conscious AI rests on the assumption that consciousness is a matter of computation. More specifically, that implementing the right kind of computation, or information processing, is sufficient for consciousness to arise. This assumption, which philosophers call computational functionalism, is so deeply ingrained that it can be difficult to recognize it as an assumption at all. But that is what it is. And if it's wrong, as I think it may be, then real artificial conscio…

"Astronomers are preparing to capture a movie of a supermassive black hole in action for the first time," reports the Guardian: The Event Horizon Telescope (EHT) will track the colossal black hole at the heart of the Messier 87 galaxy throughout March and April with the aim of capturing footage of the swirling disc that traces out the edge of the event horizon, the point beyond which no light or matter can escape... The EHT is a global network of 12 radio telescopes spanning locations from Antarctica to Spain and Korea, which in 2019 unveiled the first image of a black hole's shadow. During March and April, as the Earth rotates, M87's central black hole will come into view for different tel…

Porsche made an announcement Friday. In Europe they sold more electrified Porsches last year than pure combustion-engined models, reports Electrek: in Europe, a majority (57.9%) of Porsche's deliveries were plug-ins, with 1/3 of its European sales being fully electric. For models that have no fully electric version but do have a PHEV (Cayenne and Panamera), the plug-in hybrid version dominated sales. Of particular note, the Macan sold better with an electric powertrain than it did with a gas one, and was the company's strongest-selling model line and the line with the largest sales growth. The Macan sold 84,328 units globally (up 2% from last year), with 45,367 (53.8%) of those being electr…

U.S. college graduates "have historically found jobs more quickly than people with only a high school degree," writes Bloomberg. "But that advantage is becoming a thing of the past, according to new research from the Federal Reserve Bank of Cleveland." "Recently, the job-finding rate for young college-educated workers has declined to be roughly in line with the rate for young high-school-educated workers, indicating that a long period of relatively easier job-finding prospects for college grads has ended," Cleveland Fed researchers Alexander Cline and BarıÅY Kaymak said in a blog post published Monday. The study follows the latest monthly employment data released on Nov. 20, which showed t…

Last week a University of Arizona astronomy professor "watched anxiously...as an awe-inspiring SpaceX Falcon 9 rocket carried NASA's new exoplanet telescope, Pandora, into orbit." In 2018 NASA had approached Daniel Apai to help build the telescope, which he says will "shatter a barrier — to understand and remove a source of noise in the data — that limits our ability to study small exoplanets in detail and search for life on them." Astronomers have a trick to study exoplanet atmospheres. By observing the planets as they orbit in front of their host stars, we can study starlight that filters through their atmospheres... But, starting from 2007, astronomers noted that starspots — cooler, acti…

The European Commission "has opened a public call for evidence on European open digital ecosystems," writes Help Net Security, part of preparations for an upcoming Communication "that will examine the role of open source in EU's digital infrastructure." The consultation runs from January 6 to February 3, 2026. Submissions will be used to shape a Commission Communication addressed to the European Parliament, the Council, and other EU bodies, which is scheduled for publication in the first quarter of 2026... The call for evidence links Europe's reliance on digital technologies developed outside the EU to concerns over long term control of infrastructure and software supply chains... Open digi…

The senior editor at the blog Windows Central decries two serious Windows issues "that were not spotted by Microsoft during testing, and are so severe that the company has now issued an emergency fix to address the problems." Microsoft's first update for Windows 11 in 2026 has already caused two major issues that saw users unable to fully shutdown their PCs or sign-in into a device when using Remote Desktop... Being unable to shut down your PC due to a recent OS update is a huge oversight on Microsoft's part, but this is the latest in a long list of updates over the last year to cause a major issue like this... Other issues that have cropped up in Windows 11 in the last year include a bug t…

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(): 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…

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…

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…

OpenAI is making a play to be the Windows of AI: the all-encompassing platform that controls both hardware supplier and software developers.

Sora is going viral, suggesting there is a big opportunity in unlocking creativity. If that's true, that's good for humanity — and bad for Meta.

I saw a generative art piece I liked and wanted to learn how it was made.

Starting with the artist’s Kotlin code, I dug into three new algorithms, hacked

together some Python code, experimented with alternatives, and learned a lot.

Now I can explain it to you.It all started with this post by

aBe on Mastodon:

I love how these lines separate and reunite. And the fact that I can express this idea in 3 or 4 lines of code.For me they’re lives represented by closed paths that end where they started, spending part of the journey together, separating while we go in different directions and maybe reconnecting again in the future.#CreativeCoding #algorithmicart #proceduralArt #OPENRNDR #Kotlin — aBe …

I saw a generative art piece I liked and wanted to learn how it was made.

Starting with the artist’s Kotlin code, I dug into three new algorithms, hacked

together some Python code, experimented with alternatives, and learned a lot.

Now I can explain it to you.It all started with this post by

aBe on Mastodon:

I love how these lines separate and reunite. And the fact that I can express this idea in 3 or 4 lines of code.For me they’re lives represented by closed paths that end where they started, spending part of the journey together, separating while we go in different directions and maybe reconnecting again in the future.#CreativeCoding #algorithmicart #proceduralArt #OPENRNDR #Kotlin — aBe …

I've come to appreciate Google's amorphous nature; what makes me bullish is the clarity of YouTube's AI opportunity.

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Quick experiment for founders here 👇 Finding a co-founder is hard. Finding a well-aligned co-founder (values, pace, expectations) is even harder, especially when most platforms rely on profiles, titles, or random matching. I’m currently testing a new approach where instead of waiting to be matched, you scan and identify people who truly fit how you want to build. No selling, no pressure, this is still early and I’m offering it for free to founders willing to test it and give honest feedback. If you’re: building a startup looking for a co-founder (especially intentionally, not randomly) curious about a more structured way to approach this comment “interested” below and I’ll DM you the link t…

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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.

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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.

Over the past few years, Germany has continued to strengthen its position as one of Europe’s most important startup ecosystems, building on its industrial heritage while embracing new technologies across AI, energy, defence and advanced manufacturing. Strong research institutions, a skilled engineering workforce and close links between industry and innovation continue to support the country’s […]

The post Engineering the future: 10 Promising German startups to watch in 2026 and beyond! appeared first on EU-Startups.

one.five, a Hamburg-based company building AI-powered solutions for packaging product development, has raised €14 million in Series A funding to scale its proprietary AI platform and data foundation. The round was led by Dr Hans Riegel Holding (shareholder HARIBO), with participation from 212 NexT, Symbia VC (Family Office), Btomorrow Ventures, KIMPA Impact (multi-family office), Zubi […]

The post Hamburg-based one.five raises €14 million to solve the product-market-fit problem in packaging appeared first on EU-Startups.

Elyos AI, a London-based startup building AI agents for the trades and field services industry, today announced it has raised €11.1 million ($13 million) in Series A funding to accelerate product development and international expansion. The round was led by Blackbird Ventures, with participation from Y Combinator and Pi Labs. Elyos AI has raised a […]

The post YC-backed UK startup Elyos AI raises €11.1 million to build AI agents for trades and field services appeared first on EU-Startups.

This article is visible for CLUB members only. If you are already a member but don’t see the content of this article, please login here. If you’re not a CLUB member yet, but you’d like to read members-only content like this one, have unrestricted access to the site and benefit from many additional perks, you […]

The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Jan. 12-16) appeared first on EU-Startups.

A former radio presenter who launched a gut-friendly toothpaste after suffering health problems, has raised €2 million (£1.8 million) to expand international sales of the Alcester-based Gutology and its Oral Biome+ toothpaste. Ollie Gallant, who also runs the Gutology Podcast, has secured funding from the Midlands Engine Investment Fund II through fund manager Mercia Ventures, […]

The post Former radio presenter behind gut-health podcast raises €2 million to scale microbiome-friendly toothpaste brand Gutology appeared first on EU-Startups.

Oxfordshire-based Ionech, a clean-energy tech company developing a process to harness thermal energy from ambient air to generate electricity, has received a €2.3 million (£2 million) Seed investment ClimateTech investor Elbow Beach. This investment is combined with a €807k (£700k) Innovate UK Grant, will enable the company to advance its Air Voltaic Cell technology from […]

The post Ionech raises €2.3 million to move air-to-electricity technology into pilots with Coca-Cola Europacific Partners appeared first on EU-Startups.

Hamburg-based DTCP, a global investment management platform with more than €3 billion in AUM, today announced the launch of the €500 million fund ‘Project Liberty’, its eighth fund and its first dedicated exclusively to defense, security, and resilience technologies. The fund is independently managed by DTCP and targets institutional investors, family offices and corporate investors. […]

The post With their new €500 million fund, Germany’s DTCP raises the bar for European defense and resilience capital appeared first on EU-Startups.

We are pleased to announce that Joaquín Cuenca Abela, Co-founder and CEO of Freepik, will take the stage at the upcoming EU-Startups Summit, which will take place for the third time in sunny Malta on May 7 to 8, 2026. Founded in 2010 and headquartered in Málaga, Spain, Freepik has evolved into a global all-in-one […]

The post Joaquín Cuenca Abela, Co-founder & CEO of Freepik, will speak at this year’s EU-Startups Summit! appeared first on EU-Startups.

Exactly one month, after its founding, Kortrijk-based Tinrate – a platform that enables users to seek and share advice and expertise – has raised a €1.6 million Seed round to roll out the company. The round saw participation from Steve Rousseau (World of Talents), Helena Brutsaert (Get Driven) and Arne Vandendriessche (Signpost). Other notable names […]

The post Belgium’s Tinrate secures €1.6 million to monetise expertise, dubbed “OnlyFans for knowledge” by its founder appeared first on EU-Startups.

Malta has long been associated with tourism and leisure, but in recent years, the country has increasingly aligned itself with Europe’s growing tech and startup scene. Rather than lagging, Malta has steadily developed the infrastructure needed to support innovation, laying the groundwork for a more diversified and competitive economy. This evolution has been driven by […]

The post Spotlight on Malta: 10 startups worth keeping an eye on in 2026 appeared first on EU-Startups.

UK-based deeptech startup Anzen Industries has raised $2.2 million in pre-seed funding, led by LocalGlobe and Creator Fund, withparticipation from strategic angel investors across the UK, EU, and US,i...

It’s not often I meet an early-stage investor who tells me that they are looking for “weird and crazy ideas.” But Andreas Klinger, founder of PROTOTYPE, is not just any investor. He is deeply embedd...

Vanagon Ventures, a German deeptech venture capital firm, has reached the final closeof its €20 million Fund I. The fund is backed by Allocator One, alongsideadditional limited partners including fami...

CoolSem Technologies, a semiconductor thermal management company, has closed a pre-seedfunding round led by High-Tech Gründerfonds (HTGF), with participation from KBCFocus Fund NV, the Brabant Develop...

Sinpex, an AI-powered platform for KYB / KYC lifecycle management, today announced its €10 million Series A financing round. Sinpex streamlines business client onboarding and continuous KYB complianc...

A big week for European tech, with two new unicorns and a deep dive into one of the continent’s most promising ecosystems: Armenia. Alongside the week’s top funding rounds, we’ve also curated the most...

Global investment management platform DTCP today announced the launch of “Project Liberty”, its eighth fund and its first dedicated exclusively to defence, security, and resilience technologies. The...

Ukraine-based HOLYWATER has closed a $22 million financinground led by Horizon Capital, with participation from US-based investorsincluding Endeavor Catalyst and Wheelhouse. The financing follows an e...

When you can, it’s always worth taking a look outside of your comfort zone to find the next big thing in tech. I’ve been interested in Armenia for a number of years, and now it seems the rest of the w...

Parloa, the German-founded startup which develops AI voice agents for call centre work, has raised $350 million in a Series D funding round, vaulting its valuation threefold to $3 billion in seven mon...

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 […]