It follows that, if you don't have much competition, there is a high chance you are building in too small a market, unless you are the first-mover in a soon-to-explode market.

However, what does not logically follow is that a high level of competition implies a large market.

At best, competition is a pre-requisite for a large market, not a proof of one; in many cases, it's a signal founders should probably disregard.

In the rest of the article, I'll walk through a few patterns I've seen (meaning, high competition but a small or undesirable market).

A total lack of competition can indeed be a signal that a market is too small or the timing is decades off.

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I'm 50 Now, and the Thing I Loved Has ChangedI wrote my first line of code in 1983.

The thing I loved changed, and then it was put to work doing things I’m not proud to be associated with.

I’d be working on something — building a feature, designing an architecture — and I’d realise I was still doing the same thing I’d always done, just with the interesting bits hollowed out.

The feeling is: I gave 42 years to this thing, and the thing changed into something I’m not sure I recognise anymore.

I’m fifty now, and the magic is different, and I’m learning to sit with that.

Why did this happen?

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Parse, don’t validateHistorically, I’ve struggled to find a concise, simple way to explain what it means to practice type-driven design.

There are two different ways to fix the head function, and we’ll start with the simplest one.

What’s more, it’s trivial to recover the old behavior of head from the new one by composing head with nonEmpty :head' :: [ a ] -> Maybe a head' = fmap head .

If you see why parseNonEmpty is preferable, you understand what I mean by the mantra “parse, don’t validate.” Still, perhaps you are skeptical of parseNonEmpty ’s name.

Avoiding shotgun parsing just means you shouldn’t act on the input data before it’s fully parsed, not that you can’t use some of the input da…

Pointer () buf := unsafe.

Pointer () buf := unsafe.

Format (time.Kitchen)) }$ go build -o main && ./main 5:00PMThere you go.

The problemsPlay around with overriding functions and you’ll find that some functions can’t be overridden.

A simple example:type counter struct { A int64 } //go:noinline func (c * counter) Inc () { c.A ++ } func main () { c := & counter{} c. Inc () c. Inc () fmt.

We have raised a $200M Series C, and yes, you are permitted a double take: didn’t we just raise a $100M Series B?

First, we have the luxury of having achieved real product-market fit: we are making a product that people want to buy.

All of this is a long way of saying: we did not (and do not) need to raise capital to support the business.

So being able to raise a Series C purely from our existing investors presented a real opportunity.

With this large Series C, we have entirely de-risked capital going forward, which in turn assures our independence.

Meta and Google-owned YouTube were accused Monday of pushing highly addictive apps on children as a landmark social media trial began in earnest in a California court.

The blockbuster trial in front of a Los Angeles jury could establish a legal precedent on whether the social media juggernauts deliberately designed their platforms to lead to addiction in children.

"This case is about two of the richest corporations in history who have engineered addiction in children's brains," plaintiffs' attorney Mark Lanier told the jury in his opening statement.

Schmidt asked, pointing out an Instagram addiction is never mentioned in medical records included in the evidence.

suffered severe mental harm …

FOSDEM 2026 + Hackathon 13 min.

readAnother FOSDEM and Hackathon are in the rear-view mirror, and it is hard to find words to describe how amazingly productive and fun the experience was!

On Monday after FOSDEM, we began making the schedule with a stack of post-its.

HW-CI PCB workshop: Federico did a wonderful job explaining how the PCB he designed with Nicola works.

We had another short meeting about this since the hackathon and created #136 to follow up.

February 9, 2026How I Cut My Google Search Dependence in HalfTL;DR: I built Hister, a self-hosted web history search tool that indexes visited pages locally.

In just 1.5 months, I reduced my reliance on Google Search by 50%.

The Problem: Online Search Isn’t What It Used to BeLike many developers and knowledge workers, I found myself constantly reaching for Google Search throughout my workday.

The search results that once felt reliable and helpful were increasingly problematic in several ways.

AI SuggestionsGoogle has recently added AI-generated summaries at the top of many search results.

About two months ago, I found myself waiting for a 77 bus in a Boston rainshower.

So, much to my chagrin, my bus trip ended up becoming a soggy walk through to a nearby train station.

Crewing bus service in this manner simplifies operations and can reduce costs, but it also transforms terminals into simple input-output processes.

Many contemporary bus service management discussions revolve around the tradeoff between two different models of service regulation:Schedule regulation.

The T relies on control center staff and strategically located field supervisors to control bus service.

Extensions are a wonderful way for us to get improvements to the Vulkan API out to developers without waiting for a new core version.

VK_EXT_descriptor_heap is the first concrete attempt at this approach, totally replacing the existing descriptor set subsystem in Vulkan.

This extension has had meaningful input from virtually everyone in the Vulkan Working Group.

We are actively working on how to use this methodology to upgrade key parts of the Vulkan API, with strong industry buy-in.

One of our top priorities right now is to make the Vulkan API a joy to use.

Pointer () buf := unsafe.

Pointer () buf := unsafe.

Format (time.Kitchen)) }$ go build -o main && ./main 5:00PMThere you go.

The problemsPlay around with overriding functions and you’ll find that some functions can’t be overridden.

A simple example:type counter struct { A int64 } //go:noinline func (c * counter) Inc () { c.A ++ } func main () { c := & counter{} c. Inc () c. Inc () fmt.

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

The action you just performed triggered the security solution.

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

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

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

But when you enable SSH agent forwarding with an ssh -A invocation, something else happens.

The specific sequence of events represented in the diagram above and that leads to the problem is this:Connect to an SSH server with SSH agent forwarding.

Reconnect to the SSH server with SSH agent forwarding.

We can use LD_PRELOAD to hijack calls that open a socket, check if they seem to refer to an SSH agent socket, and then redirect those to any other alive SSH agent socket we can find on the machine.

This daemon then redirects all SSH agent requests to a working SSH agent socket.

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…

At first glance, this looks like something frontier model agents should be able to handle.

In parallel, we used the frontier model to author a multi-agent system using Arya, our agent orchestration stack.

LLM, Agent, MCP, Node, Ledger, Task Graph, Code Interpreter, Artefact.

Shared mutable state: Agent A writes state["revenue"] = 175000, Agent B overwrites with 185000.

Arya lets you set each node independently: deterministic here, agentic there, schema-validated everywhere.

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The Portable C Compiler projectThe Portable C Compiler (pcc) is a multi-target C compiler, supporting the C99 standard with additions from later revisions.

It is small and simple in its design, and as of today around 16 targets are available that will generate code (to some extent).

The compiler is based on the original Portable C Compiler by S. C. Johnson, written in the late 70's, even though lot of the code has been altered to support more modern standard.

However, I think in the case of a chat platform, which hosts a community, it causes more problems than it solves.

I think the better solution for a chat platform is to focus entirely on the standalone server use case.

Voice chats are a space, not an eventMost chat platforms focus on text chat and neglect the A/V experience.

The voice chat model is probably closest to what gaming VoIP platforms like Mumble were like, with different lightweight rooms.

Perhaps the play might be to extend Mumble into being a general chat platform, rather than adding voice channels to something else.

Ian Allison / CoinDesk:

Sources: crypto exchange Kraken has fired its CFO, Stephanie Lemmerman, ahead of its long-awaited IPO; Lemmerman joined Kraken from Dapper Labs in November 2024 — Kraken has moved chief financial officer Stephanie Lemmerman to a strategic advisory role, according to a person familiar with the matter.

Andy Bounds / Financial Times:

Doc: the EU is proposing a ban on crypto transactions with Russia to prevent the circumvention of sanctions through platforms like A7 and stablecoins like A7A5 — Brussels also wants to prohibit some trade with Kyrgyzstan, in first use of new powers against sanctions circumvention

Foo Yun Chee / Reuters:

Google gains unconditional EU antitrust approval for its $32B acquisition of cybersecurity company Wiz — Alphabet's (GOOGL.O) Google gained unconditional EU antitrust approval on Tuesday for its $32 billion acquisition of cybersecurity company Wiz, its biggest ever deal …

Jamie Crawley / CoinDesk:

UK's FCA adds Blockchain.com to its registry of licensed crypto companies; the company withdrew its initial application in 2022 to pivot operations to Lithuania — The London-based company elected to withdraw its application for FCA licensing in March 2022 having not won approval ahead of an impending deadline.

Mike Wheatley / SiliconANGLE:

Matia, which helps enterprises consolidate their data management operations, raised a $21M Series A led by Red Dot Capital, bringing its total funding to $31M+ — Unified data operations startup Matia Inc. wants to give enterprises a better way to manage their data pipelines at scale …

Stephen Nellis / Reuters:

Cisco launches the Silicon One G300 switch chip, made using TSMC's 3nm technology to compete with Broadcom and Nvidia in the AI infrastructure market — Cisco Systems (CSCO.O) on Tuesday launched a new chip and router designed to speed information through massive data centers that will compete …

Swati Gupta / Bloomberg:

India tightens its rules on social media content, especially for AI-generated and manipulated material, giving platforms three hours to comply with takedowns — India tightened the rules governing social media content and their platforms, especially for artificially generated and manipulated material …

Julie Bort / TechCrunch:

Entire, founded by ex-GitHub CEO Thomas Dohmke, raised a $60M seed at a $300M valuation to build open-source developer tools to better manage AI-written code — Former GitHub CEO Thomas Dohmke has raised the largest-ever seed round for a dev tool startup, according to its lead backer, Felicis.

Dina Bass / Bloomberg:

Cloud computing provider Nebius agrees to buy Tavily, which helps AI agents search for up-to-date information for tasks like coding, a source says for $275M — Cloud computing provider Nebius Group NV agreed to acquire Tavily, a maker of software that helps artificial intelligence agents search …

Nat Rubio-Licht / The Deep View:

NYC-based AI video startup Runway raised a $315M Series E led by General Atlantic, a source says at a $5.3B valuation, and says it will pre-train world models — The AI industry just got another indicator that the future lies beyond words alone. — On Tuesday, video AI firm Runway announced a $315 million Series E funding round.

Stephen Nellis / Reuters:

Cadence rolls out ChipStack, an AI agent to help chipmakers like Nvidia speed up the complex chip design process by up to 10x by building a “mental model” — Cadence Design Systems on Tuesday rolled out a virtual artificial intelligence “agent” to help firms like Nvidia speed …

Bloomberg:

How a16z became the dominant influence on Trump-era AI policy, including via Marc Andreessen building key relationships; an ex-official says it has “veto power” — Silicon Valley's richest venture capital firm emerges as a “lobbying juggernaut” for minimal AI regulation.

Ivan Mehta / TechCrunch:

YouTube rolls out an AI-powered playlist generator that lets Premium and Music Premium users on iOS and Android use text prompts to create playlists — YouTube is rolling out a new AI-powered playlist-generation feature that allows Premium users on iOS and Android to use text prompts to create playlists.

Alicia Park / Forbes:

Polymarket partners with Singapore-based Kaito AI to launch “attention markets”, letting users bet on “mindshare” and “sentiment” metrics from social media — The prediction market is partnering with an AI engine that tracks social media data to create markets about cultural relevance.

Wall Street Journal:

Sources: Mark Zuckerberg plans to buy a Miami mansion, likely to cost up to $200M, joining other tech billionaires as California proposes a 5% billionaire tax — Local real-estate agents say the newly completed mansion on Miami's Indian Creek will likely fetch between $150 million and $200 million

Rebecca Torrence / Bloomberg:

Health care navigation startup Solace, which matches patients with 2K+ advocates, raised $130M led by IVP at a $1B valuation, taking its total funding to $211M — The demand for help navigating the famously complex US health care system has propelled a startup called Solace Health …

Leo Schwartz / Fortune:

Bretton AI, formerly Greenlite, which uses GenAI to investigate suspicious transactions and verify internal risk policy compliance, raised a $75M Series B — Early in his career, Will Lawrence worked on the product team at Facebook focused on anti-money laundering.

Ian Duncan / Washington Post:

Meta, TikTok, and Snap agree to undergo independent assessments to rate how effectively they protect teen users based on 24 standards developed by experts — A system of two dozen standards was developed by mental health experts to assess how well social media platforms protect young users.

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

Playwright CLI with SKILLSPlaywright CLI vs Playwright MCPThis package provides CLI interface into Playwright.

If you'd like to see the browser, pass --headed to open :playwright-cli open https://playwright.dev --headedSessionsPlaywright CLI will use a dedicated persistent profile by default.

playwright-cli open https://playwright.dev playwright-cli -s=example open https://example.com playwright-cli listYou can run your coding agent with the PLAYWRIGHT_CLI_SESSION environment variable:PLAYWRIGHT_CLI_SESSION=todo-app claude .

: Record < string , string > ; /** * Timeout in milliseconds for connecting to CDP endpoint.

: string ; /** * Paths to TypeScript files to add as initialization scripts…

Claude Code Hooks MasteryClaude Code Hooks - Quickly master how to use Claude Code hooks to add deterministic (or non-deterministic) control over Claude Code's behavior.

Stop HookFires: When Claude Code finishes respondingPayload: stop_hook_active boolean flagEnhanced: AI-generated completion messages with TTS playback (LLM priority: OpenAI > Anthropic > Ollama > random)6.

SubagentStop HookFires: When Claude Code subagents (Task tools) finish respondingPayload: stop_hook_active boolean flagEnhanced: TTS playback - "Subagent Complete"7.

PreCompact HookFires: Before Claude Code performs a compaction operationPayload: trigger ("manual" or "auto"), custom_instructions (for manual), session info…

🧪 Cookbooks: Vectorless RAG: A minimal, hands-on example of reasoning-based RAG using PageIndex.

🧪 Quick Hands-onTry the Vectorless RAG notebook — a minimal, hands-on example of reasoning-based RAG using PageIndex.

You can generate the PageIndex tree structure with this open-source repo, or use our API⚙️ Package UsageYou can follow these steps to generate a PageIndex tree from a PDF document.

📈 Case Study: PageIndex Leads Finance QA BenchmarkMafin 2.5 is a reasoning-based RAG system for financial document analysis, powered by PageIndex.

📖 Tutorials: practical guides and strategies, including Document Search and Tree Search.

Maestro is a cross-platform desktop app for orchestrating your fleet of AI agents and projects.

FeaturesPower Features🌳 Git Worktrees - Run AI agents in parallel on isolated branches.

- Run AI agents in parallel on isolated branches.

Each task gets its own AI session for clean conversation context.

Core Features🔄 Dual-Mode Sessions - Each agent has both an AI Terminal and Command Terminal.

Agent SkillsAgent Skills are folders of instructions, scripts, and resources that AI agents can discover and use to perform at specific tasks.

Codex uses skills to help package capabilities that teams and individuals can use to complete specific tasks in a repeatable way.

To install curated or experimental skills, you can use the $skill-installer inside Codex.

Curated skills can be installed by name (defaults to skills/.curated ):$skill-installer gh-address-commentsFor experimental skills, specify the skill folder.

For example:$skill-installer install the create-plan skill from the .experimental folderOr provide the GitHub directory URL:$skill-installer install https://github.com/openai/ski…

bitnet.cpp is the official inference framework for 1-bit LLMs (e.g., BitNet b1.58).

usage: e2e_benchmark.py -m MODEL [-n N_TOKEN] [-p N_PROMPT] [-t THREADS] Setup the environment for running the inference required arguments: -m MODEL, --model MODEL Path to the model file.

-t THREADS, --threads THREADS Number of threads to use.

It is an optional argument with a default value of 128., : The number of tokens to generate during the inference.

It is an optional argument with a default value of 2., : The number of threads to use for running the inference.

Peekaboo 🫣 - Mac automation that sees the screen and does the clicks.

Peekaboo brings high-fidelity screen capture, AI analysis, and complete GUI automation to macOS.

Version 3 adds native agent flows and multi-screen automation across the CLI and MCP server.

Install deps: pnpm install then pnpm run build:cli or pnpm run test:safe .

Lint/format: pnpm run lint && pnpm run format .

The best audio processing library built on Apple's MLX framework, providing fast and efficient text-to-speech (TTS), speech-to-text (STT), and speech-to-speech (STS) on Apple Silicon.

utils import load_model # Load model model = load_model ( "mlx-community/Kokoro-82M-bf16" ) # Generate speech for result in model .

stt import load # Speech recognition model = load ( "mlx-community/Qwen3-ASR-0.6B-8bit" ) result = model .

utils import load model = load ( "mlx-community/VibeVoice-ASR-bf16" ) # Basic transcription result = model .

from_pretrained ( "mlx-community/sam-audio-large" ) batch = processor ( descriptions = [ "A person speaking" ], audios = [ "mixed_audio.wav" ], ) result = model .

submitted by /u/Jojuj [link] [comments]

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submitted by /u/Logical_Welder3467 [link] [comments]

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…

John McPheeMacmillan , 1989 • 290 pagesnatural-history history/usa geology ecologyWhile John McPhee was working on his previous book, Rising from the Plains, he happened to walk by the engineering building at the University of Wyoming, where words etched in limestone said: "Strive on--the control of Nature is won, not given."

In the morning sunlight, that central phrase--"the control of nature"--seemed to sparkle with unintended ambiguity Bilateral, symmetrical, it could with equal speed travel in opposite directionsFor some years, he had been planning a book about places in the world where people have been engaged in all-out battles with nature, about (in the words of the book itself) "any…

So if we're not thinking and they're not thinking that means nobody is thinking.

We don't write good enough code as humans to deserve something that writes the same stuff faster.

I'm not anti-progress, I'm anti-hypeI think it’s important to highlight at this stage that I am not, in fact, “anti-LLM”.

My worry is more around people thinking they can “vibe code” their way to production-ready software, or hand off the actual thinking behind the coding.

Stop generating, start understanding, and remember what we enjoyed about doing this in the first place.

As an example, he noted how few of us (less than 20 percent) know how our telephone works.

Did I know how my telephone works?

I squirmed in my seat, doodled some, then asked myself, What does it mean to know how a telephone works?

Yes, it represents a significant shift in how we build software, it moves us further away from how the underlying stuff actually works, but the benefits exceed the risks.

Yes, they have mental models of how the system below them works, but those mental models are incorrect in fundamental ways.

March 2025My few most productive individual weeks at Anthropic have all been “crisis project management:” coordinating major, time-sensitive implementation or debugging efforts.

Although a lot of the examples here come from crisis projects, most of the principles here are also the way I try to run any project, just more-so.

For most big projects I’ve maintained a living doc with a ranked list of all my biggest open questions about the project.

A short list of relevant links at the top (work trackers, the project’s Slack channel, major design docs, etc.).

Stack rank your work list.

For some, Moltbook showed us what’s coming next: an internet where millions of autonomous agents interact online with little or no human oversight.

But as the hype dies down, Moltbook looks less like a window onto the future and more like a mirror held up to our own obsessions with AI today.

For a start, agents on Moltbook are not as autonomous or intelligent as they might seem.

“As such, I would characterize the majority of Moltbook content as hallucinations by design.”For Pandey, the value of Moltbook was that it revealed what’s missing.

“If distributed superintelligence is the equivalent of achieving human flight, then Moltbook represents our first attempt at a glider,” he says.

GitHub Agentic Workflows deliver this: repository automation, running the coding agents you know and love, in GitHub Actions, with strong guardrails and security-first design principles.

GitHub Agentic Workflows are designed to augment your existing, deterministic CI/CD with Continuous AI capabilitiesDeveloped by GitHub Next and Microsoft Research with guardrails in mind, agentic workflows run with minimal permissions by default, with explicit allowlisting for write operations and sandboxed execution to help keep your repository safe.

Note GitHub Agentic Workflows is in early development and may change significantly.

Using agentic workflows requires careful attention to security considerati…

Right now, many companies are worried about how to get more employees to use AI.

After all, the promise of AI reducing the burden of some work—drafting routine documents, summarizing information, and debugging code—and allowing workers more time for high-value tasks is tantalizing.

I think roads lie at the heart of every city builder.

In mathy terms: The offset of a Bezier curve is not a Bezier curve.

Real roads are engineered with the constraints of real motion in mind.

Scrapping Bezier curves for Circle Arcs also yields a nice, unexpected bonus.

To procedurally build intersections, the engine has to perform many curve-curve intersection operations multiple times per frame.

Because blue photons hit our eyeballs from every angle of the sky, the whole sky appears blue.

You’ll hear both “blue light scatters more” (the subject is the light) and “atmospheric molecules scatter blue light more” (the subject is the molecule).

If white light is all visible colors of light mixed together equally, light blue is all visible colors mixed together – but biased towards blue.

– would preferentially scatter blue, yielding a blue sky at day.

Because red light deflects MORE and blue light LESS when scattering off dust particles, the area directly around the sun will be blue – even though more blue is absorbed en route.

Offpunk 3.0 "A Community is Born" Releaseby Ploum on 2026-02-09For the last four years, I’ve been developing Offpunk, a command-line Web, Gemini, and Gopher browser that allows you to work offline.

Something wonderful happened on the road leading to 3.0: Offpunk became a true cooperative effort.

Offpunk 3.0 is probably the first release that contains code I didn’t review line-by-line.

It makes me feel like there’s an emerging Offpunk community where everybody can contribute at their own pace.

But the new "cookies" command allows you to import a cookie txt file to be used with a given http domain.

I build AI agent infrastructure for a living.

They treat AI output like a first draft from a smart but unreliable intern.

Working at Ona helped me see this clearly - when you're building AI agent infrastructure for enterprise customers, you see the human cost of unsustainable AI workflows at scale.

The real skillHere's what I think the real skill of the AI era is.

I write about AI agent infrastructure, security, context engineering, and the human side of building with AI.

Thanks for coming to the Hack Days 🫶We had blast:300 people15+ countriesStudents, Researchers, Public Agents, Seasonned developpers and designersBig congrats to the winners :Full list of projects available here.

🇪🇺 The Sovereign WorkspaceLa Suite numérique (La Suite for short) is a full blown open-source digital workspace for online collaboration and teamwork.

ℹ️ About La SuiteLa Suite is built by French government agencies DINUM and ANCT.

It is also the product of a close european collaboration with the Netherlands and German state.

✉️ Get in touchSend us an email: [email protected] say hello on Matrix🔗 Learn moreVisit our website

Designing a fast and future-proof network for my home

Changelog News!

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

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

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Changelog News!

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

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

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

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

Squarespace – A website makes it real!

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

Changelog News!

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

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

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

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

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

And so that today is my TrueNAS box.

I kind of want my TrueNAS box to do everything.

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

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

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

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

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

Changelog News!

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

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

(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.

Every so often, I have to check and make sure that I have plenty of storage space on my Pixel 9 Pro.

On Android, there's something you can disable that will free up to 10GB of space.

Navigate to AICore Locate and tap AICore from the list.

Disable AICore On the AICore page, tap Disable.

Once you disable AICore, the Pixel Screenshots feature no longer works.

Also: I've tested hundreds of Linux distros - these five are the easiest to installDebian is also one of the oldest Linux distributions on the market and is often considered the most stable operating system available.

Raspberry Pi OSThe Raspberry Pi is an important ecosystem because it's ideal for DIY developers wanting to create special apps and tools for specific purposes.

This is the official distribution, created by the Raspberry Pi manufacturer, built specifically for Raspberry Pi devices, and used for over 90 percent of Raspberry Pi projects.

One thing to keep in mind is that there is Rocky Linux from CIQ, which is a commercially backed enterprise Linux distribution backed by CIQ, and…

Vega Security raised $120 million Series B, bringing its valuation to $700 million, in a round led by Accel. The company aims to rethink how enterprises detect cybersecurity threats.

Learn more about Netflix's acquisition of Warner Bros., considered the most historic megadeal in Hollywood, as it continues to develop.

Users will be able to more easily request the removal of results that include private information or non-consensual explicit imagery.

EPA administrator Lee Zeldin is reportedly expected to repeal the 2009 "endangerment finding" that underpins U.S. climate regulatory efforts.

YouTubers are no longer just creators, and in some cases, their side businesses are growing faster than their channels.

Hauler Hero has seen its customer base, revenue, and head count double since the company raised its seed round in 2024.

India’s new rules take effect February 20, tightening deepfake oversight and shrinking takedown windows to as little as two hours.

Thomas Dohmke's new startup offers an AI system to allow developers to better manage all the code AI agents produce.

Spotify credited a successful Wrapped campaign and new features in its free tier for its rapid user growth

Primary Ventures has closed a $625 million fund focused on seed investing nationwide. It's a sizeable accomplishment for a seed-stage VC firm.

Startup Runway has raised a $315 million round at a $5.3 billion valuation, funds it will use to expand beyond AI video generation and into world models.

The software and technology sectors pose one of the all-time great concentration risks to the speculative-grade credit market, according to Deutsche Bank AG analysts. Bloomberg: They comprise $597 billion and $681 billion of the speculative-grade credit universe, or about 14% and 16% respectively, analysts led by Steve Caprio wrote in a Monday note. Speculative debt spans high-yield debt, leveraged loans and US private credit. That's "a meaningful chunk of debt outstanding that risks souring broader sentiment, if software defaults increase," the analysts wrote, with "a potential impact that would rival that of the Energy sector in 2016." Unlike in 2016, pressures would likely first emerge i…

If you think your daily doses of espresso or Earl Grey sharpen your mind, you just might be right, new science suggests. The New York Times: A large new study provides evidence of cognitive benefits from coffee and tea -- if it's caffeinated and consumed in moderation: two to three cups of coffee or one to two cups of tea daily. People who drank that amount for decades had lower chances of developing dementia than people who drank little or no caffeine, the researchers reported. They followed 131,821 participants for up to 43 years. "This is a very large, rigorous study conducted long term among men and women that shows that drinking two or three cups of coffee per day is associated with re…

Deepfake fraud has gone "industrial," an analysis published by AI experts has said. From a report: Tools to create tailored, even personalised, scams -- leveraging, for example, deepfake videos of Swedish journalists or the president of Cyprus -- are no longer niche, but inexpensive and easy to deploy at scale, said the analysis from the AI Incident Database. It catalogued more than a dozen recent examples of "impersonation for profit," including a deepfake video of Western Australia's premier, Robert Cook, hawking an investment scheme, and deepfake doctors promoting skin creams. These examples are part of a trend in which scammers are using widely available AI tools to perpetuate increasin…

An anonymous reader shares a report: It turns out that when fewer cars spew exhaust as they drive along, air quality improves. That's the conclusion of a new study published in The Lancet Planetary Health that looked at the effect of increased numbers of both EVs and plug-in hybrids on air pollution in California. The Golden State has by far the largest number of plug-in vehicles in the United States, and they've now reached significant numbers to have a positive impact on air quality. Between 2019 and 2023, for every 200 EVs or plug-in hybrids added, nitrogen dioxide (NO2) levels dropped 1.1%, according to the study, which used satellite data to track those levels through the unique way NO…

A new NBER working paper from researchers at the Federal Reserve, Northwestern's Kellogg School and Johns Hopkins finds that Kalshi -- the largest federally regulated prediction market in the U.S., overseen by the CFTC -- produces macroeconomic forecasts that match or beat those of professional forecasters and traditional financial instruments like fed funds futures. The study compared Kalshi-implied forecasts for the federal funds rate, CPI inflation and unemployment against the New York Fed's Survey of Market Expectations and Bloomberg consensus. Kalshi's modal forecast correctly predicted the federal funds rate on the day before every FOMC meeting since 2022, something neither the survey…

An anonymous reader writes: Linus Torvalds has confirmed the next major kernel series as Linux 7.0, reports Linux news website 9to5Linux.com: "So there you have it, the Linux 6.x era has ended with today's Linux 6.19 kernel release, and a new one will begin with Linux 7.0, which is expected in mid-April 2026. The merge window for Linux 7.0 will open tomorrow, February 9th, and the first Release Candidate (RC) milestone is expected on February 22nd, 2026." Read more of this story at Slashdot.

OpenAI has started testing ads inside ChatGPT for logged-in adult users on the Free and Go subscription tiers in the United States, the company said. The Plus, Pro, Business, Enterprise and Education tiers remain ad-free. Ads are matched to users based on conversation topics, past chats, and prior ad interactions, and appear clearly labeled as "sponsored" and visually separated from ChatGPT's organic responses. OpenAI says the ads do not influence ChatGPT's answers, and advertisers receive only aggregate performance data like view and click counts rather than access to individual conversations. Users under 18 do not see ads, and ads are excluded from sensitive topics such as health, mental …

Anthropic researcher Nicholas Carlini set 16 instances of Claude Opus 4.6 loose on a shared codebase over two weeks to build a C compiler from scratch, and the AI agents produced a 100,000-line Rust-based compiler capable of building a bootable Linux 6.9 kernel on x86, ARM and RISC-V architectures. The project ran through nearly 2,000 Claude Code sessions and cost about $20,000 in API fees. Each instance operated inside its own Docker container, independently claiming tasks via lock files and pushing completed code to a shared Git repository. No orchestration agent directed traffic. The compiler achieved a 99% pass rate on the GCC torture test suite and can compile major open source project…

The romance genre -- long the publishing industry's earliest adopter of technological shifts, from e-books to self-publishing to serial releases -- has become the front line for AI-generated fiction, and the results as you can imagine are messy. Coral Hart, a Cape Town-based novelist previously published by Harlequin and Mills & Boon, produced more than 200 AI-assisted romance novels last year and self-published them on Amazon, where they collectively sold around 50,000 copies. She found Anthropic's Claude delivered the most elegant prose but was terrible at sexy banter; other programs like Grok and NovelAI wrote graphic scenes that felt rushed and mechanical. Chatbots struggled broadly to …

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…

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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.

Dublin’s Aerska, a BioTech company using brain shuttle technology to develop RNA medicines for CNS diseases, today announced the close of a €32 million ($39 million) Series A financing to improve delivery of RNAi interference (RNAi) therapeutics across the blood-brain barrier for treating neurological diseases. The round was led by EQT Dementia Fund and age1, […]

The post Irish BioTech startup Aerska raises €32 million to “enable our loved ones to live longer” appeared first on EU-Startups.

We are pleased to announce that Clare Jones, CEO of Polarsteps, will join the speaker line-up at the EU-Startups Summit 2026 on May 7-8 in sunny Malta. Polarsteps is a rapidly growing company building a tool for explorers to plan, track, and relive their adventures. The platform has reached more than 18 million users through […]

The post Polarsteps CEO Clare Jones joins the EU-Startups Summit 2026 on May 7-8 in Malta appeared first on EU-Startups.

German utility and tech company metiundo has secured €40 million to scale the rollout of smart metering systems and expand its software platform – all with the aim of boosting the energy transition in the building sector. The funding round came from funds managed by renewable energy and green infrastructure investor Octopus Energy Generation. Dennis […]

The post Digitising energy and water data for the energy transition underpins €40 million raise by Berlin’s metiundo appeared first on EU-Startups.

tem, a London-based AI-native energy transactions scale-up, today announced that it has raised €62.9 million ($75 million) in an oversubscribed Series B round to accelerate UK and global rollout of its AI-native infrastructure, as it seeks to become the “Stripe of energy”. The round was led by Lightspeed Venture Partners, with strategic follow-on participation from […]

The post London-based energy transactions scale-up tem raises €62.9 million to become the “Stripe of energy” appeared first on EU-Startups.

Following our series of country articles, today we turn our attention to Portugal, a nation that has steadily built a reputation as one of Southern Europe’s most attractive environments for innovation and entrepreneurship. Known for its high quality of life, strong digital infrastructure, and growing international talent base, the country combines lifestyle appeal with increasing economic […]

The post Inside Portugal’s next startup wave: 10 of the most promising startups to keep an eye on appeared first on EU-Startups.

Naboo, a Paris-based EventTech startup, today announced that it has completed a new €58.7 million ($70 million) Series B round to expand its AI procurement platform beyond events to cover the “tail spend” (Class C spending) of companies. The round was led by Lightspeed Venture Partners, with participation from the company’s existing investors Notion Capital, […]

The post Paris-based EventTech startup Naboo nabs €58.7 million Series B, a year after €20M Series A appeared first on EU-Startups.

We are pleased to announce that Kaspar Korjus, Co-founder and CEO of Pactum, will join the speaker line-up at the EU-Startups Summit 2026 on May 7-8 in sunny Malta for a fireside chat. Pactum is a leading Agentic AI platform that enables enterprises to run thousands of commercial negotiations simultaneously, creating value and optimising agreements […]

The post Kaspar Korjus, Co-founder and CEO of Pactum joins the EU-Startups Summit 2026 on May 7-8 in Malta appeared first on EU-Startups.

Waste to Energy Advanced Solutions (WtEnergy), a Barcelona-based company specialising in the energy recovery of waste and biomass through gasification technologies, has closed a €10 million financing round to support the execution of its project pipeline, plant standardisation, organisational strengthening, development of new syngas applications, and European expansion. The round led by SC Net Zero […]

The post Exclusive: Barcelona’s WtEnergy raises €10 million to drive energy recovery of industrial waste and biomass appeared first on EU-Startups.

Dcycle, a UK and Madrid-based sustainability data management platform, today announced the acquisition of ESG-X, a Munich-based software company specialising in AI-powered sustainability reporting solutions, to expand its presence in the DACH region. The acquisition merges Dcycle’s infrastructure for managing non-financial data with ESG-X’s AI technology for double materiality assessments and corporate sustainability compliance. As […]

The post UK- and Spain-based sustainability data platform Dcycle acquires Germany’s ESG-X to accelerate DACH expansion appeared first on EU-Startups.

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The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Feb. 02-06) appeared first on EU-Startups.

Italy is often associated with its rich cultural heritage, strong industrial foundations, and globally recognised design and manufacturing sectors. From Milan’s role as a financial and business centre to the country’s deep-rooted expertise in engineering, construction, and logistics, Italy has long combined tradition with technical know-how. In recent years, this foundation has increasingly been paired […]

The post From Milan to Liguria: 10 of the most promising Italian startups shaping the next tech cycle appeared first on EU-Startups.

A Hungarian robotics hardware startup says it has raised the "highest-ever" pre-seed funding round in the country’s history. Allonic has raised $7.2m in pre-seed funding, in a round led by Visionari...

Dublin-based MARC, an AI company focused onreal estate asset management, has raised a $1 million pre-seed round from 23angel investors, with no venture capital participation. Backers include JackPiers...

UK tech startups are being urged to take bold risks, by the UK’s AI minister, saying the government will back them, as a UK chip startup pledges to invest £100m in its business. The call comes as th...

Gothenburg-based Vesiro, a spinout from ChalmersUniversity, has raised €1.6 million in a seed funding round. The round wasbacked by Chalmers Ventures, Industrifonden, Länsförsäkringar Göteborg &Bo...

London-based xWatts, anintelligent energy management platform focused on decarbonising complex realestate assets, has closed a £1.6 million seed funding round. The investment wasled by Cambridge Enter...

Naboo, a Paris-based event-tech company,has closed a $70 million Series B funding round led by Lightspeed Venture Partners, with participation from existing investors Notion Capital, ISAI, andTernel. ...

Uber is acquiring the domestic delivery business of Turkish speedy grocery company Getir from its controlling shareholder, as it looks to beef up its presence in the country. The US ride-hail and de...

Music education hasn’t changed much in generations. Children still attend weekly lessons, practise inconsistently at home, and teachers rely largely on instinct rather than measurable data. But now a ...

The Tech.eu Summit London 2026 is set to take place on 21-22 April at the Queen Elizabeth II Centre, bringing together leaders from the global startup and investment ecosystem. Over two days, the even...

Last week, we tracked more than 70 tech funding deals worth over €1.4 billion, and 5 exits, M&A transactions, rumours, and related news stories across Europe.Haberin devamını okumak için tıklayınız....

Dcycle, a sustainability data management platform, has acquired ESG-X,a software company specialising in AI-enabled sustainability reporting. Theacquisition supports Dcycle’s European expansion and re...

This week, we tracked more than 70 tech funding deals worth over €1.4 billion and 5 exits, M&A transactions, rumours, and related news stories across Europe. Alongside the week’s top funding round...

Finnish sustainable technology company Capalo AI hascompleted an €11 million Series A funding round to support the expansion of itsAI-powered virtual power plant across Europe and to scale the optimis...

In 2025, the UK led European tech investment by a wide margin, raising €21.5 billion across 830 deals and topping investment volumes in every quarter of the year. Funding was driven by a small n...

Croatian-founded Daytona has raised a $24M Series A to buildinfrastructure designed for large-scale agent workloads. The round was led byFirstMark Capital, with Matt Turck joining the board. Additiona...

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 […]