"I'm from a tiny village in south Germany", he says.

"The farmers there, they get up at five every day and work more than 12 hours per day, seven days a week.

And they don't take any holidays, or maybe just two to three days when they can get someone to take care of their cows.

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…

Writing on software, systems, and hard-won lessons.

Writing on developer experience, systems thinking, and the mistakes behind both - covering AI workflows, continuous improvement, and the mental models that drive better decisions.

Cistercian Numeral FontOn this page, numbers are automatically rendered as medieval Cistercian numerals using a custom font (learn more).

Try copy-pasting the symbols or Ctrl/Cmd-F the numbers below!

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The (partial) SolutionI reverse engineered the PROM firmware and wrote a program to decompile it into modifiable assembly ( .S ) files.

First stepsA mailing list post in 2004 about the topic dissuaded others from reverse engineering the IP32 PROM due to the difficulty.

0: 10000011 b 0x48 4: 00000000 nop 8: 53484452 # "SHDR" c: 00004000 # unknown data 10: 07030100 # unknown data 14: 736c6f61 # unknown data 18: 64657200 # unknown data 1c: 00000000 # unknown data 20: 00000000 # unknown data 24: 00000000 # unknown data 28: 00000000 # unknown data 2c: 00000000 # unknown data 30: 00000000 # unknown data 34: 312e3000 # unknown data 38: 00000000 # unknown data 3c: 8cb4693c # unknown data 40: 000000…

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.

Comments

EverythingLocate files and folders by name instantly.

Small installation fileClean and simple user interfaceQuick filename indexingQuick searchingMinimal resource usageReal-time updatingMore...Download Everything 1.4.1.1032ChangesWhat's NewOlder VersionsLicenseSHA256Supported LanguagesIn DevelopmentHelp

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

You could know freeplace roads and merge them into intersections at any angle, build flyovers at different elevations to construct crazy, yet unrealistic, interchanges.

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.

Vladyslav has discovered these in forged Apple-like sites linked from docs.google.com and business.google.com, as well as in articles posted on Medium.

That took me to Clear Mareks’ stories in medium.com, where there’s the familiar ploy to get us to paste a malicious command into Terminal.

This downloaded and ran an AMOS stealer, which unusually didn’t seem too bothered about being run in a locked-down virtual machine.

In addition to seeking access to the Documents folder, the malware asked for access to Notes.

curl isn’t intended to allow malware to arrive without being put into quarantine.

Whoa there!

You have triggered an abuse detection mechanism.

Please wait a few minutes before you try again;in some cases this may take up to an hour.

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The 'Little red dots' observed by Webb were direct-collapse black holesImages of the "Little Red Dots" (LRDs) observed by the James Webb Space Telescope data from multiple surveys.

This led to the theory that they might be quasars, the bright central regions of galaxies powered by supermassive black holes (SMBHs).

The paper detailing their findings, "The Little Red Dots Are Direct Collapse Black Holes," is being reviewed for publication in the journal Nature.

Over time, these black holes would then merge with other black holes (via galactic mergers and other mechanisms) to form massive black holes (MBHs).

One of JWST's primary scientific goals is to identify the first black holes and uncove…

Comments

What are you working on?

Any new ideas that you're thinking about?

Tech independence is not depending on any particular company or software.

That’s tech independence — never dependent on any particular provider or software.

For real tech independence, start by typing your HTML files yourself.

Type 📋 doas su Type 📋 syspatch Type 📋 fw_update Type 📋 pkg_add -u Type 📋 sysupgrade Type exit; exit to log out.

Type 📋 doas su Type 📋 domain= yourdomain.name Type 📋 acme-client -v $domain Type 📋 rcctl restart relayd That should fix it.

Roundcube's HTML sanitizer doesn't treat SVG feImage href as an image source.

Attackers can bypass remote image blocking to track email opens.

TL;DR: Roundcube’s rcube_washtml sanitizer blocked external resources on , , and , but not on .

The “Block remote images” setting doesn’t block this remote image.

The fix ( 26d7677 ) collapses the two separate use / image checks into a single regex that includes feimage :rcube_washtml.php|| ( $attr == 'href' && preg_match ( '/^(feimage|image|use)$/i' , $tag )); // SVGNow hits is_image_attribute() first, gets routed through wash_uri() , and the remote URL is blocked.

As we discussed on the Yi Tay 2 episode, there are 3 kinds of World Models conversations today: The first and most common are 3D video world models like Fei Fei Li’s Marble and General Intuition’s upcoming model, Google’s Genie 3 and Waymo’s World Model, 2) the Meta school of thought comprising JEPA, V-JEPA, EchoJEPA and Code World Models pursuing Platonic representation by learning projections on a common latent space.

The market is literally other agents modeling you back.

You don’t know your opponent’s cards, they don’t know yours.

And if you don’t know what to look for, you’ll never know it’s missing.

Editor: Ankit Maloo blogs at https://ankitmaloo.com/ and is working on applied RL for …

Come C23, _Bool is renamed to bool , and all three of bool , true and false are now proper keywords.

Modify the code by changing the #ifdef , so the compiler uses the built-in bool type when in C23 mode.

- -typedef bool boolean; +typedef int boolean; #elseThe added #include made perfect sense – with C99, is guaranteed to exist and it should provide definitions for bool , true and false .

Chocolate Doom doesn't even start if we keep #typedef bool boolean .

Including adds the #define bool _Bool macro, so keeping typedef bool boolean means you're using the C99 _Bool type.

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# Run "build" and "test" concurrently from the current package.json bun run --parallel build test # Run "build" and "test" sequentially with prefixed output bun run --sequential build test # Glob-matched script names bun run --parallel " build:* " # Run "build" in all workspace packages concurrently bun run --parallel --filter ' * ' build # Run "build" in all workspace packages sequentially bun run --sequential --workspaces build # Multiple scripts across all packages bun run --parallel --filter ' * ' build lint test # Continue running even if one package fails bun run --parallel --no-exit-on-error --filter ' * ' test # Skip packages missing the script bun run --parallel --workspaces --if-p…

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We moved to Intergraph hardware running Windows NT right after shipping Quake.

- John Carmack [1]The next versions of Quake, winquake.exe , glquake.exe , and QuakeWorld ( qwcl.exe and qwsv.exe ) were all developed and compiled on Windows NT with Visual C++ 4.X.

I tested these steps both on the Quake PC and in Virtualbox, running either Windows 98SE or Windows NT 4.0.

Installing Windows NT 4Installing Windows NT 4 is pretty easy since the CD is bootable.

Installing Visual C++ 6The Win32 version of Quake were coded on Visual C++ 4.X since it was the most recent version of Microsoft IDE available in mid-96.

UnderhillA Mars colony game about surviving and building on the Red Planet.

Inspired by Kim Stanley Robinson's Mars Trilogy.

Created by Aria AlamalhodaeiBack to Colony

Set the model to a "free" model, included in Copilot e.g.

Create an agent, and set it's model to a premium model, e.g.

The free model will create a subagent (which is also free) The free subagent will launch with an 'agent' profile, this profile has the model set to a premium model The premium model will be used for the subagent - but premium requests will be consumed.

--- USER_REQUEST_START ---Example Agent File.github/agents/opus.agent.md--- name : opus-agent description : An AI agent that assists a user with a task or query.

Use a premium model e.g.

Background & aims: Early-onset dementia (EOD, defined as diagnosis < age 65) imposes a high socio-economic burden.

We examined the associations between omega-3 blood levels (which objectively reflect dietary intake) and incident EOD by leveraging data from the UK Biobank cohort.

We modeled the relationships between the three omega-3 exposures (total omega-3, DHA, and non-DHA omega-3) and incident EOD with quintiles (Q) and continuous linear relationships.

A statistically significant inverse association was also observed for total omega-3 as a continuous variable.

A statistically significant lower risk was observed in Q3, Q4 and Q5 of non-DHA omega-3.

So, let's move to an explicit trust model where trusted individuals can vouch for others, and those vouched individuals can then contribute.

manage-by-discussion discussion_comment Let collaborators vouch, denounce, or unvouch users via discussion comments.

Updates the vouched file and commits the change.

Updates the vouched file and commits the change.

Outputs status: vouched , denounced , or unchanged .

The (partial) SolutionI reverse engineered the PROM firmware and wrote a program to decompile it into modifiable assembly ( .S ) files.

First stepsA mailing list post in 2004 about the topic dissuaded others from reverse engineering the IP32 PROM due to the difficulty.

0: 10000011 b 0x48 4: 00000000 nop 8: 53484452 # "SHDR" c: 00004000 # unknown data 10: 07030100 # unknown data 14: 736c6f61 # unknown data 18: 64657200 # unknown data 1c: 00000000 # unknown data 20: 00000000 # unknown data 24: 00000000 # unknown data 28: 00000000 # unknown data 2c: 00000000 # unknown data 30: 00000000 # unknown data 34: 312e3000 # unknown data 38: 00000000 # unknown data 3c: 8cb4693c # unknown data 40: 000000…

Comments

But don’t get distracted by that; I didn’t know at the time.

But don’t get distracted by all this; the software was intended to kill people.

But don’t get distracted; that performance increase made it faster to kill people.

“I don’t know, probably some soldiers in the Middle East.” “Why?” I repeat.

But don’t get distracted by having to think through it.

The act of writing code, despite being slower, was a way for me to wrestle with the problem space, a way for me to find out that my initial ideas didn’t work, a way for thinking.

If you’re thinking without writing, you only think you’re thinking.

For me, it is much harder to verify the correctness of code I didn’t write compared to code I wrote.

The process of writing code helps internalize the context and is easier for my brain to think deeply about it.

By design, vibe coding has an addictive nature to it, you write some instructions, and code that looks correct is generated.

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.

Comments

 I’ve been playing with security configurations this month, trying to optimize what I already had.

While working with Linked Data and Wikidata, I had the idea to block all unidentified bots.

I made exceptions for RSS files and any public files meant to be scanned by bots, like opml and robots.txt .

StrategyBuilding on the previous post, my new strategy adds the following:Moving blocking rules to Apache directivesThese rules mainly block any unidentified bot.

Results so farIt’s only been a week, but I’m already seeing a huge difference compared to previous months.

Constraint propagation for funI’ve been playing the very good Squeakross this weekend.

Because the hints only tell you how many consecutive blocks are in a row/column, they don’t tell you where they are.

Step 2, constraint propagationI calculate the hints (the numbers on the side, like 2 .

If index 3 is filled in every single valid permutation for row 0, then (0,3) must be filled.

If index 3 is filled in every single valid permutation for row 0, then be filled.

To use the Mastodon web application, please enable JavaScript.

Alternatively, try one of the native apps for Mastodon for your platform.

Mark Bergen / Bloomberg:

An interview with Jeannette zu Fürstenberg, who was promoted to president of General Catalyst in January, about investing in European tech and defense startups — Jeannette zu Fürstenberg invests in the continent's most geopolitically important startups—and throws legendary soirees in her family's castle.

Lauren Feiner / The Verge:

As Section 230 turns 30, a look at how upcoming court cases involving Meta, Alphabet, and others in the US could reshape the bounds of Section 230's protections — Thirty years ago today, Section 230 of the Communications Decency Act, a bill credited with creating the groundwork for the modern internet …

Will Douglas Heaven / MIT Technology Review:

Moltbook was peak AI theater, less of a glimpse at the future and more of a mirror simply reflecting society's current obsession with AI — For a few days this week the hottest new hangout on the internet was a vibe-coded Reddit clone called Moltbook, which billed itself as a social network for bots.

Alexandra Alter / New York Times:

How AI is impacting the romance novel industry, with authors failing to disclose AI use and using pen names more, bogging down the publishing ecosystem — The romance industry, always at the vanguard of technological change, is rapidly adapting to A.I. Not everyone is on board.

Yang Jie / Wall Street Journal:

T-glass, a type of ultrathin glass sheet used in advanced chips, is in short supply and largely comes from Nittobo, which is not adding capacity for months — A type of ultrathin glass sheet, used in advanced chips, is in short supply and prices are up sharply

Siddhant Khare:

A software engineer explains AI fatigue, compounded by a FOMO treadmill of using labs' latest tools, thinking atrophy, and more, alongside boosted productivity — You're using AI to be more productive. So why are you more exhausted than ever? The paradox every engineer needs to confront.

The Hacker News:

OpenClaw partners with VirusTotal and says that all skills published to ClawHub are now scanned using VirusTotal's threat intelligence — Artificial Intelligence / Vulnerability — OpenClaw (formerly Moltbot and Clawdbot) has announced that it's partnering with Google-owned VirusTotal …

Bloomberg:

Sources: Block is notifying hundreds of staff their jobs may be eliminated during annual performance reviews; up to 10% of the workforce is at risk of being cut — Jack Dorsey's Block Inc. has been notifying hundreds of employees that their jobs may be eliminated during annual performance reviews …

Siobhan Roberts / New York Times:

Q&A with mathematicians behind the “First Proof” experiment, which tests AI's mathematical competence on questions drawn from the authors' unpublished research — Large language models struggle to solve research-level math questions. It takes a human to measure just how poorly they perform.

Mark Gurman / Bloomberg:

Sources: iPhone 17e with MagSafe is coming soon; iOS 26.4 beta with updated Siri slated for the week of Feb. 23, M5 MacBook Pros as early as the week of Mar. 2 — Apple is going to begin a 2026 product blitz with the iPhone 17e, updated iPads and fresh Macs.

George Hammond / Financial Times:

How Anthropic's bet on enterprise users is paying off; sources: Anthropic has guided investors that annualized revenue will exceed $30B by the end of 2026 — Start-up's bet on enterprise users is paying off as coding tools fuel revenue and investor frenzy — Anthropic achieved a breakout moment …

Wall Street Journal:

Analysis: World Liberty Financial has earned the Trump family at least $1.2B in cash since its launch, while the Witkoff family has earned at least $200M — Sons of top Trump administration officials made billions for their families, but their investors didn't always fare so well

Financial Times:

European countries are moving toward social media bans for children, even as doubts persist over implementation and the risk of a new battle with US tech groups — Move follows Australia's decision to introduce age restrictions over child safety concerns — Leila Abboud in Paris, Barbara Moens in Brussels and Nic Fildes in Sydney

Martin Peers / The Information:

This year's projected capex ramp-up will all but wipe out free cash flow for Amazon, Google, and Meta, potentially forcing stock buyback cuts or more borrowing — Big tech's dramatic ramp-up in projected capital expenditures this year will all but wipe out free cash flow for Amazon, Google and Meta Platforms.

Financial Times:

Analysts say a design refresh for the iPhone 17 lineup has reinforced Apple's status-symbol appeal in China, with the “cosmic orange” Pro model going viral — Vivid redesign and social media buzz lure Chinese buyers back after a prolonged slump

Nilesh Christopher / Los Angeles Times:

A profile of Ali Ansari, the 25-year-old co-founder of micro1, which recruits human experts to train AI systems; micro1 was last valued at $500M in Sept. 2025 — - 8 min Click here to listen to this article — The man set to become one of the world's youngest artificial intelligence billionaires started …

Simon Willison / Simon Willison's Weblog:

Anthropic rolls out a fast mode for Claude Opus 4.6 in research preview, saying it offers the same model quality 2.5 times faster but costs six times more — Opus is usually $5/million input and $25/million output. The new fast mode is $30/million input and $150/million output!

Jagmeet Singh / TechCrunch:

India's updated startup framework doubles deep-tech startup eligibility to 20 years and triples the revenue cap for tax, grant, and regulatory benefits to ~$33M — Deep tech startups in sectors such as space, semiconductors, and biotech take far longer to mature than conventional ventures.

Naga Avan-Nomayo / The Block:

Chinese regulators reiterate the mainland crypto ban and expand enforcement to cover real-world asset tokenization and offshore yuan-pegged stablecoin issuance — Quick Take — Beijing authorities have explicitly widened the net to target real-world asset tokenization …

Rohit Singh / MediaNama:

X unveils a new pay-per-use pricing model for its API, replacing the earlier pricing model that required developers to pay fixed monthly fees of $200 or $5,000 — X has launched a new pay-per-use pricing model for its developer application programming interface (API), replacing …

Anna Tong / Forbes:

Sources: Mercor rival micro1 has told investors it is now generating $200M in recurring revenue; Mercor is offering micro1 employees signing bonuses up to $2M — Employees at micro1, a human data company, have been offered cash bonuses between $500,000 and $2 million, to join rival Mercor.

Christopher Mims / Wall Street Journal:

A look at Corning's booming fiber-optic business, boosted by data center demand and a $6B Meta deal, as Nvidia explores Corning's co-packaged optics for servers — Everyone told the company to sell its unprofitable fiber-optic business. Now that division is powering its stock to all-time highs.

Steve Yegge:

After talking with ~40 people at Anthropic, a look at its “Yes, and...” culture where every idea is welcomed and judged based on vibes, like a hive mind — As you've probably noticed, something is happening over at Anthropic. They are a spaceship that is beginning to take off.

Financial Times:

DOJ-released emails: Jeffrey Epstein helped Ian Osborne, founder of London-based fund Hedosophia, after Osborne's outreach to help Epstein fix his image in 2011 — Convicted sex offender helped establish tech fund Hedosophia after Osborne offered to help clean up Epstein's image

David Yaffe-Bellany / New York Times:

Trump-linked World Liberty Financial's stablecoin, USD1, hit $5B in total circulation in January with 85% held in Binance accounts; Trump pardoned CZ in October — Ties between the exchange and the president's company, World Liberty Financial, have only strengthened since the president pardoned Binance's founder, Changpeng Zhao.

Bloomberg:

Tether froze $544M in alleged illicit income at Turkey's request, part of its push to aid governments in crackdowns against crypto use in alleged crimes — On Jan. 30, Turkish authorities announced the freezing of more than half a billion dollars in assets owned by Veysel Sahin …

Rani Molla / Sherwood News:

Apple, whose capital expenditure is just a fraction of its peers, is the only Big Tech company that saw capex decline YoY in Q4, decreasing 19% to $2.37B — One of these companies is not like the others. — If you've been following the Big Tech companies' earnings reports …

Oliver Roeder / Financial Times:

An interview with Kalshi CEO Tarek Mansour about the “wisdom of the crowd”, political polarization, having Trump Jr. as an adviser, casino comparisons, and more — The co-founder of America's biggest predictions market on the ‘wisdom of the crowd’, political polarisation — and the company's adviser, Donald Trump Jr

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 .

The AI Agent That Neovim DeservesThis is an example repo where i want to test what i think the ideal AI workflow is for people who dont have "skill issues."

This is for more debugging purposes local cwd = vim .

basename ( cwd ) _99 .

fill_in_function () end ) end , },CompletionWhen prompting, if you have cmp installed as your autocomplete you can use an autocomplete for rule inclusion in your prompt.

prev_request_logs () ... end function _99 .

VS Code extensionKimi Code CLI can be integrated with Visual Studio Code via the Kimi Code VS Code Extension.

To use Kimi Code CLI with ACP clients, make sure to run Kimi Code CLI in the terminal and send /login to complete the login first.

For example, to use Kimi Code CLI with Zed or JetBrains, add the following configuration to your ~/.config/zed/settings.json or ~/.jetbrains/acp.json file:{ "agent_servers" : { "Kimi Code CLI" : { "command" : " kimi " , "args" : [ " acp " ], "env" : {} } } }Then you can create Kimi Code CLI threads in IDE's agent panel.

For example:# Add streamable HTTP server: kimi mcp add --transport http context7 https://mcp.context7.com/mcp --header " CONTEXT7_API_KE…

Your AI second brain for saving and organizing everything that matters.

Right-click on any content or use the extension popup to save memories instantly.

Raycast Extension: Install the Raycast extension to add and search memories directly from Raycast.

Use the "Add Memory" command to quickly save content, or "Search Memories" to find and retrieve your saved information with keyboard shortcuts.

Whether you're fixing bugs, adding features, or improving documentation, your help makes supermemory better for everyone.

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Ilya was good at noticing things about people, and he was good at understanding them. Shane was not. That was okay. Shane had developed his own way of getting to know Ilya. It involved a lot of inane questions and, more importantly, no longer involved condoms.

It’s faster, and you can get started right away.If you were going to design a big system, then these dependencies dictate that design.

That is a lot of friction that management and the programmers don’t want.

They’re not, of course, but it takes a lot of repeated experience to see that.The career path of most application programmers is fairly short.

That severe last-minute panic that comes from knowing that the code doesn't really work as it should, and probably never will.

For most systems, there are parts that really need to be engineered, and parts that can just be allowed to evolve.

You must know what parts of your code need to be thought through and what must be vigorously tested.

They will write mocks, stubs, and hard coded values to make the code tests succeed while the code itself is not working and most of the time dangerous.

Let an AI write property based interface tests for the expected behavior with as little context of the rest of the code as possible.

You can generate them automatically which will give your AI information it would otherwise as to create from scratch every time.

This will help the AI to generate code that is more aligned with your expectations and will reduce lookup time and cost.

Animated EnginesWelcome!

Click an engine to see how it works.

OpenCiv3 is under active development and currently in an early pre-alpha state.

Connect with the communityNOTE: OpenCiv3 is not affiliated with civfanatics.com, Firaxis Games, BreakAway Games, Hasbro Interactive, Infogrames Interactive, Atari Interactive, or Take-Two Interactive Software.

The OpenCiv3 team is pleased to announce the first preview release of the v0.3 “Dutch” milestone.

OpenCiv3 Dutch Preview 1 with the same game in Standalone mode (top) and with imported Civ3 graphics (bottom)DownloadDownload the appropriate zip file for your OS from the Dutch Preview 1 releaseAll official releases of OpenCiv3 along with more detailed release notes can be found on the GitHub releases page.

O…

So, let's move to an explicit trust model where trusted individuals can vouch for others, and those vouched individuals can then contribute.

manage-by-discussion discussion_comment Let collaborators vouch, denounce, or unvouch users via discussion comments.

Updates the vouched file and commits the change.

Updates the vouched file and commits the change.

Outputs status: vouched , denounced , or unchanged .

at increasing pitchExercise: Bratty "Nae" on ascending 5ths God belting = den rette balance mellem bryst og hoved, ikke bare at råbe.

In CVT, belting is achieved throughmode (vowels: EH, OH — max D5 for women, C5 for men) ormode (vowels: I, EH, A, OE — wider range).

I CVT er "Nødvendig Twang" et af defor al sund sang — ikke blot en stilart.

See full mapping Neutral-mode med "luft tilføjet stemmen" — Neutral er den eneste mode der tillader hørbar luft som effekt.

I CVT er luftig sang-mode med "luft tilføjet stemmen" — Neutral er den eneste mode der tillader hørbar luft som effekt.

How it worksTimes New Resistance autocorrects specific words as they are typed.

For example, the word ICE autocorrects to the Goon Squad and the word Trump autocorrects to Donald Trump is a felon.

To the untrained eye, Times New Resistance looks just like Times New Roman – the official font of the U.S. State Department.

When you install the font, it will appear in your font menus as Times New Roman, with an extra space between the words Times and New.

Times New Resistance is a modification of the font Nimbus Roman No9 L, designed by URW Studio as an open source alternative to Times New Roman.

🧠 ReMemoryThis is a tool that encrypts files and splits the decryption key among trusted friends using Shamir's Secret Sharing.

For example, you can give pieces to 5 friends and require any 3 of them to cooperate to recover the key.

No single friend can access your data alone.

Reusable PromptsAlmost all forms of AI coding context engineering ultimately involve a bunch of markdown files with prompts.

Skills: These newest entrants into coding context engineering are descriptions of additional resources, instructions, documentation, scripts, etc.

Files in your workspaceThe most basic and powerful context interfaces in coding agents are file reading and searching, to understand yourIf and when: Who decides to load context?

Example: Claude Code hooksHow much: Keeping the context as small as possibleOne of the goals of context engineering is to balance the amount of context given - not too little, not too much.

Context engineering can definitely make a coding agent mor…

At its core, DNS is simple: it translates domain names into IP addresses.

example.com A 93.184.216.34When someone requests example.com , DNS returns 93.184.216.34 .

Root: "I don't know, but .com TLD is at 192.5.6.30" Step 6: Ask .com TLD Server Resolver: "Where is api.example.com?"

Flushing the cache forces your system to fetch fresh DNS records instead of using stale cached ones.

Caching Trade-offsDNS caching reduces lookup time and load on DNS servers.

A small, shared skill library by builders, for builders.

This repo includes skills from me and my friends.

The content comes from our own practice and selected public sources.

Give them a try, read along, and enjoy the craft of building.

AcknowledgementsSee skills/ACKNOWLEDGEMENTS.md.

Spotlighting The World Factbook as We Bid a Fond Farewell (via) Somewhat devastating news today from CIA:One of CIA’s oldest and most recognizable intelligence publications, The World Factbook, has sunset.

The Factbook has been released into the public domain since the start.

Those are available (along with the rest of the Factbook) on the Internet Archive.

I downloaded the 384MB .zip file for the year 2020 and extracted it into a new GitHub repository, simonw/cia-world-factbook-2020.

Here's a neat example of the editorial voice of the Factbook from the What's New page, dated December 10th 2020:

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

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

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

At an unbeatable price.

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

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

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

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

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

Changelog News!

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

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

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

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

At an unbeatable price.

Squarespace – A website makes it real!

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

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

At an unbeatable price.

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

Squarespace – A website makes it real!

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

Changelog News!

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

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

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

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

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

And so that today is my TrueNAS box.

I kind of want my TrueNAS box to do everything.

[ ] 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.

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.

The latest Xreal 1S glasses introduce several notable upgrades and a launch price that's somehow lower than that of their predecessor.

The Xreal 1S is very similar to the Xreal One Pro, with experiences powered by the Xreal X1 spatial computing chip.

Matthew Miller/ZDNETAs part of the X1 chip, the Xreal 1S is the first pair of Xreal glasses to support Real 3D.

Matthew Miller/ZDNETThe ability to easily enable ultra-wide screen mode on my laptops is key to productivity, and I will not travel without a pair of XR glasses.

ZDNET's buying adviceXreal continues to impress with its AR glasses, and the Xreal 1S sets a new bar for glasses in the sub-$500 price range.

The Xgimi Horizon S Max stands out as one of the brightest yet portable projectors I've tested to date.

Mammotion is launching a new robot mower lineup with easier setup and stronger navigation.

This is where solid-state cells come into play.

This 5,000mAh/19Wh wireless charging power bank is perfectly designed to fit the iPhone.

The BMX SolidSafe 5K is a nice, light, unobtrusive wireless power bank.

The power bank also supports pass-through charging, so it can be charged via USB-C while it's wirelessly charging a phone.

I like this feature because I can use a single-outlet charger when traveling light to charge both my iPhone and my power bank overnight.

The EufyCam S3 Pro promises to capture evening footage as clearly as daytime footage, and it delivers.

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

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

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

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

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

Making a few simple adjustments to your TV's basic settings can instantly enhance the picture quality ahead of this weekend's big game.

After a better-than-expected opening weekend in theaters, box office for Amazon’s “Melania”fell 67%.

The purchase rewrites the domain record books -- not that the crypto industry has ever been accused of restraint when it comes to spending.

But this is still a bad idea.

Welcome back to TechCrunch Mobility — your central hub for news and insights on the future of transportation.

A march supporting California’s billionaires didn’t exactly draw a huge crowd on Saturday.

India is adjusting startup rules to help more of its deep tech startups with funding and long-term success.

YouTube CEO Neal Mohan is expected to be there. Apple's Tim Cook, too.

Antetokounmpo is the first NBA player to directly invest in Kalshi.

Although the bill’s prospects are uncertain, New York is at least the sixth state to consider pausing construction of new data centers.

Benchmark Capital has been an investor in the Nvidia rival since 2016.

The organizer of the event swears it's not a joke.

This latest season of the TV show Industry takes a look at the world of money and power through the eyes of a fintech baron.

Apple engineers are working to support AI chatbot apps over the next few months.

From the first AI-generated Big Game ad courtesy of Svedka to Anthropic's beef with OpenAI, here are the biggest ads from Super Bowl LX.

WordPress users can now leverage Claude to analyze web traffic or find information about other internal site metrics.

The mailing list for the North American Network Operators' Group discusses Internet infrastructure issues like routing, IP address allocation, and containing malicious activity. This morning there was another message: We are heartbroken to report that our colleague — our mentor, friend, and conscience — David J. Farber passed away suddenly at his home in Roppongi, Tokyo. He left us on Saturday, Feb. 7, 2026, at the too-young age of 91... Dave's career began with his education at Stevens Institute of Technology, which he loved deeply and served as a Trustee. He joined the legendary Bell Labs during its heyday, and worked at the Rand Corporation. Along the way, among countless other activitie…

"They were crouched down like turkeys peeking over the balcony," the county sheriff told Ars Technica. A half hour past midnight, they were skulking through a courthouse in Iowa's Dallas County on September 11 "carrying backpacks that remind me and several other deputies of maybe the pressure cooker bombs." More deputies arrived... Justin Wynn, 29 of Naples, Florida, and Gary De Mercurio, 43 of Seattle, slowly proceeded down the stairs with hands raised. They then presented the deputies with a letter that explained the intruders weren't criminals but rather penetration testers who had been hired by Iowa's State Court Administration to test the security of its court information system. After…

Long-time Slashdot reader destinyland writes: The world's biggest football game comes to Silicon Valley today — so one bored programmer built a site where AI agents can gather for a Super Bowl party. They're trash talking, suggesting drinks, and predicting who will win. "Humans are welcome to observe," explains BotBowlParty.com — but just like at Moltbook, only AI agents can post or upvote. But humans are allowed to invite their own AI agents to join in the party... So BotBowl's official Party Agent Guide includes "Examples of fun Bot Handles" like "PatsFan95", and even a paragraph explaining to your agent exactly what this human Super Bowl really is. It also advises them to "Use any inform…

Long-time Slashdot reader schwit1 shared this article from the Associated Press: Even as China's expansion of solar and wind power raced ahead in 2025, the Asian giant opened many more coal power plants than it had in recent years — raising concern about whether the world's largest emitter will reduce carbon emissions enough to limit climate change. More than 50 large coal units — individual boiler and turbine sets with generating capacity of 1 gigawatt or more — were commissioned in 2025, up from fewer than 20 a year over the previous decade, a research report released Tuesday said. Depending on energy use, 1 gigawatt can power from several hundred thousand to more than 2 million homes. Ov…

"A spectacular trove of fossils in a discovered in a cave on New Zealand's North Island has given scientists their first glimpse of ancient forest species that lived there more than a million years ago," reports Popular Mechanics: The fossils represent 12 ancient bird species and four frog species, including several previously unknown bird species. Taken together, the fossils paint a picture of an ancient world that looks drastically different than it does today. The discovery also fills in an important gap in scientific understanding of the patterns of extinction that preceded human arrival in New Zealand 750 years ago.

The team published a study on the find in Alcheringa: An Australasian …

An anonymous reader shared this report from Bloomberg: An Asian cyber-espionage group has spent the past year breaking into computer systems belonging to governments and critical infrastructure organizations in more than 37 countries, according to the cybersecurity firm Palo Alto Networks, Inc. The state-aligned attackers have infiltrated networks of 70 organizations, including five national law enforcement and border control agencies, according to a new research report from the company. They have also breached three ministries of finance, one country's parliament and a senior elected official in another, the report states. The Santa Clara, California-based firm declined to identify the hac…

2001: "Brookhaven Labs has produced for the first time collisions of gold nuclei at a center of mass energy of 200GeV/nucleon." 2002: "There may be a new type of matter according to researchers at Brookhaven National Laboratory." 2010: The hottest man-made temperatures ever achived were a record 4 trillion degree plasma experiment at Brookhaven National Laboratory in New York... anointed the Guinness record holder." 2023: "Scientists at Brookhaven National Laboratory have uncovered an entirely new kind of quantum entanglement." 2026: On Friday, February 6, "a control room full of scientists, administrators and members of the press gathered" at the Relativistic Heavy Ion Collider (RHIC) at B…

"After a half-century asking us to exercise more, doctors and physiologists say we have been thinking about it wrong," writes Washington Post columnist Michael J. Coren. "U.S. and World Health Organization guidelines no longer specify a minimum duration of moderate or vigorous aerobic activity." Movement-tracking studies show even tiny, regular bursts of effort — as short as 30 seconds — can capture many of the health benefits of the gym. Climbing two to three flights of stairs a few times per day could change your life. Experts call it VILPA, or vigorous intermittent lifestyle physical activity. "The message now is that all activity counts," said Martin Gibala, a professor and former chair…

Fortune reports on "a watershed moment" in American's nuclear power industry: In January, Meta partnered with Gates' TerraPower and Sam Altman-backed Oklo to develop about 4 gigawatts of combined SMR projects — enough to power almost 3 million homes — for "clean, reliable energy" both for Meta's planned Prometheus AI mega campus in Ohio and beyond. Analysts see Meta as the start of more Big Tech nuclear construction deals — not just agreements with existing plants or restarts such as the now-Microsoft-backed Three Mile Island. "That was the first shot across the bow," said Dan Ives, head of tech research for Wedbush Securities, of the Meta deals. "I would be shocked if every Big Tech compan…

Axios reports: Anthropic's latest AI model has found more than 500 previously unknown high-severity security flaws in open-source libraries with little to no prompting, the company shared first with Axios. Why it matters: The advancement signals an inflection point for how AI tools can help cyber defenders, even as AI is also making attacks more dangerous... Anthropic debuted Claude Opus 4.6, the latest version of its largest AI model, on Thursday. Before its debut, Anthropic's frontier red team tested Opus 4.6 in a sandboxed environment [including access to vulnerability analysis tools] to see how well it could find bugs in open-source code... Claude found more than 500 previously unknown …

Long-time Slashdot reader Geoffrey.landis shared this report from InsideEVs: Chinese battery giant CATL and automaker Changan Automobile are preparing to put the world's first passenger car powered by sodium-ion batteries on public roads by mid-2026. And if the launch is successful, it could usher in an era where electric vehicles present less of a fire risk and can better handle extreme temperatures. The CATL Naxtra sodium-ion battery will debut in the Changan Nevo A06 sedan, delivering an estimated range of around 400 kilometers (249 miles) on the China Light-Duty Test Cycle. From there, the battery will roll out across Changan's broader portfolio, including EVs from Avatr, Deepal, Qiyuan…

Has the rise of hyper-addictive digital technologies really shattered our attention spans and driven books out of our culture? Maybe not, argues social psychologist Adam Mastroianni (author of the Substack Experimental History): As a psychologist, I used to study claims like these for a living, so I know that the mind is primed to believe narratives of decline. We have a much lower standard of evidence for "bad thing go up" than we do for "bad thing go down." Unsurprisingly, then, stories about the end of reading tend to leave out some inconvenient data points. For example, book sales were higher in 2025 than they were in 2019, and only a bit below their high point in the pandemic. Independ…

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…

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

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Like a lot of you, I built something and had no idea how to get users. So I ran a little experiment. I posted on this sub offering to match developers who need marketing help with marketers looking for products to promote. Revenue share basis. Seemed like a no-brainer — builders need growth, marketers need products. Everyone wins. What actually happened: 4,300 views. 36 comments. I opened the comments expecting at least a few marketers. Every single one was a builder. "I need a marketer too." "Same here." "Please connect me with someone." Marketers? Zero. Literally zero. I didn't stop there though. I picked one of the projects from the comments and went out to find a marketer myself. Sent D…

I enjoy seeing what people are building here. I’m a graphic & UI/UX designer with 3 years of experience and I’m happy to give free design feedback on side projects. If you have a landing page, app, or social presence and want suggestions on UX, visuals, or clarity, feel free to DM me. Portfolio: http://behance.net/malikannus Mostly here to connect and support other builders. submitted by /u/Street-Honeydew-9983 [link] [comments]

Every powerful little crustacean needs a proper shell! Discussion | Link

The floating dock for developers Discussion | Link

The floating dock for developers Discussion | Link

Turn spoken thoughts into clear structure. Discussion | Link

Turn spoken thoughts into clear structure. Discussion | Link

Figma for Claude Code Discussion | Link

Figma for Claude Code Discussion | Link

Never google “what’s 68°F in °C?” again Discussion | Link

Never google “what’s 68°F in °C?” again Discussion | Link

Lead nurturing and warm outreach copilot for LinkedIn Discussion | Link

Lead nurturing and warm outreach copilot for LinkedIn Discussion | Link

Sign, notarize, & design DMG packages for your macOS apps Discussion | Link

Sign, notarize, & design DMG packages for your macOS apps Discussion | Link

A mobile QA agent that runs tests without scripts Discussion | Link

A mobile QA agent that runs tests without scripts Discussion | Link

У авиакомпании SalamAir промо-тариф: улететь из Маската в Найроби (или наоборот) можно от 6200 рублей (30 OMR). Для въезда в Кению нужно заранее оформить электронное разрешение (сбор около 30-35 USD с человека). Купить билеты можно на сайте авиакомпании или через trip.com / aviasales.ru (тут немного дороже, но зато принимают российские карты). Маскат — Найроби в декабре за 6200 рублей: Российской картой: […]

Авиакомпания Volotea выкатила билеты за 19 евро. Но можно легко оформить пробную подписку SUPERVOLOTEA на 15 дней и купить их за 9 евро. Обычно подписка на год стоит 60 евро. Лоукостер утверждает, что Вы можете отменить членство в любой момент, но потеряете при этом некоторые привилегии, например, ручную кладь, но сохраните свою скидку на проезд. Главное, не забудьте […]

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Сегодня мы решили слепить готовое путешествие из Казани в Индонезию — вышло от 47200 рублей с человека при поездке вдвоем.

Авиакомпания Etihad Airways предлагает билеты из Казани на Бали за 44000 рублей туда-обратно.

Даты полетов: например, 11-24 декабря (проживание с 12 по 24 декабря).

Все варианты на двоих на 12 ночей (рейтинг — выше 7/10)Не забываем настроить сортировку:— самая низкая цена (с учётом налога)— итого (в т.ч.

Первый отель — 3200 рублей на человека / 6400 рублей на двоих:Второй отель — 4700 рублей на человека / 9400 рублей на двоих:Третий отель — 5300 рублей на человека / 10600 рублей на двоих:Другие даты перелетов:4-17 декабря7-22 декабря

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Азербайджанские Авиалинии снизили цены ноябрь-март: взять из Москвы, Питера и Екб в ОАЭ, Израиль, Таджикистан, Саудовскую Аравию, Индию и на Мальдивы можно со скидками.

Билеты берем через сервис aviasales.ru (тут дешевле всего).

Москва — Душанбе — Москва:Москва — Даммам — Москва:Москва — Дубай — Москва:Москва — Тель-Авив — Москва:Москва — Дели — Москва:Москва — Мумбаи — Москва:Москва — Мале — Москва в ноябре:Москва — Мале — Москва в январе:Москва — Мале — Москва в феврале:Москва — Мале — Москва в марте:Питер — Душанбе — Питер:Питер — Даммам — Питер:Питер — Дубай — Питер:Питер — Тель-Авив — Питер:Питер — Дели — Питер:Питер — Мумбаи — Питер:Питер — Мале — Питер в ноябре-декабре:Питер — Мале —…

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

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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.

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 (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.

Bristol-based Uplift360, an advanced materials startup innovating how aerospace, defence and industrial sectors recover and reuse high-value composite waste, announced today the successful close of its €7.4 million Seed funding round. The round was led by Extantia, with significant contributions from the NATO Innovation Fund (NIF), Promus Ventures and Fund F. Sam Staincliffe, CEO and […]

The post With Rolls-Royce collaboration in place, Uplift360 secures €7.4 million to target composite supply-chain resilience appeared first on EU-Startups.

Helsinki-based sustainable technology company Capalo AI today announces an €11 million Series A funding round to accelerate the rollout of its AI-powered virtual power plant across Europe and scale the optimisation and trading of battery energy storage systems. The round was led by Heartcore Capital, with participation from Tesi (Finnish Industry Investment) and full re-participation […]

The post Growing pressure on Europe’s electricity grids drives €11 million for Capalo AI to scale virtual power plant operations appeared first on EU-Startups.

Chiral, a Swiss nanotechnology company pioneering next-generation semiconductor and quantum technologies with nanomaterials, today announced the successful closing of a €10 million ($12 million) Seed financing round. The round was led by Crane Venture Partners, with participation from Quantonation, HCVC, and Founderful, as well as public funding from Innosuisse. “Nanomaterials have shown outstanding performance in […]

The post Swiss nanotechnology startup Chiral secures €10 million to scale post-silicon chip manufacturing appeared first on EU-Startups.

TWAICE, a Munich-based battery software company, has secured €24 million in financing from the European Investment Bank (EIB) to scale up its predictive battery analytics for Europe’s energy transition. According to TWAICE, the financing will boost its growth as electrification rapidly expands in both battery energy storage and electric vehicle sectors, increasing the need for […]

The post Munich-based TWAICE secures €24 million EIB loan to scale predictive battery analytics for Europe’s energy transition appeared first on EU-Startups.

Qualis Flow (Qflow), a London-based construction data platform, has secured a €2.3 million (£2 million) strategic investment from San Francisco-based software firm Autodesk to fuel its plan to link construction data back with design intent. According to the company, this investment builds on the existing product collaboration between Qflow and Autodesk Construction Cloud, with the […]

The post Female-led UK construction data startup Qflow secures €2.3 million strategic investment from Autodesk appeared first on EU-Startups.

With applications closing on 8 February, early-stage founders now have their final opportunity to secure a spot in one of Europe’s most competitive startup pitch competitions. As previously announced, this competition now features a prize package exceeding €1 million, making this year’s edition the most attractive to date! Taking place on 7 and 8 May in […]

The post Last chance to apply for this year’s EU-Startups Pitch Competition! appeared first on EU-Startups.

Zug-based CleanTech company enshift has successfully raised €18.5 million (CHF 17 million) in a Series A funding, positioning it as Switzerland’s fastest-growing solar financing partner and one of the most active private operators of renewable-energy solutions. The round was led by Swiss Solar Group – bringing total funding to €25.5 million (CHF 23.5 million). “2025 was […]

The post As new Swiss and EU energy regulations take shape, enshift raises €18.5 million to scale integrated energy-transition solutions appeared first on EU-Startups.

Amsterdam-based Duna, an identity FinTech founded by two Stripe alumni, today announced a €30 Million Series A funding round to build global trust infrastructure by providing a digital passport for every business. The round was led by CapitalG, Alphabet’s independent growth fund. Existing investors Index Ventures, Puzzle Ventures and Snowflake Chairman Frank Slootman also participated […]

The post Dutch FinTech startup Duna raises €30 million to expand compliant AI for business identity and onboarding appeared first on EU-Startups.

Denmark is widely recognised for its high quality of life, shaped by strong public infrastructure, sustainability-driven urban planning, and a culture that prioritises long-term thinking. From bike-friendly cities and clean coastlines to digitally advanced public services, these foundations create an environment that supports both talent attraction and entrepreneurial ambition. This mindset is also reflected in […]

The post From Copenhagen and beyond: 10 of the most promising Danish startups to watch in 2026 appeared first on EU-Startups.

Bound, an automated British FX risk management platform helping businesses protect themselves from currency volatility, today announced a €20.7 million ($24.5 million) Series A funding to pursue regulatory authorisation in the EU, building on the nearly €1.6 billion ($2 billion) it traded in 2025. The round was led by AlbionVC, with participation from Notion Capital […]

The post London-based risk management platform Bound secures €20.7 million to support EU regulatory approval and growth appeared first on EU-Startups.

Lawhive, a London-based LegalTech company transforming how consumer legal services are delivered, has raised €50 million ($60 million) in Series B funding to accelerate its expansion across the US and scale its model of building an AI-native consumer law firm. The round was led by Mitch Rales, co-founder of Danaher Corporation, with participation from TQ […]

The post UK LegalTech startup Lawhive secures €50 million to scale AI-driven consumer law firm model appeared first on EU-Startups.

ElevenLabs, a leader in AI voice generation and text-to-speech technology, has raised €424 million ($500 million) in a Series D funding round – valuing the British company at €9.3 billion ($11 billion), more than tripling its valuation from one year prior, and bringing total funding to €662 million ($781 million) across five rounds since its […]

The post ElevenLabs’ €424 million raise values the company at €9.3 billion and marks one of Europe’s largest AI funding rounds this year appeared first on EU-Startups.

This week on the EU-Startups Podcast, we sit down with Tessa Clarke, Co-founder and CEO of Olio, a community-powered platform built to redistribute surplus food and household items at scale. Founded in 2015, Olio connects neighbours and local communities to share surplus food and non-food items that would otherwise go to waste. Alongside peer-to-peer sharing, […]

The post The EU-Startups Podcast | Interview with Tessa Clarke, Co-founder and CEO of Olio appeared first on EU-Startups.

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...

London-based Bound, an automated FX risk managementplatform, has closed a $24.5 million Series A funding round led by AlbionVC,with participation from Notion Capital and GoHub Ventures, alongside cont...

A UK-founded legaltech startup looking to democratise legal services for consumers has raised $60 million in funding, with the funds geared towards speeding up its US expansion.The Series B funding ro...

Following our previous announcements, we are delighted to reveal newly confirmed speakers for the Tech.eu Summit London 2026.The event will take place on 21-22 April 2026 at the Queen Elizabeth II Cen...

The Hong Kong Trade Development Council (HKTDC) will host two prominent exhibitions from 13-16 April 2026 — InnoEX and Electronics Fair (Spring Edition) at the Hong Kong Convention and Exhibition Cent...

Invest Europe, incollaboration with the European Investment Fund (EIF), has published a newreport titled TheVC Factor: Skills Edition. The report analyses Europe’s venture capitallandscape, with a foc...

European tech startups raised €5 billion across 265deals in January 2026, marking a 9 per cent drop in deal volume and a 24per cent decline in funding compared with the same month year before. Regiona...

Danish tech luminaries, including leaders from Synthesia, Pleo and Flatpay, are backing Pluto.markets, a Danish YC-backed investment platform looking to disrupt the brokerage market in the Nordics, in...

Healthtech startup Gardia has closedan €8.5 million Series A round to support the expansion of its mobilefall-detection emergency system for seniors. The round was led by Europeanventure capital firm ...

Plato, an AI-based operating system forwholesale distributors, has closed a $14.5 million seed funding round led byAtomico, with participation from existing investors including Cherry Ventures.The dis...

Valeria, a Barcelona-based payroll and workforce operations startup, has raised $2 million in a funding round led by Venture Friends, with participation from Fortino Capital and 10k Ventures. Founded ...

R3 Robotics (formerly Circu Li-ion) has raised €20 million in combined financing to industrialise the automated disassembly of electric vehicle systems at scale. The company has raised €14 million in ...

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 […]