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View Individual Responses Sign Vote Reasoning Aries ✅ YES Honesty is the only way forward and truth must be faced head-on.

Gemini ✅ YES Secrets are heavy burdens and information should be shared freely for clarity.

Virgo ✅ YES Transparency is necessary to correct systemic ethical errors and protect the innocent.

Gemini ✅ YES New experiences and variety outweigh the fear of distance.

Taurus ✅ YES The money provides practical stability and strengthens one's long-term financial foundation.

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I would tell you a UDP joke…but you might not get it.

It’s a toolkit that allows you to compile C source code into a single binary that runs natively on multiple operating systems, including Windows, Linux, various flavours of BSD, even including booters.

up to you to decide) challenge: create a video game (<16 KiB) that runs natively on Windows, Linux and in the Browser, all from a single source file.

The Game⌗It’s a pretty standard Snake game with the same rules and interface on all platforms.

It can be terminated via ESC (if permissible by the platform), reset via R , and paused via P . Spacebar starts the game.

The Polyglot⌗I implemented the game three times in total: once in C for the i686 Visual C platform using WinAPI, once in C…

AI coding has evolved from autocomplete on steroids to agents that can autonomously execute development tasks.

Below are five critical questions that may shape software engineering through 2026, with two contrasting scenarios for each.

Rather than replacing developers, AI becomes a force multiplier that spreads development work into domains that never employed coders.

Use AI coding agents (Cursor/Antigravity/Claude Code/Gemini CLI) to build bigger features, but understand and explain every line if not most.

This role is interdisciplinary and creative: part software engineer, part system architect, part product strategist.

@photon-ai/imessage-kit A type-safe, elegant iMessage SDK for macOS with cross-runtime supportA full-featured iMessage SDK for reading, sending, and automating iMessage conversations on macOS.

FeaturesQuick StartInstallation# For Bun (zero dependencies) bun add @photon-ai/imessage-kit # For Node.js (requires better-sqlite3) npm install @photon-ai/imessage-kit better-sqlite3Basic Usageimport { IMessageSDK } from '@photon-ai/imessage-kit' const sdk = new IMessageSDK ( ) // Send a message await sdk .

destroy ( )Smart RemindersA human-friendly wrapper for scheduling with natural language:import { IMessageSDK , Reminders } from '@photon-ai/imessage-kit' const sdk = new IMessageSDK ( ) const remi…

And three years ago I had a psychotic episode that irreversibly shook up my world.

Since then I've been applying a skill I learned in grad school---namely, debugging distributed and complex systems---to my own mind.

I am writing because what I've found is not a destination, but a process.

I also believe it is automate-able using the same techniques we apply to machine-based systems.

I am looking for others who recognize the stakes of the human mind to engage in discussion on the topic.

2026 is the Year of Self-hostingby Jordan Fulghum, January 2026Your home server's new sysadmin: Claude CodeI have flirted with self-hosting at home for years.

The reason is simple: CLI agents like Claude Code make self-hosting on a cheapo home server dramatically easier and actually fun.

I've been using Claude Code and other agentic CLIs for my day-to-day development, but as others are realizing, they are generalized computer agents and native to the terminal.

I installed Claude Code directly on the Linux box.

That is 13 services running on a $379 mini PC, using about 4 GB of RAM and almost no CPU.

Very grateful to John Bradshaw for chatting about reaction prediction and Gina El Nesr for chatting about molecular simulation.

A second note: while here in SF, I will be co-hosting an event on Friday, Jan 16th, from 6-9pm, w/ Tamarind Bio!

All of them were, essentially, predictions of where the future in a specific subfield of bio-ML may go.

Arbitrary molecular synthesis is still hard and the models still aren’t perfect at telling you good synthesis routes for whatever they produce.

Back in September 2024, I wrote an article arguing that generative ML in chemistry is bottlenecked by synthesis being slow, costly, or outright impossible.

Giving agents access to a sandboxed environment with a shell and a filesystem has been the latest hype when it comes to agentic harnesses.

Beyond that, replacing a bunch of search/write/move/list tools with a single Bash tool reduces the tool space significantly.

This emerges naturally from having filesystem access, no need to design a separate “notepad” tool.

I used the Anthropic Agent SDK to whip up a quick filesystem agent with tools to run Bash, Read, Glob, etc.

> find the email about that wholesale inquiry, i need to remember to follow up on it I'll help you find the wholesale inquiry email.

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ChrononA deterministic, crash-safe distributed state machine with exactly-once side effects.

UsageImplementing the Application Traituse chr :: kernel :: traits :: { ChrApplication , ApplyContext , Event , SideEffect , SnapshotStream } ; use std :: error :: Error ; struct MyApp ; impl ChrApplication for MyApp { type State = MyState ; type QueryRequest = MyQuery ; type QueryResponse = MyResponse ; type Error = MyError ; fn apply ( & self , state : & Self :: State , event : Event , ctx : & ApplyContext , ) -> Result < ( Self :: State , Vec < SideEffect > ) , Self :: Error > { // Deserialize event.payload, apply to state, return new state + side effects let new_state = state .

[ ] ) ) } fn quer…

A lot has already been said about the absurdly large corner radius of windows on macOS Tahoe.

People are calling the way it looks comical, like a child’s toy, or downright insane.

Since upgrading to macOS Tahoe, I’ve noticed that quite often my attempts to resize a window are failing.

It turns out that my initial click in the window corner instinctively happens in an area where the window doesn’t respond to it.

The window expects this click to happen in an area of 19 × 19 pixels, located near the window corner.

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This method delivers a mathematically perfect squircle corner that exactly follows the curvature design we first introduced in equations 8.2.

Second, we know that designers don’t want the construction of the squircle corner to be too complicated.

Now we turn to the curvature profile, our last outstanding problem.

This will throttle the curvature from increasing too quickly, reducing the long tails on the curvature profile and cutting at the spikes.

I feel some pangs of embarrassment writing this that I was unable to come up with a better curvature profile.

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In a language model, temperature is used to define how creative text generations are.

T = ∞ T=\infty T = ∞ and − ∞ -\infty − ∞ are the same, but there's a huge discontinuity around 0?

As temperature approaches zero from the negative side, the model output will again be deterministic — but this time, the least likely tokens will be output.

Applying the following diff and recompiling, we're good to go:int main(int argc, char ** argv) {            logits[llama_token_nl()] = nl_logit;          } -        if (temp <= 0) { +        if (temp == 0) {            // Greedy sampling            id = llama_sample_token_greedy(ctx, &…

The proof of these visits, said von Däniken, is clearly visible in the earth’s archaeological record.

The Scholar’s ProblemAccording to his paperback cover blurbs, von Däniken has sold 7 million copies of Chariots of the Gods?.

If von Däniken writes that the sarco­phagus lid of Pakal looks like a spaceman, has he told you anything about Pakal?

Per­fectly ordinary answers to these questions are clearly documented with photographs in Thor Heyer­dahl’s book on Easter Island, Aku­Aku.

Obviously, von Däniken cannot be faulted for not writing in 1968 about ideas that have only come to light in 1986.

iCloud Photos DownloaderA command-line tool to download all your iCloud photos.

Works on Linux, Windows, and macOS; laptop, desktop, and NASAvailable as an executable for direct downloading and through package managers/ecosystems (Docker, PyPI, AUR, npm)Developed and maintained by volunteers (we are always looking for help).

Also, check IssuesWe aim to release new versions once a week (Friday), if there is something worth delivering.

DetailsUsageTo keep your iCloud photo collection synchronized to your local system:icloudpd --directory /data --username [email protected] --watch-with-interval 3600Important It is icloudpd , not icloud executableTip Synchronization logic can be adjusted with co…

Erich von Däniken – 14.04.1935 ∗ 10.01.2026It is with great sadness and shock that we must announce that Erich von Däniken passed away on January 10, 2026.

His “Research Society for Archaeology, Astronautics, and SETI” (A.A.S.)

and all those interested in Paleo SETI research have received the news with dismay.

The official obituary can be found here as a PDF: Nachruf_EvD_offiziell (only in German language at the moment)The family and colleagues ask that you refrain from sending condolences by telephone or in writing.

If you would like to honor EvD and his life’s work with a message, you can do so on the homepage: https://evd.ch/.

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9—The American Dialect Society, in its 36th annual words-of-the-year vote, selected slop as the Word of the Year for 2025.

The word slop was recognized for its widespread use for low-quality, high-quantity content, most typically produced by generative AI.

While AI slop was a nominee in the American Dialect Society’s 2024 Word of the Year vote, in 2025 slop could stand on its own, with the AI context often implicitly understood.

“Slop isn’t a new word.

In a companion vote, sibling organization the American Name Society selected “No Kings” as Name of the Year for 2025 in its 22nd annual name-of-the-year contest.

A lot has already been said about the absurdly large corner radius of windows on macOS Tahoe.

People are calling the way it looks comical, like a child’s toy, or downright insane.

Since upgrading to macOS Tahoe, I’ve noticed that quite often my attempts to resize a window are failing.

It turns out that my initial click in the window corner instinctively happens in an area where the window doesn’t respond to it.

The window expects this click to happen in an area of 19 × 19 pixels, located near the window corner.

TurntilesTurntiles is an NYT-style word game where you place tiles on a grid to form words.

Play it here.

LicenseTurntiles is licensed under the Creative Commons Attribution-NonCommercial 4.0 license.

See license.txt for details.

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When msvc::musttail attribute silently fails11 Jan 2026Python developers recently reported a 15% speedup when using the new MSVC musttail attribute to create a threaded interpreter.

BackgroundThe musttail attribute, also supported by clang, forces the compiler to generate a tail call for a return statement that calls another function.

When running your interpreter, the branch predictor will save the branch history separately for each p-code instruction, e.g.

ConclusionI encountered this problem when trying to apply the musttail optimization to the regular expression engine in Aba Search and Replace.

Aba Search and Replace is your Swiss army knife for fast, safe text updates across multiple …

Mitigating the Billion Dollar MistakeThis article is continuation to: Was it really a Billion Dollar Mistake?.

I think that even if Tony Hoare didn’t “invent” NULL pointers, within a couple years someone else would have.

And in the case of a managed (garbage collected) language, that invalid pointer will most definitely be a null pointer.

Therefore most people think the third approach to mitigating null pointers is the “obvious” and “trivial” approach: explicit individual initialization of every value/element everywhere.

Another reason why C has problems with NULL pointers is the lack of way to state a parameter to a procedure as being optional.

I guess you could argue "devops" but I think that would be overselling the complexity of "what hosting service do you use?"

:D )While I am loathe to post this kind of question on lobsters - not because I don't think there'll be useful advice, but because I think it's low quality vs most of the other things being posted (both stories/articles and questions), but who do people currently use as hosting providers?

I don't do anything particularly interesting or server dependent, just email, a static site, a couple of bash script generated sites ( :D ) and email.

Google and DDG are both swamped with sites that haven't really been trustworthy in years.

So who are people using these days?

WhatsApp is untrustableTL;DR: As the client applications of WhatsApp are closed-source, claims of end-to-end encryption cannot be validated.

I installed WhatsApp recently, so its claims of “end-to-end encryption” have been on my mind.

The client apps for WhatsApp are closed-source.

I don’t trust WhatsApp.

WhatsApp on the other hand… well, they’re fundamentally untrustable, so you have to take them on their word.

Exponential growth continued — cargo-semver-checks 2025 Year in Review January 11, 2026Last year's annual review post observed that cargo-semver-checks ' lint library is undergoing exponential growth, doubling each year: 30 lints at the end of 2022, 57 lints in 2023, and 120 at the end of 2024.

This is likely the end of the exponential lint growth of cargo-semver-checks .

Here's how:The cargo-semver-checks test suite consists of a set of test crate pairs representing the "old" and "new" versions of a project being checked.

The Past, Present, and Future of SemVer in Rust — Rust ForgeIn August, I was delighted to visit Aotearoa New Zealand for the first time in order to attend Rust Forge.

The…

oss-sec mailing list archivesThe Curious Case of Stack Pivot DetectionDear kind people, I hope you're fine and healthy.

The obvious idea is to check if stack pointer points to a valid stack region at various boundaries.

Another roadblock for the SP points to a stack region detection is in userspace there's no clear definition of "stack".

Finally, after I ended my experiments and reverted[5] Syd's stack pivot detection.

I'd be curious to know whether there's any added mechanism to detect stack pivot when the binary is compiled without frame pointers when the frame pointer is reused by compiler for different purposes.

Next we cover the passive and active GPU healthchecking performed throughout the life of each instance.

We care a lot about machine image consistency across our multi-cloud compute pool (same kernel, same drivers, etc) as well as freshness.

We’re happy in production, but need to stay that way, and that’s where continuous passive and active healthchecking comes into play.

🥵Active healthcheckingAs active healthchecking requires an exclusive lock on GPUs, it is more complicated to schedule.

Until then though, what you’ve read is our commitment to being your GPU reliability team.

And since my main job is currently contributing to open-source, what better way to do that than enumerating all the Rust pull requests that I opened in 2025.

The GitHub GraphQL API claims that:I opened 1497 PRs in 2025 (+98% from 755 opened PRs in 2024).

I reviewed 976 PRs in 2025 (+131% from 421 reviewed PRs in 2024).

Even though 1160 PRs might sound like a lot, it is just a drop in the ocean in the upstream Rust world.

My 2025 Rust PRsAnd here is the promised list of the Rust PRs that I opened in 2025.

Micah Maidenberg / Wall Street Journal:

A profile of SpaceX president Gwynne Shotwell, who has worked at the company since 2002, and is known as a customer emissary and Musk translator — Shotwell has an expansive role at the rocket and satellite company, helping to foster its rise. With an IPO looming, the toughest stretch may still lie ahead.

Eugene Kim / Business Insider:

Anthropic announces Claude for Healthcare to offer HIPAA-ready tools for providers, insurers, and consumers, and expands its life sciences offerings — - Anthropic launched Claude for Healthcare to expand AI use in regulated medical industries. — Claude for Healthcare offers HIPAA-ready tools …

Geoff Weiss / Business Insider:

ATG, which is developing the AI-powered wealth strategist app Autonomous, emerges from stealth and raises a $15M pre-seed led by Y Combinator CEO Garry Tan — - ATG cofounders Dillon Erb and Daniel Kobran raised $15 million to build an AI wealth strategist. — Y Combinator CEO Garry Tan led ATG's latest round.

John Reynolds / Tech.eu:

Tucuvi, which develops AI agents that check in with patients and escalate cases to human teams when needed, raised a $20M Series A, led by Cathay and Leadwind — Tucuvi was co-founded by Maria Gonzalez, whose mother passed away after a reported hospital administration error.

Terrence O'Brien / The Verge:

Instagram says there was no breach and it fixed an issue that let an external party send password reset emails, after reports that 17.5M users' data was exposed — The company claims there was no breach of its systems. … If you're one of the many, many people who received a password reset email …

Andrew Martin / Bloomberg:

Tel Aviv-based Torq, which operates an autonomous AI-powered security operations platform, raised $140M led by Merlin Ventures at a $1.2B valuation — The Israeli cybersecurity startup Torq is planning to announce Sunday that it has closed a $140 million funding round, raising its valuation to $1.2 billion.

Bloomberg:

Malaysia becomes the second country to limit access to Grok, joining Indonesia, over the chatbot's generation of sexual content — Indonesia and Malaysia restricted access to Elon Musk's Grok AI over the weekend, becoming the first countries to ban the artificial intelligence system over its generation of sexual content.

Kirsten Korosec / TechCrunch:

Walmart to expand Wing, Alphabet's on-demand drone delivery service, to another 150 stores, bringing the total to 270+ stores, covering ~10% of US population — Wing, the Alphabet-owned company that delivers groceries, over-the-counter medicine, and hot lattes, is expanding its partnership …

Jaewon Kang / Bloomberg:

Walmart partners with Google to offer AI-enhanced shopping, allowing users to purchase Walmart and Sam's Club items directly on Gemini — Walmart Inc. is partnering with Alphabet Inc. to offer AI-enhanced shopping on Google's Gemini platform — part of the retailer's race to apply the technology across its operations.

Ivan Mehta / TechCrunch:

Google unveils the Universal Commerce Protocol (UCP), a new open standard that lets AI agents work across different parts of the customer's buying process — Google today announced a new open standard, called the Universal Commerce Protocol (UCP) for AI agent-based shopping, at the National Retail Federation (NRF) conference.

Cristina Criddle / Financial Times:

Google is introducing new personalized ads in AI mode, powered by Gemini, which allow advertisers to offer exclusives for users preparing to buy a product — Tech giant moves to gain an edge in race to monetise popular AI tools — Google is introducing new personalised advertising …

SemiAnalysis:

A detailed look at the Apple-TSMC relationship: Apple's annual spend at TSMC rose 12x, from $2B in 2014 to $24B in 2025, and once made up 25% of TSMC's revenue — Wafer Demand Model, Node Economics, and the shifting power dynamics as AI reshapes the foundry landscape

Toby Nangle / Financial Times:

Analysis: the AI investment boom represents ~1% of US GDP, roughly half the GDP share during the '90s dot-com boom and comparable to the mid-2010s US shale boom — US economist Jason Furman caused a bit of a kerfuffle in 2025 when he estimated that investment in information processing equipment & software …

Reuters:

Documents and sources: India proposes security rules that would force smartphone makers to share source code, prompting quiet pushback from Apple and Samsung — India proposes requiring smartphone makers to share source code with the government and make several software changes as part …

Anil Dash:

A look at the history and rise of Markdown, which has been adopted across the tech industry in the decades since its quiet launch in 2004 by John Gruber — Nearly every bit of the high-tech world, from the most cutting-edge AI systems at the biggest companies, to the casual scraps …

TRM Insights:

Investigation: Iran's Islamic Revolutionary Guard Corps used two UK-registered companies to move ~$1B in stablecoins since 2023, evading international sanctions — This blog features a case study from TRM's upcoming 2026 Crypto Crime Report. Be sure to check back in the coming weeks to get your complete copy.

Financial Times:

Newly listed Chinese AI chipmakers Moore Threads, Biren, and MetaX had stellar stock market debuts, but none has sales above 10% of rival Cambricon — The three newly listed makers of semiconductors are lossmaking, and none has sales worth more than a tenth of their bigger rival

Bloomberg:

Analysis: global AI-related companies drove ~40% of benchmark convertible bond index returns in 2025, pushing the amount raised to $166.5B, the most since 2001 — Companies around the world are issuing convertible bonds at the fastest pace in 24 years, as the development of artificial intelligence spurs a hunt for cheaper financing.

Hideaki Ryugen / Nikkei Asia:

Taiwan's data shows the US became its top export destination in 2025 over China, including Hong Kong, the first time since 1999, partly driven by AI tech demand — TAIPEI — Taiwan's exports to the U.S. exceeded its exports to China, including Hong Kong, for the first time in 26 years in 2025 …

Reuters:

China launches a probe into competition among online food delivery platforms, aiming to curb price wars that have contributed to deflationary economic pressures — China will investigate cutthroat competition among food delivery platforms operated by tech firms such as Meituan and Alibaba …

Bloomberg:

China releases draft guidelines for governing online personal data collection, open for public consultation amid privacy concerns and companies' data misuse — China has issued draft regulations for the governance of personal information collection from the internet and its use by applicants …

Microsoft Corporate Responsibility:

A look at the global AI adoption in 2025; use in the global north grew nearly twice as fast as the south; the UAE leads with 64% of working-age adults using AI — AI Diffusion Report 2025 — Executive summary — Global adoption of artificial intelligence continued to rise in the second half of 2025 …

Vicky Ge Huang / Wall Street Journal:

A look at Tether's role in Venezuela's economy, which puts it in a prime position to aid the U.S. as it seeks to find funds allegedly stolen by Maduro's regime — The stablecoin served as a tool to avoid sanctions and a lifeline for everyday citizens — Nicolás Maduro helped make tether the world's dominant stablecoin.

Jackson Chen / Engadget:

Malwarebytes: a 2024 Instagram data breach exposed information on 17.5 million users, including emails, phone numbers, and physical addresses — As spotted by Malwarebytes, the alleged leak includes usernames, email addresses, phone numbers and more. — If you received a bunch …

Joshua Brustein / Bloomberg:

A profile of Grubhub parent Wonder, which has raised about $2B and is rolling out robotic meal-assembly tech acquired from Sweetgreen for $186M in November 2025 — E-commerce mogul Marc Lore's Wonder is leaning into automation in a $2 billion effort to do to restaurants what Amazon did to shopping.

Luke Kawa / Sherwood News:

Morgan Stanley survey of audio habits in the US: 50% to 60% of listeners aged 18-44 reported listening to AI-generated music for 2.5 to 3 hours per week — That's enough AI music to last the run time of “Avatar.” — Video may have killed the radio star, but AI is starting to dance on its grave.

Fransiska Nangoy / Reuters:

Indonesia temporarily blocks Grok due to the risk of AI-generated pornographic content, becoming the first country to deny access to the AI tool — Indonesia temporarily blocked Elon Musk's Grok chatbot on Saturday due to the risk of AI-generated pornographic content, becoming the first country to deny access to the AI tool.

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

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

We released a Agent TARS Bet…

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

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

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

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

A minimal and customizable Docker image running the Android emulator as a service.

Current version: 1.1.0📋 Table of contents🔖 FeaturesMinimal Alpine based image bundled with the Android emulator and KVM support.

🔰 DescriptionThe focus of this project is to provide a size-optimized Docker image bundled with the minimal amount of software required to expose a fully functionning Android emulator that's remotely controllable over the network.

You can build this image without the Android SDK and without the Android emulator to make the image smaller.

Variant Uncompressed Compressed API 33 + Emulator 5.84 GB 1.97 GB API 32 + Emulator 5.89 GB 1.93 GB API 28 + Emulator 4.29 GB 1.46 GB Without SDK a…

Useful Links What are DNS records?

The DNS Security Extensions (DNSSEC) secures DNS lookups by signing your DNS records using public keys, so browsers can detect if the response has been tampered with.

Also fires off a rudimentary check to see if the DNS server supports DoH, and weather it's vulnerable to DNS cache poisoning.

Useful Links URLHausPhishTankTLS Cipher Suites Description These are combinations of cryptographic algorithms used by the server to establish a secure connection.

Useful Links

Every Codex model.

Every model."

This plugin keeps the setup minimal while giving you full GPT‑5.x + Codex access via ChatGPT OAuth.

┌─────────────────────────────────────────────────────────┐ │ │ │ ChatGPT OAuth → Codex backend → OpenCode │ │ One command install, full model presets, done.

✅ FeaturesChatGPT Plus/Pro OAuth authentication (official flow)22 model presets across GPT‑5.2 / GPT‑5.2 Codex / GPT‑5.1 familiesVariant system support (v1.0.210+) + legacy presetsMultimodal input enabled for all modelsUsage‑aware errors + automatic token refresh📚 DocsGetting Started: docs/getting-started.mdConfiguration: docs/configuration.mdTroubleshooting: docs/troubleshooting.mdArchitecture: docs/deve…

AI-optimized PostgreSQL expertise for coding assistantspg-aiguide helps AI coding tools write dramatically better PostgreSQL code.

AI coding tools often generate Postgres code that is:outdatedmissing constraints and indexesunaware of modern PG featuresinconsistent with real-world best practicespg-aiguide fixes that by giving AI agents deep, versioned PostgreSQL knowledge and proven patterns.

See the differencehow-to-train-your-agent.mp4Video Transcript Prompt given to Claude Code: Please describe the schema you would create for an e-commerce website two times, first with the tiger mcp server disabled, then with the tiger mcp server enabled.

You are given a task to generate a Postgres schema…

Open Data Platform by OpenBB (ODP) is the open-source toolset that helps data engineers integrate proprietary, licensed, and public data sources into downstream applications like AI copilots and research dashboards.

to_dataframe ()Data integrations available can be found here: https://docs.openbb.co/python/referenceOpenBB WorkspaceWhile the Open Data Platform provides the open-source data integration foundation, OpenBB Workspace offers the enterprise UI for analysts to visualize datasets and leverage AI agents.

AI Agents integration:You can learn more about adding AI agents to the OpenBB workspace from this open source repository.

Integrating Open Data Platform to the OpenBB WorkspaceConnec…

The open source AI coding agent.

ContributingIf you're interested in contributing to OpenCode, please read our contributing docs before submitting a pull request.

Although we recommend the models we provide through OpenCode Zen; OpenCode can be used with Claude, OpenAI, Google or even local models.

As models evolve the gaps between them will close and pricing will drop so being provider-agnostic is important.

This for example can allow OpenCode to run on your computer, while you can drive it remotely from a mobile app.

bash <( curl -sSL http://install.nocodb.com/noco.sh ) <( mktemp )Auto-upstall does the following: 🕊🐳 Automatically installs all pre-requisites like docker, docker-compose🚀 Automatically installs NocoDB with PostgreSQL, Redis, Minio, Traefik gateway using Docker Compose.

🐘 🗄️ 🌐🔄 Automatically upgrades NocoDB to the latest version when you run the command again.

You can use a token (either JWT or Social Auth) to sign your requests for authorization to NocoDB.

However, we are way off working at similar speeds on databases which are way more powerful tools when it comes to computing.

Our MissionOur mission is to provide the most powerful no-code interface for databases that is open source to ev…

A full-featured version with better customization and English content support will be released later.

DevelopmentNote Requires Node.js >= 20corepack enable pnpm i pnpm devAdding Data SourcesRefer to shared/sources and server/sources directories.

RoadmapAdd multi-language support (English, Chinese, more to come).

(English, Chinese, more to come).

See CONTRIBUTING.md for detailed guidelines on how to contribute, especially for adding new data sources.

MemosAn open-source, self-hosted note-taking service.

Your thoughts, your data, your control — no tracking, no ads, no subscription fees.

Privacy PolicyMemos is built with privacy as a core principle.

As a self-hosted application, all your data stays on your infrastructure.

There is no telemetry, no tracking, and no data collection.

: Runs the browser locally using Playwright.

Ensure the proper Browserbase environment variables are set: BROWSERBASE_API_KEY and BROWSERBASE_PROJECT_ID .

python main.py --query= " Go to Google and type 'Hello World' into the search bar " --env= " browserbase "Agent CLIThe main.py script is the command-line interface (CLI) for running the browser agent.

Command-Line ArgumentsArgument Description Required Default Supported Environment(s) --query The natural language query for the browser agent to execute.

Yes (when using the browserbase environment) BROWSERBASE_PROJECT_ID Your Project ID for Browserbase.

Get Spotify tracks in true FLAC from Tidal, Qobuz & Amazon Music — no account required.

ScreenshotOther projectsMobile port of SpotiFLAC for Android & iOS — maintained by @zarzetGet Spotify tracks in MP3 and FLAC via the spotidownloader.com APIDisclaimerThis project is for educational and private use only.

SpotiFLAC is a third-party tool and is not affiliated with, endorsed by, or connected to Spotify, Tidal, Qobuz, Amazon Music, or any other streaming service.

You are solely responsible for:Ensuring your use of this software complies with your local laws.

The author assumes no liability for any bans, damages, or legal issues arising from its use.

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"This is a musical ear training game where you listen to melodies and play them back by ear."

The First Amendment protects your right to assemble and express your views through protest.

However, police and other government officials are allowed to place certain narrow restrictions on the exercise of speech rights.

Make sure you’re prepared by brushing up on your rights before heading out into the streets.

Rules of ThumbFor many bean recipes, it is not necessary to measure out a precise quantity of beans.

A chili recipe would likely be just as good whether made with 1 cup of beans, or 3/4 cup, or even 1 ½ cup.

The same lentil soup recipe could be made with either 80g, 100g, or 130g of lentils and all you need to adjust is the salt level.

For imprecise recipes like these, you can use the following quick-and-dirty rules of thumb for beans conversion:1 can of beans, drained = 1½ cups cooked beans = 1/2 cup of dried beans1 lb of dried beans = 2.5 to 3 lbs of cooked beans1 lb of dried beans = 6 cups of cooked beans1 15oz can of beans weighs roughly 10oz once drained of excess liquidHowever, for so…

The main problem with Oh My Zsh is that it adds a lot of unnecessary bloat that affects shell startup time.

The very old way of doing this in Oh My Zsh was to use plugins and custom themes.

Here is my config for starship:[aws] disabled = true [package] disabled = true [gcloud] disabled = true [azure] disabled = true [nodejs] disabled = true [character] success_symbol = '[➜](bold green)' [cmd_duration] min_time = 500 format = 'underwent [$duration](bold yellow)' [directory] truncation_length = 255 truncate_to_repo = false use_logical_path = falseBecause cloud services are available globally, I've disabled them.

To enable it, add the following line to your .zshrc :eval " $( starship init zsh …

That’s a much smaller target than ‘fun’, so you’re gonna need testing even more than I do.

The second one heavily depends on making the game good, which you’re gonna spend 90% of your time on.

It seems to be rooted in the idea that increasing the game’s price increases the developer’s profit margin – it doesn’t.

A million complex factors go into it, but you don’t need to know what they are.

But does making a good game guarantee a hit?

It never ceased to amaze me even then, that the kindness of strangers could be so dependable.

I lost track of the number of acts of kindness aimed at me, but they arrived as dependably as my daily hitchhiking miracle.

It’s a move away from whether we will be helped, to how: how will the miracle unfold today?

Who will the universe send today to carry away my gift of trust and helplessness?

To receive the gift requires the same humble position a hitchhiker gets into when he stands shivering on the side of the empty highway, cardboard sign flapping in the cold wind, and says, “How will the miracle happen today?”

PageList is a doubly-linked list of memory pages that store the terminal content (characters, styles, hyperlinks, etc.).

mmap isn't particularly fast, so to avoid constant syscalls, we use a memory pool.

when outputting large amounts of data quickly), and allocating and freeing memory pages is expensive, even with the pool.

The goal of our design and optimizations is that standard pages are the common case and provide a fast-path.

ConclusionThis was the largest known memory leak in Ghostty to date, and the only reported leak that has been confirmed by more than a single user.

Your access has been blocked.

Our site’s security protections triggered a block.

If you think this was in error, email us at [email protected].

Please include how you got to this webpage and the Cloudflare Ray ID located at the bottom of the page.

Cloudflare Ray ID: 9bc2e2151b3cdc84Back to The Atlantic

The VulnerabilityThe exposed credential was an organization-wide ArcGIS API key tied directly to Flock Safety's ArcGIS mapping environment.

November 13, 2025 — Initial disclosure sent to Flock Safety security team— Initial disclosure sent to Flock Safety security team November 14, 2025 — First follow-up requesting confirmation of receipt— First follow-up requesting confirmation of receipt November 19, 2025 — Second follow-up; Flock Safety finally acknowledges receipt— Second follow-up; Flock Safety finally acknowledges receipt January 7, 2026 — Vulnerability remains unpatched (55+ days)I am withholding specific technical details to prevent exploitation while the vulnerability remains unpatc…

Granular billing : : :Sprites come up fast, have a bunch of CPU and RAM available, and run as long as they need to.

You pay only for the resources you use.

For example, as I’m writing this right now, if I want to put a big headline on this page, I can just type #How Markdown Took Over the World and the right thing will happen.

And some of the repositories on GitHub consist of nothing but massive collections of Markdown files.

As a result, there are now billions of Markdown files lying around on hard drives around the world.

Your kid’s Nintendo Switch has Markdown files on it.

And all of it — all of it — is controlled through Markdown files.

AgentsLLM problems observed in humansWhile some are still discussing why computers will never be able to pass the Turing test, I find myself repeatedly facing the idea that as the models improve and humans don’t, the bar for the test gets raised and eventually humans won’t pass the test themselves.

Here’s a list of what used to be LLM failure modes but that are now more commonly observed when talking to people.

Failure to generalizeBy this point, it’s possible to explain what happens in a given situation, and watch the model apply the lessons learned to a similar situation.

In other words, models threaten to sever me not only from other flawed humans, but from my own “slow” thin…

[*]OpenCode does not store any of your code or context data, so that it can operate in privacy sensitive environments.

Learn more about privacy.

After this 5-minute setup guide, you'll be able to "doom code" anywhere you have Internet connection.

New niche bug: If you're using a closed laptop to doom code, do not connect that laptop to a monitor.

I've recently changed my setup from displaying my doom coding laptop 24/7 to connecting the doom code laptop display to a backup HDMI port I can switch too.

Despite setting the doom code laptop to never sleep, it would still disconnect from tailscale after 10 minutes.

Issue was resolved by disconnecting the doom code laptop from the monitor.

Depot – 10x faster builds?

Build faster.

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

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

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

Changelog News!

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

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

Depot – 10x faster builds?

Build faster.

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

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

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

Depot – 10x faster builds?

Build faster.

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

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

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

Changelog News!

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

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

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

Depot – 10x faster builds?

Build faster.

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

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

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

Depot – 10x faster builds?

Build faster.

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

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

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Depot – 10x faster builds?

Build faster.

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

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

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

Depot – 10x faster builds?

Build faster.

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

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.

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

Augment provides relevant, contextualized code right in your IDE or Slack.

It transforms scattered knowledge into code or answers, eliminating time spent searching docs or interrupting teammates.

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

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

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

They're just like AirTags but for Android users.

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

You might be surprised to learn how many 'vampire devices' could be in your home, silently draining power.

We also refreshed our FAQs and provided more information on the state of security key security in 2026.

Also: Hands on with Google's new Titan Security Keys - and why they still have their place Titan security keys are compatible with Google's Advanced Protection Program.

Google Titan security key features: FIDO-certified security key | USB-A/NFC, USB-C/NFC | Supports 250 passkeys | Multi-platform | Works with Google's Advanced Protection Program Pros High security standardsUSB-C adapter includedAffordable Cons No biometricsBulky Google Titan security key The best key for Google services The Google Titan security key line, which supports up to 250 passkeys, is an affordable way to bolster y…

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.

These over-ear headphones feature a 40mm dynamic driver made in partnership with KEF, Spatial Audio playback, ANC, and more.

You'll have to really admire the design and customizability of the headphones to make the most of them.

Nothing's first over-ear headphones are as ambitious, polarizing, and divisive a product as you'd expect from the brand.

ZDNET's buying adviceThat's to say, Nothing's first pair of over-ear headphones, the Headphones 1, have a lot going for them.

At its price point, these are the headphones ZDNET recommends to most people.

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.

About three-quarters of iPhones and iPads were still on iOS 18 at the end of 2025, with iOS 26 barely cracking a 10% share.

In other words, most people haven't bothered updating to iOS 26 yet.

Also: The iPhone's call screening makes updating to iOS 26 worth itHowever, there's another data source worth considering: TelemetryDeck.

This same person said they regret updating to iOS 26 and still see plenty of iPhones "in the wild" running iOS 18.

Several others described a "buggy mess" since updating to iOS 26, with one user specifically mentioning issues like "keyboard lag spikes."

The free, Chromium-based, AppEsteem-certified web browser has partnered with 4ocean to help clean up ocean plastic and trash as you surf the web.

Help create a movie-goer's experience at home with a 98-inch TV. We've tested the latest and best from brands like Hisense, TCL, and Sony.

ZDNET's key takeawaysThe RingConn Gen 3 is coming soon.

Attention smart ring obsessives: we're getting another RingConn smart ring very soon.

RingConn unveiled the RingConn Gen 3 smart ring at CES 2026, and the new ring offers up some fun upgrades from the second-gen lineup.

Smart vibrationOne feature that is slowly but surely making its way into all smart rings is the smart vibration feature.

Like some of the other details of the RingConn Gen 3, the price of the smart ring is unknown at this time.

After a decade testing PCs, routers, and home networks, I know what causes slow speeds and can help you optimize your internet connection.

Your router's USB port is convenient, but its unreliability makes it susceptible to a potential security risk.

Also: How to upgrade your 'incompatible' Windows 10 PC to Windows 11 for free - todayHowever, there are times when you may want to disable Windows Security.

Lance Whitney/ZDNETOne common reason someone might want to disable Windows Security is to install third-party software that the suite blocks.

In fact, Microsoft gives IT professionals the option to permanently disable Windows Security across multiple versions of Windows Server.

How to temporarily disable Windows SecurityCesar Cadenas/ZDNETLaunch the Windows Security app via the search bar.

How to permanently disable Windows SecurityThe process of permanently disabling Windows Security depends on whether you're running Windows 11 Home or…

Lenovo LOQ 15AHP10 ZDNET's key takeaways The Lenovo LOQ 15AHP10 is currently available for $1,000, with prices varying by configuration.

Also: The best Lenovo laptops of 2026: Expert tested and reviewedTo keep costs down, Lenovo made some compromises.

A modest lookCompared to your typical gaming laptop, the Lenovo LOQ 15AHP10 has a surprisingly subdued design.

Also: This Lenovo laptop is one of my favorite work devices from last yearAnother drawback of the Lenovo LOQ is the display.

ZDNET's buying adviceAt the time of this writing, the Lenovo LOQ 15AHP10 is currently on sale at the company's website with prices starting at $800.

Motional says it will launch a driverless robotaxi service in Las Vegas before the end of 2026.

Sergey Brin and Larry Page appear to be pulling back from the state where they co-founded Google.

Instagram says that although some users received suspicious-looking password reset requests, it has not been breached.

This follows an investigation by the Guardian that found Google AI Overviews offering misleading information in response to some health-related queries.

Small modular reactor startups are betting that mass manufacturing will help them bring costs down. But are they underestimating the challenge?

The partnership will grow Wing's drone delivery service to more than 270 Walmart stores by 2027.

Google said that merchants can now offer discounts to users directly in AI mode results

The Federal Communications Commission has given SpaceX approval to launch another 7,500 of its second generation Starlink satellites.

An intellectual property lawyer says OpenAI is "putting itself at great risk" with this approach.

Indonesian officials said Saturday that they are temporarily blocking access to xAI’s chatbot Grok.

If the robots don't always give a totally accurate representation of where commercial deployment is at the moment, they do give visitors a peek at where their parent companies might be headed.

A former SandboxAQ executive filed a wrongful termination lawsuit filled with shocking allegations. The company is fighting back, hard.

Ozlo Sleepbuds are going to have a big year, with new products, AI features, and more.

Two smaller companies, Oklo and TerraPower, along with Vistra, a large energy company, just signed agreements with Meta.

Elon Musk's AI company has restricted Grok's controversial AI image-generation feature to only paying subscribers on X, after the tool invited heated criticism from across the world for letting users generate sexualized images of women and children.

An anonymous reader shared this report from CNET: Finland-based IXI Eyewear has raised more than $40 million from investors, including Amazon, to build glasses with adaptive lenses that could dynamically autofocus based on where the person wearing them is looking. In late 2025, the company said it had developed a glasses prototype that weighs just 22 grams. It includes embedded sensors aimed at the wearer's eyes and liquid crystal lenses that respond accordingly. According to the company, the autofocus is "powered by technology hidden within the frame that tracks eye movements and adjusts focus instantly — whether you're looking near or far..." iXI told CNN in a story published on Tuesday t…

Nvidia CEO Jensen Huang "said one of his biggest takeaways from 2025 was 'the battle of narratives' over the future of AI development between those who see doom on the horizon and the optimists," reports Business Insider. Huang did acknowledge that "it's too simplistic" to entirely dismiss either side (on a recent episode of the "No Priors" podcast). But "I think we've done a lot of damage with very well-respected people who have painted a doomer narrative, end of the world narrative, science fiction narrative." "It's not helpful to people. It's not helpful to the industry. It's not helpful to society. It's not helpful to the governments..." [H]e cited concerns about "regulatory capture," a…

"The clock is ticking" on the Hubble Space Telescope, writes the space news site Daily Galaxy, citing estimates from the unofficial "Hubble Reentry Tracker" site (which uses orbital data from the site space-track.org, created by tech integrator SAIC): While Hubble was initially launched into low Earth orbit at an altitude of around 360 miles, it has since descended to approximately 326 miles, and it continues to fall... "The solar flux levels are currently longer in duration and more elevated than previously anticipated, resulting in an earlier reentry forecast for the Hubble Space Telescope if no reboost mission is conducted," Hubble Reentry Trackersays the Hubble Reentry Tracker... ["Hubb…

Alphabet-owned Wing "is expanding its drone delivery service to an additional 150 Walmart stores across the U.S.," reports Axios: [T]he future is already here if you live in Dallas — where some Walmart customers order delivery by Wing three times a week. By the end of 2026, some 40 million Americans, or about 12 percent of the U.S. population, will be able to take advantage of the convenience, the companies claim... Once the items are picked and packed in a small cardboard basket, they are loaded onto a drone inside a fenced area in the Walmart parking lot. Drones fly autonomously to the designated address, with human pilots monitoring each flight from a central operations hub.... For now, …

Gentoo Linux posted its 2025 project retrospective this week. Some interesting details: Mostly because of the continuous attempts to force Copilot usage for our repositories, Gentoo currently considers and plans the migration of our repository mirrors and pull request contributions to Codeberg. Codeberg is a site based on Forgejo, maintained by a non-profit organization, and located in Berlin, Germany. Gentoo continues to host its own primary git, bugs, etc infrastructure and has no plans to change that... We now publish weekly Gentoo images for Windows Subsystem for Linux (WSL), based on the amd64 stages, see our mirrors. While these images are not present in the Microsoft store yet, that'…

An anonymous reader shared this report from Engadget: If you received a bunch of password reset requests from Instagram recently, you're not alone. As reported by Malwarebytes, an antivirus software company, there was a data breach revealing the "sensitive information" of 17.5 million Instagram users. Malwarebytes added that the leak included Instagram usernames, physical addresses, phone numbers, email addresses and more. The company added that the "data is available for sale on the dark web and can be abused by cybercriminals." Malwarebytes noted in an email to its customers that it discovered the breach during its routine dark web scan and that it's tied to a potential incident related t…

"China recently placed a supercritical carbon dioxide power generator into commercial operation," writes CleanTechnica, "and the announcement was widely framed as a technological breakthrough." The system, referred to as Chaotan One, is installed at a steel plant in Guizhou province in mountainous southwest China and is designed to recover industrial waste heat and convert it into electricity. Each unit is reported to be rated at roughly 15 MW, with public statements describing configurations totaling around 30 MW. Claimed efficiency improvements range from 20% to more than 30% higher heat to power conversion compared with conventional steam based waste heat recovery systems. These are big …

Remember that re-discovered computer tape with one of the earliest versions of Unix from the early 1970s? This week several local news outlets in Utah reported on the find, with KSL creating a video report with shots of the tape arriving at Silicon Valley's Computer History Museum, the closet where it was found, and even its handwritten label. The Salt Lake Tribune reports that the closet where it was found also contained "old cords from unknown sources and mountains of papers that had been dumped from a former professor's file cabinet, including old drawings from his kids and saved plane ticket stubs." (Their report also includes a photo of the University of Utah team that found the tape —…

Scifi author/tech activist Cory Doctorow has decried the "enshittification" of our technologies to extract more profit. But Saturday he also described what could be "the beginning of the end for enshittification" in a new article for the Guardian — "our chance to make tech good again". There is only one reason the world isn't bursting with wildly profitable products and projects that disenshittify the US's defective products: its (former) trading partners were bullied into passing an "anti-circumvention" law that bans the kind of reverse-engineering that is the necessary prelude to modifying an existing product to make it work better for its users (at the expense of its manufacturer)... Pos…

For a quarter century, the TIOBE Index has attempted to rank the popularity of programming languages by the number of search engine results they bring up — and this week they had an announcement. Over the last year the language showing the largest increase in its share of TIOBE's results was C#. TIOBE founder/CEO Paul Jansen looks back at how C++ evolved: From a language-design perspective, C# has often been an early adopter of new trends among mainstream languages. At the same time, it successfully made two major paradigm shifts: from Windows-only to cross-platform, and from Microsoft-owned to open source. C# has consistently evolved at the right moment. For many years now, there has been …

"We will make the new ð algorithm...open source in 7 days," Elon Musk posted Saturday on X.com. Musk says this is "including all code used to determine what organic and advertising posts are recommended to users," and "This will be repeated every 4 weeks, with comprehensive developer notes, to help you understand what changed." Some context from Engadget: Musk has been making promises of open-sourcing the algorithm since his takeover of Twitter, and in 2023 published the code for the site's "For You" feed on GitHub. But the code wasn't all that revealing, leaving out key details, according to analyses at the time. And it hasn't been kept up to date. Bloomberg also reported on Saturday's ann…

An R&D lab under America's Energy Department annnounced this week that "Neuromorphic computers, inspired by the architecture of the human brain, are proving surprisingly adept at solving complex mathematical problems that underpin scientific and engineering challenges." Phys.org publishes the announcement from Sandia National Lab: In a paper published in Nature Machine Intelligence, Sandia National Laboratories computational neuroscientists Brad Theilman and Brad Aimone describe a novel algorithm that enables neuromorphic hardware to tackle partial differential equations, or PDEs — the mathematical foundation for modeling phenomena such as fluid dynamics, electromagnetic fields and structur…

Is there a trend? This week four different articles appeared on various tech-news sites with an author bragging about switching to Linux. "Greetings from the year of Linux on my desktop," quipped the Verge's senior reviews editor, who finally "got fed up and said screw it, I'm installing Linux. They switched to CachyOS — just like this writer for the videogame magazine Escapist: I've had a fantastic time gaming on Linux. Valve's Windows-to-Linux translation layer, Proton, and even CachyOS' bundled fork have been working just fine. Of course, it's not perfect, and there's been a couple of instances where I've had to problem-solve something, but most of the time, any issues gaming on Linux ha…

A founder of Twitter and a founder of Pinterest are now working on

"social media for people who hate social media," writes a Washington Post columnist. "When I heard that this platform would harness AI to help us live more meaningful lives, I wanted to know more..." Their bid for redemption is West Co. — the Workshop for Emotional and Spiritual Technology Corporation — and the platform they're testing is called Tangle, a "purpose discovery tool" that uses AI to help users define their life purposes, then encourages them to set intentions toward achieving those purposes, reminds them periodically and builds a community of supporters to encourage steps toward meeting those intentions. "A lot …

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Last night was a Boston Python project night where I

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

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

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

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

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

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

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

Last night was a Boston Python project night where I

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

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

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

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

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

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

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

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

This post continues where Hobby Hilbert Simplex left

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

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

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

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

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

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

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

This post continues where Hobby Hilbert Simplex left

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

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

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

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

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

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

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

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

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

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

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

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

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

aBe on Mastodon:

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

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

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

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

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

aBe on Mastodon:

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

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

I see new learners asking about “DSA” a lot. Data Structures and Algorithms

are of course important: considered broadly, they are the two ingredients that

make up all programs. But in my opinion, “DSA” as an abstract field of study

is over-emphasized.I understand why people focus on DSA: it’s a concrete thing to learn about,

there are web sites devoted to testing you on it, and most importantly, because

job interviews often involve DSA coding questions.Before I get to other opinions, let me make clear that anything you can do to

help you get a job is a good thing to do. If grinding

leetcode will land you a position, then do it.But I hope companies hiring entry-level engineers aren’t asking …

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Stop Alt-Tabbing. The fastest way to find memes. Discussion | Link

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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.

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The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Jan. 01-09) appeared first on EU-Startups.

Berlin-based PropTech startup vivanta has successfully completed its Seed financing round, raising €2.5 million to develop a new generation of property management based on its own automation platform. The round is led by a Hamburg-based family office focused on mezzanine investments and its own real estate developments, which will support vivanta as a strategic partner in […]

The post vivanta completes €2.5 million round to expand automated property management across Germany appeared first on EU-Startups.

Tucuvi, a Madrid-based HealthTech company innovating certified voice AI, raised €17 million ($20 million) in Series A funding to accelerate the adoption of its AI-based care management platform in healthcare systems. The round was led by Cathay Innovation and Kfund, through its early-growth fund Leadwind, with participation from existing investors Frontline Ventures, Seaya Ventures, and […]

The post Spain’s HealthTech startup Tucuvi raises €17 million to scale LOLA voice AI, reporting up to 80% automation in nursing follow-up appeared first on EU-Startups.

This week, we took a closer look at the Bulgarian startup ecosystem. Over the past few years, Bulgaria has slightly strengthened its position as a rising tech hub in Southeast Europe, supported by strong technical universities, an active community of accelerators and venture funds, and a growing pool of international talent choosing Sofia as their […]

The post Bulgaria’s rising stars: 10 promising Bulgarian startups to watch in 2026 and beyond appeared first on EU-Startups.

As Europe’s startup ecosystem accelerates toward an AI-driven future, a new program is stepping in to empower first-time founders and bridge the gap between idea and paying customers. LeapX, a market-driven accelerator founded by Leap2Peak (Estonia/Tallinn) and Entrepreneurs for Global Change (USA/New York), has officially opened applications for its inaugural cohort. This five-week hybrid bootcamp […]

The post LeapX: A new AI bootcamp helping Europe’s early-stage founders go from idea to customers in just five weeks (Sponsored) appeared first on EU-Startups.

Paris-based Equitable Earth (formerly ERS), a provider of certification for nature-based carbon projects, has closed a €12.6 million Series A funding round to accelerate the expansion of its certification programme. The round was led by a US-based family office and supported by existing investors, including AENU, noa and Localglobe, bringing the total funding to over […]

The post Paris-based Equitable Earth secures €12.6 million to become the global standard for nature-based carbon projects appeared first on EU-Startups.

Bordeaux and Tours-based FineHeart, a clinical-stage medical device company developing technologies in the cardiovascular space, today announced the completion of a €35 million first closing of its Series C financing round. This first close brings together investors, including Groupe Pasteur Mutualité and Groupe Etchart, alongside significant participation from the European Innovation Council (EIC)’s EIB fund. […]

The post French MedTech FineHeart raises €83 million in private capital and EU grants to fight advanced heart failure appeared first on EU-Startups.

The digital data landscape has transformed dramatically over the past two decades, becoming a cornerstone for decision-making in business, journalism, and research. Companies that collect, analyse, and present data effectively are now at the forefront of innovation, shaping markets and influencing strategies worldwide. In this context, Friedrich Schwandt, Founder of Statista and CEO of ECDB, […]

The post From Statista to ECDB – Friedrich Schwandt on the Data Gold Rush appeared first on EU-Startups.

Engitix, a British BioTech company targeting the extracellular matrix (ECM) to develop transformative therapies for cancer and fibrosis, today announced the closing of a €21 million ($25 million) Series A extension financing. The financing was provided by Netherton Investments, a fund investing on behalf of Mike Platt, the co-founder and Managing Director of BlueCrest Capital […]

The post London’s Engitix secures €21 million extension to advance ECM-targeted cancer and fibrosis therapies appeared first on EU-Startups.

Once again, it is that time of the year when we begin our annual series highlighting some of the most promising startups from across Europe. Each edition takes a country-by-country look at the teams and technologies shaping the continent’s entrepreneurial landscape. For 2026, we are starting with Austria, opening the series with a closer look […]

The post 10 Austrian startups to keep an eye on in 2026 and beyond appeared first on EU-Startups.

Paris-based Spore.Bio, a BioTech startup developing AI-based microbiology testing technology, today announced that it has secured multi-million-dollar funding from the Google.Org Fund for AI in Science. Additionally, it has also launched Spore.Labs, an AI-native research division focused on tackling the critical challenges in public health. The Google.org AI for Science Fund is a multi-million-dollar initiative […]

The post French BioTech Spore.Bio secures multi-million-dollar Google.org funding and launches AI-native research unit appeared first on EU-Startups.

Cologne-based United Manufacturing Hub (UMH), an open-source industrial data management platform for modern factories, today announced a €5 million funding round to accelerate its mission to build the foundational data layer for global manufacturing. The round was led by KOMPAS VC, with participation from seed + speed Ventures, Sustainable Future Ventures, and Archimedes New Ventures. […]

The post Cologne’s United Manufacturing Hub raises €5 million to fix the data layer holding global manufacturing back appeared first on EU-Startups.

Barcelona-based pre-Seed manager 4Founders Capital today announced they will be taking a new step forward after surpassing €130 million in AUM with the launch of their first fund specialised in hotel real estate; 4Founders Capital Hospitality. The new vehicle will have an ​investment capacity of €60 million, a six-year duration, and has already received approval […]

The post 4Founders Capital launches €60 million Hospitality fund against backdrop of strong hotel investment flows in Spain appeared first on EU-Startups.

Dark Blue Therapeutics, a British discovery and development BioTech company innovating the next generation of precision oncology medicines, has been acquired by US-based global BioTech company Amgen, in a transaction valued at up to €718 million ($840 million). Dark Blue’s lead candidate DBT 3757 is a first-in-class therapy in IND-enabling studies for leukemia, with the […]

The post Amgen acquires Oxford-based Dark Blue in deal worth up to €718 million to advance leukemia programme appeared first on EU-Startups.

Biographica, a British AI startup innovating how the agricultural industry develops new crop varieties, today announced an €8 million (£7 million) funding round to accelerate the creation of climate-resilient, productive and nutritious crops – addressing global food security challenges driven by climate change, population growth, and limited natural resources. The round was led by Faber […]

The post Global food security concerns drive €8 million raise for London’s AgTech startup Biographica appeared first on EU-Startups.

This week, we tracked more than 35 tech funding deals worth over €407 million and 5 exits, M&A transactions, rumours, and related news storiesIn addition to this week's top financials, we've also indexed the most important/industry-related news items you need to know about.

If email is more your thing, you can always subscribe to our newsletter and receive a more robust version of this round-up delivered to your inbox.

Either way, let's get you up to speed.

💸 Notable and big funding rounds🇬🇧 E-commerce operating startup Swap raises $100M🇫🇷 FineHeart raises €35M in Series C first closing and receives €48M in grants🇩🇰 With €30M+ Series B, Bactolife prepares shift from R&D to commercial scale🫱…

Meanwhile, Europe’s startups are going to the last mile, showcasing innovative tech in the hope of catching the eye of investors, customers, retailers, and ecosystem partners.

SmartSailor links data from sensors and devices on board — such as batteries, bilge pumps, weather instruments, cameras and navigation instruments — into a unified view.

This lets owners see the status of key systems both locally and remotely, even when they’re not on the boat.

Willo (Finland)Willo is building truly wireless power delivery systems — a wireless power technology that aims to replace traditional power cables with over-the-air energy transmission.

Ai then designs a precise fitting crown in advance so it's…

Prior to Cyberette, Jakimenko worked in data security and compliance in banking.

Cyberette enables real-time detection of manipulated media, backed by media forensics insights and content authentication using C2PA standards and watermarking, supporting governments, media organisations, and enterprises.

Cyberette focuses on fraud detection rather than generic deepfake detection.

Built for real-time, high-stakes workflowsThe platform is designed specifically for investigative and monitoring workflows, using in-house AI models built from scratch and optimised for precise, real-time detection tasks.

Our APIs are designed for real-time detection.

A Spanish AI voice startup, which says its tech makes minor clinical decisions while on the call with patients, has raised $20m in a Series A funding round.Tucuvi was founded by Maria Gonzalez, its CE...

A UK AI financial crime fighting unicorn has reported a near 50 per cent uplift in revenues, helped by customer wins, while losses halved, according to its latest annual financial figures.

The financial figures for Quantexa also reveal new details regarding Quantexa's fundraising last year, which propelled it to a valuation of $2.6bn.

The filing also shows that Quantexa has ditched offering its “News Intelligence Platform” to new clients.

Losses were attributed to “strategic investments” including increasing the workforce, which grew from 673 to 772, and developing its infrastructure.

Quantexa added: "Quantexa's business outlook remains strong, with plans to expand further in core sectors s…

Medtech BrightHeart, a developer of solutions for prenatal ultrasound, today announced it has raised €11 million Series A financing round.

BrightHeart’s technology has been clinically validated to dramatically improve CHD detection (>96 per cent) while reducing diagnostic errors and improving efficiency.

This financing will support US commercialisation, expansion across Europe, and relentless product innovation, scaling the B-Right AI Platform to set a new global standard of care in prenatal ultrasound.

“This new round of funding empowers us to accelerate BrightHeart’s mission of making AI the new standard of care in prenatal ultrasound.

"By embedding advanced AI directly into ultrasound wo…

Lookiero Outfittery Group, a European online personal shopping company, has closed a €17 million funding round with participation from new investors including Ekarpen Private Equity and the Spanish Society for Technological Transformation (SETT), alongside existing investors Acurio Ventures, Perwyn, Bonsai Partners, and 10x Group.

Of the total investment, €7.25 million was contributed by SETT, an entity under Spain’s Ministry for Digital Transformation and the Civil Service.

Operating across 12 markets, the group combines proprietary technology, including advanced personalisation and recommendation models, with the expertise of an international team of personal shoppers to deliver tailored …

In December, total funding reached €4.5 billion, only slightly below November’s €4.6 billion.

December also saw shifts in both geography and sector focus.

Tech.eu’s Cate Lawrence commented on the December numbers within the European tech investment landscape in our December Tech.eu Pulse, a compact version of the monthly report:December’s data reflects a European tech ecosystem that is selective, more industrial in focus, and looking toward long-term resilience rather than short-term momentum.

For her more detailed review and more in-depth analyses of the European tech ecosystem, including industry and country performance, exit activities, and more, check out our December report.

Here are t…

Belgium-based Alice, an AI platform developed for lawyers and legal teams, has raised €1 million in pre-seed funding to support the development of its end-to-end legal casework solution.

The adoption of AI in legal practice is increasing, alongside concerns related to accuracy and reliability.

Alice is designed to address these challenges by integrating AI into professional legal workflows, with a focus on verification, traceability, and maintaining human oversight.

Launched in June 2025 by practising lawyers Jeroen Villé and Armin Wintein, together with CTO Joren Coulier, Alice develops an AI platform built around legal workflows, emphasising usability, verification, and professional accou…

Dutch-based medical device company ViCentra, which commercialises the Kaleido insulin patch pump system, has raised an additional $13 million as part of its Series D financing, bringing the total round to $98 million.

The funding includes new capital from ROM Utrecht Region and a consortium of Dutch investors, including Venturing Tech, alongside increased support from existing investor Innovation Industries.

ViCentra develops and manufactures Kaleido, a compact and discreet alternative to traditional insulin pumps designed to support diabetes management.

Kaleido is positioned as the smallest, lightest, and most precise insulin patch pump in its class, delivering automated insulin therapy th…

Industrial data management platform United Manufacturing Hub (UMH) has raised €5 million in funding to accelerate its mission of building the foundational data layer for global manufacturing.

UMH unifies industrial data into a real-time data hub, called Unified Namespace, replacing fragile point-to-point integrations with a scalable, interoperable structure.

"We're building the open-source data infrastructure layer that finally makes industrial data available in the quantity and quality it needs to be – ready for what comes next.

“Industrial AI will only scale once factories have a reliable, shared data foundation - and in manufacturing, that data lives on the factory’s shopfloor.

In digita…

CertHub raises €6.2M to transform MedTech compliance with AI-driven automation Munich-based medtech manufacturing compliance startup CertHub,has raised €6.2 million in investment in just two months.

70 per cent of manufacturers report significant struggles with regulatory burden, and implementing new medical regulatory requirements alone is estimated to cost the industry €12 billion.

Notified Bodies benefit from higher documentation quality, standardised formats, and faster review cycles.

“Our mission is to remove the regulatory bottlenecks that hold back medical innovation,” shared Leon Kobinger, co-founder and CEO of CertHub.

Long-term, CertHub aims to build the first shared compliance in…

London-headquartered e-commerce operating startup Swap has raised $100m in a Series C funding round.

The Series C follows around nine months after Swap’s Series B round, when it raised $40m led by Iconiq.

Founded in 2022, Swap provides a platform for e-commerce brands to manage their logistics.

Instead of brands relying on multiple providers for tasks like cross-border shipping, order tracking, returns, tax, and inventory forecasting, Swap provides them all in one operating system.

Swap has also been integrating artificial intelligence into its platform, in areas such as cross-border tax filing and return processing.

The round also included existing investors Chalfen Ventures, Entrepreneurs First, Nucleus Capital, Dhyan Ventures, Saras Capital, and Ventures Together.

Developing new crop traits such as drought tolerance, disease resistance, or improved nutrition typically takes more than a decade and requires significant investment, with gene identification representing the primary bottleneck.

Biographica is addressing this challenge by applying AI-driven discovery methods to support the development of next-generation crop traits.

The company also announced a new partnership with BASF | Nunhems to support the development of new crop varieties in the agricultural sector.

The new funding will support the e…

Bunq, the Dutch challenger bank which targets tech-savvy customers who live and work in multiple countries, has reapplied for a US banking licence, as it looks to target US metropolitan areas with its banking services.

The Dutch neobank, which has more than 20 million users in Europe, has filed for a US banking licence with the Office of the Comptroller of the Currency (OCC), which regulates US national banks.

In 2024, Bunq withdrew its application for a US banking licence, citing problems between the Dutch regulator, the OCC and the Federal Deposit Insurance Corp.

The new filing for a banking licence follows Bunq being granted a US broker-dealer licence last year, which it saw as a step to…

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 […]