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The most recent incremental $100 Billion revenue for Apple took only ~17k incremental employees.

Despite such over hiring, Alphabet fits the broader pattern: each incremental $100 Billion revenue took a noticeably fewer incremental employees!

So, it is likely that Walmart will add $300 Billion incremental revenue since 2015 with basically no incremental headcount!

This is what I mean by the great decoupling between labor and capital has been an ongoing theme for a while now.

If Reels can scale from $1 Billion revenue run rate to $50 Billion in just three years, perhaps I should be less cynical about OpenAI’s ability to go from $30 Billion revenue in 2026 to $200 Billion revenue in 2030.

Start Building Your Custom Chatbot TodayJoin developers and businesses creating intelligent chatbots with Syllabi.

Open-source, free, and ready to deploy everywhere.

Poking around in Android the other day I found this nugget in Carrier Config manager; a flag (KEY_INFLATE_SIGNAL_STRENGTH_BOOL) to always report the signal strength to the user as one bar higher than it really is.

It’s not documented in the Android docs, but it’s there in the source available for any operator to use.

Notably both AT&T and Verizon have this flag enabled on their networks, I’m not sure who was responsible for requesting this to be added to Android, nor could I find it in the git-blame , but we can see it in the CarrierConfig which contains all the network settings for each of these operators.

Operators are always claiming to have the biggest coverage or the best network, but …

July 19, 2021I ****ing hate ScienceI'm a big advocate of Empirical Software Engineering.

As much as I value empirical evidence, software research is also a train wreck where both trains were carrying napalm and tires.

If you're skimming dozens of papers, you're suddenly paying in the thousands just to learn "is planning good".

This is a newsletter, not a research paper, so I'll keep it all handwavey.

Common topics are software history, formal methods, the theory of software engineering, and silly research dives.

Comments

In a new first for the company, Amazon will begin blocking sideloaded apps on Fire TV devices that are determined to provide access to pirated content, according to The Sun.

This new app blocking marks the first time Amazon has actively restricted Fire TV users from accessing pirated content, primarily to aid copyright holders.

Earlier this year, Amazon blocked several Fire TV apps primarily used to view pirated content.

Users of piracy apps will first be notified, presumably through an on-device message, that the apps they are using are not permitted and will be removed.

This new piracy app blocking policy will affect both official apps from the Amazon Appstore, which Amazon has always kep…

New prompt injection papers: Agents Rule of Two and The Attacker Moves SecondTwo interesting new papers regarding LLM security and prompt injection came to my attention this weekend.

Agents Rule of Two: A Practical Approach to AI Agent SecurityThe first is Agents Rule of Two: A Practical Approach to AI Agent Security, published on October 31st on the Meta AI blog.

I’ve spent several years now trying to find clear ways to explain the risks of prompt injection attacks to developers who are building on top of LLMs.

The Agents Rule of Two neatly solves this, through the addition of “changing state” as a property to consider.

[...] Finally, we hope that our analysis here will increase the standa…

Parties are a public service, and the guests will (hopefully) pay you back for this by inviting you to parties of their own.

20) Let me repeat that: Parties are a public service, you’re doing people a favor by throwing them.

In the long term, whole new children may ultimately exist in the world because you bothered to throw a party.

Throwing parties is stressful for most people, but a great kindness to the community, so genuinely pat yourself on the back for doing this.

21) The biggest problem at many parties is an endless escalation of volume.

Garlic, alcohol, meat and even fasting can affect our body odour – and alter how appealing our scent is to others.

Each one of us has a unique scent profile, like a fingerprint.

Everything from our personality type – such as extroversion, dominance and neuroticism – to our mood and health affects the way we smell.

A significant influence on the way we smell is the food we eat.

Not only does this affect our overall aroma, but also how we are perceived, including how attractive we appear to others, according to a small but growing body of research.

FurtherAI (Series A, a16z + YC) is hiring Software Engineers, AI Engineers, and Forward-Deployed Engineers.

We're building AI Agents for the insurance industry and are already post-PMF with strong enterprise adoption.

Highlights:- $25M Series A led by Andreessen Horowitz (a16z) - > 10× revenue growth this year - Seed -> Series A in under a year - Small, talent-dense team - 6/15 are founders (incl.

4 YC founders) - Team backgrounds include staff engineers and researchers from Apple, Microsoft, AmazonLooking for strong engineers based in SF who want high ownership, fast shipping, and real impact.

If you/someone you know is interested, feel free to reach out directly to Sashank (CTO) - sg+hn@f…

But there was a time when they astound­ed even res­i­dents of one of the most cos­mopoli­tan cities in the world.

The inno­va­tion of the mov­ing side­walk demon­strat­ed at the Paris Expo­si­tion of 1900 (pre­vi­ous­ly seen here on Open Cul­ture when we fea­tured Lumière Broth­ers footage of that peri­od) com­mand­ed even Thomas Edis­on’s atten­tion.

White “had brought along a new pan­ning-head tri­pod that gave his films a new­found sense of free­dom and flow.

You can learn more about this first mov­ing walk­way and its suc­ces­sors, the one at the Paris Exhi­bi­tion includ­ed, from the Lit­tle Car video above.

His projects include the book The State­less City: a Walk through 21st-Cen­tu­…

The 2012 indictment targeting the Jabber Zeus crew named MrICQ as “John Doe #3,” and said this person handled incoming notifications of newly compromised victims.

Two sources familiar with the Jabber Zeus investigation said Rybtsov was arrested in Italy, although the exact date and circumstances of his arrest remain unclear.

Further searching on this address in Constella finds the same apartment building was shared by a business registered to Vyacheslav “Tank” Penchukov, the leader of the Jabber Zeus crew in Ukraine.

Nevertheless, the pilfered Jabber Zeus group chats provided the basis for dozens of stories published here about small businesses fighting their banks in court over six- and se…

"You Don't Need Kafka, Just Use Postgres" Considered HarmfulLooking to make it to the front page of HackerNews?

Then writing a post arguing that "Postgres is enough", or why "you don’t need Kafka at your scale" is a pretty failsafe way of achieving exactly that.

So what’s the argument of the "You Don’t Need Kafka, Just Use Postgres" posts?

Having a low data volume doesn’t necessarily imply that you do not want low latency.

Another problem of the "small scale" argument is that what’s a low data volume today may be a much bigger volume next week.

Comments

Not only that, Mr Murray says it is currently the only solar array in the country that delivers power directly to rail to move trains.

But engineers are working on new ways of implementing such technologies and completely different alternatives are also emerging, which could speed up electrification projects.

This is why he views solar panels as so useful in enabling railway electrification projects.

"This is the big one," says Mr Murray, explaining that his business is planning to bid for a contract.

This is because solar panels produce direct current (DC) electricity whereas overhead lines use alternating current (AC).

MTurk was built by two two-pizza teams at AWS over the course of a year and launched on Nov 2, 2005.

It took a few days for people to find it and catch on, but then things got busy.

At the time, AWS was about 100 people (when you were on call, you were on call for all of AWS), Amazon had just hit 10,000, S3 was still in private beta, and EC2 was a whitepaper.

What did you create with MTurk and the incredibly patient hard-working workforce behind it?

LISP-NOTES ON ITS PAST AND FUTURE-1980John McCarthyComputer Science DepartmentStanford UniversityStanford, CA [email protected]://www-formal.stanford.edu/jmc/JanFebMarAprMayJun JulAugSepOctNovDec , :< 10 0Abstract:LISP has survived for 21 years because it is an approximate local optimum in the space of programming languages.

However, it has accumulated some barnacles that should be scraped off, and some long-standing opportunities for improvement have been neglected.

It would benefit from some co-operative maintenance especially in creating and maintaining program libraries.

1999 note: This article was included in the 1980 Lisp conference held at Stanford.

Since it almost entirel…

Linux gamers on Steam as of the Steam Hardware & Software Survey for October 2025 have crossed over the elusive 3% mark.

The trend has been clear for sometime, and with Windows 10 ending support, it was quite likely this was going to be the time for it to happen as more people try out Linux.

Sadly, Valve have not given out a more recent monthly active user number but it's likely a few million higher, especially with the Steam Deck selling millions.

And with all the rumours and leaks surrounding the upcoming Steam Frame, which will hopefully be a SteamOS Linux powered VR kit, we could see the numbers just continue to jump higher.

Source: Valve

Born React Native GodotReact Native Godot allows embedding the Godot Engine into React Native applications.

cd example ./update_deps.sh yarn ios # or yarn androidYour first React Native Godot AppBorn React Native Godot is distributed on NPM.

Just follow these steps to add it to your React Native application:Update package.jsonyarn add @borndotcom/react-native-godotDownload the prebuilt LibGodot packagesThe LibGodot packages used by React Native Godot are not distributed on NPM.

Import React Native Godot in your App codeimport { RTNGodot , RTNGodotView , runOnGodotThread } from "@borndotcom/react-native-godot" ;Add the Godot View to your view, e.g.

Godot API UsageAfter importing React Native…

Reproducing the AWS Outage Race Condition with a Model CheckerOct 30, 2025AWS published a post-mortem about a recent outage [1].

The components of this system involved in the incident were the DNS Planner, DNS Enactor, and Amazon Route 53 service.

The DNS Planner creates DNS plans, and the DNS Enactors look for new DNS plans and apply them to the Amazon Route 53 service.

In our simplified model, we’ll run one DNS Planner process and two concurrent DNS Enactor processes.

To simulate the deletion of an active plan, the Enactor’s clean-up process checks whether current_plan equals the plan being deleted.

Comments

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This time in the OG tool git .

git bisect - Use binary search to find the commit that introduced a bug ref.

It took a while since each test run was time-consuming, but eventually, it pinpointed the precise commit that introduced the issue.

Here’s a small demo repository that shows how git bisect finds the first bad commit.

test_script.sh — used by git bisect run to return exit code 0 on success and non-zero on failure:#!/usr/bin/env bash set -e pytest -qExample commit history (chronological):Commit 1: Initial commit (good)Commit 2: Small refactor (still good)Commit 3: Bug introduced (bad)Commits 4..10: Non-functional edits / comments (remain bad)We can run git bisect like this:git bisect st…

Starting this month, parking lots in South Korea with more than 80 spaces will be required to install solar canopies and carports.

In addition to creating jobs and working to stabilize the local grid with more renewable energy, the proposed solar canopies will offer a number of practical, day-to-day benefits for Korean drivers, as well.

By utilizing idle land such as parking lots, we can maximize land use efficiency.

It could work hereSolar carport; by Standard Solar.

SOURCE | IMAGES: Asia Business Daily, via LinkedIn; Standard Solar.

"Why don't you use dependent types?"

But the best answer to the original question is simply this: I did use dependent types, for years.

As our group went on to formalise more and more advanced results, such as the Balog–Szemerédi–Gowers theorem, people stopped saying “you can’t formalise mathematics without dependent types” and switched to saying “dependent types give you nicer proofs”.

Now that dependent type theory has attained maturity and has an excellent tool in the form of Lean, shall I go back to dependent types?

Quite a few people have told me that the secret of dependent types is knowing when not to use them.

: The name of the Anki deck to export (must be in quotes if it contains spaces).

: Name of the Anki deck to process (must be in quotes if it contains spaces).

You can also explicitly specify it with --model "Japanese Model" if needed.

============================================================ Importing from notes-translated.yaml to deck: Japanese Core 1k Model: Japanese Model Key field: noteId ============================================================ ✓ Found 1000 rows in notes-translated.yaml.

English: {English} Japanese: {Japanese} Analysis: Explain which vocabulary items you chose and why they matter for an intermediate learner.

Writing FreeDOS Programs in Cby Jim Hall · Maxwell J. Peterson, Hanan C. Farah (eds.)

Teach yourself how to write programs with the C programming language.

We'll start with simple command line programs, and work our way up to writing a turn-based game.

Table of ContentsThis project was backed by Patreon supporters This web programming guide started out as a video series on YouTube, supported through Patreon.

Jim's PatreonPublished under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.

AST_NUMBER =( struct AST_NUMBER ){ 1 }}} AST_NUMBERAST_NUMBER ), } } });This is just C being C, isn’t it?

tag ) { asttag case AST_NUMBER : { AST_NUMBER struct AST_NUMBER data = ast .

tag ) { asttag case AST_NUMBER : { AST_NUMBER struct AST_NUMBER data = ast .

tag ) { asttag case AST_NUMBER : { AST_NUMBER struct AST_NUMBER data = ast .

right ); ast_emitdataright ( " pop rbx" ); emitf ( " mul rbx" ); emitf return ; } } }This code generator will be able to compile our expressions to snippets of assembly.

ForbiddenYou don't have permission to access this resource.

Apache/2.4.65 (Debian) Server at www.blog.montgomerie.net Port 443

This book is a journey through the design space and history of programming languages from the perspective of control structures: the language mechanisms that enable programs to control their execution flows.

Starting with the “goto” jumps of early programming languages and the emergence of structured programming in the 1960s, the book explores advanced control structures for imperative languages such as generators and coroutines, then develops alternate views of control in functional languages, first as continuations and their control operators, then as algebraic effects and effect handlers.

Blending history, code examples, and theory, the book offers an original, comparative perspective on…

On the Apple II there's a bit of a giveaway because when you sneakily switch to graphics mode, the color-killer circuit turns off so the text suddenly gets purple/green fringes.

The audio "Monster Splash" was a last-minute addition and nearly broke everything as I was trying to squeeze it in.

hgr8 demoThe code Woz zaps you with is my 8-byte hi-res demo for Apple II.

The plasma overlay was a happy accident when trying to make a double-hires plasma effect.

I was going to make a "proper" double-hires plasma but unpacking/repacking all the pixels sounded exhausting (and slow) and the alternative seems like it would have been an enormous amount of lookup tables.

ForbiddenYou don't have permission to access this resource.

Apache/2.4.65 (Debian) Server at www.humprog.org Port 443

Please wait a moment while we ensure the security of your connection.

Instead, we use a series of “levels”:Boolean : Type 0 Type n : Type (n + 1 ) (nSo far so good.

given a of type Type n , and b of type Type m , then a -> b has type Type (1 + max n m) .

We can recover our old identity function, of type Boolean -> Boolean , by applying this new identity function to the Boolean type:Boolean : Boolean -> Boolean identityOK, what next?

-- "refl Boolean True" is equal to "refl Boolean True" Equal True True ) (refl Boolean True ) (refl Boolean True ) : Equal (refl Boolean True ) (refl Boolean True ) refl () (refl) (refl(refl) (reflMost of this predates Homotopy Type Theory, so what are the points being made in the slides?

Equal (identity Boolean) (compose Boolean …

July 19, 2021I ****ing hate ScienceI'm a big advocate of Empirical Software Engineering.

As much as I value empirical evidence, software research is also a train wreck where both trains were carrying napalm and tires.

If you're skimming dozens of papers, you're suddenly paying in the thousands just to learn "is planning good".

This is a newsletter, not a research paper, so I'll keep it all handwavey.

Common topics are software history, formal methods, the theory of software engineering, and silly research dives.

you don't need anubisIn the past years, scrapers operated by LLM training companies have become more relentless.

But it seems like most users of Anubis don’t need DDoS protection - only protection agaist agressive LLM scrapers.

And if that’s your only usecase, you probably don’t need Anubis.

I think it has a use as a DDoS protection solution - it’s just extremely overused by people who don’t need it.

you don't need anubis by flexagoon is marked with CC0 1.0

It is not hard, but the issue is that odds are that you think you get it, whilst you actually dont.

Both these things apply to Nostr:A: The specific relay does not matter;B: The specific relay is all that matters.

2: every clients should work with any relay; any relay should work with any client.

All these questions lead us to it mattering a lot what the specific relay is.

Nostr does not magically make it not someone's computer, with the associated rights, responsibilities and privileges that come allong with it being their computer.

This document explains key decisions in the making of the Skeena Indigenous font family, from the inception of the design to its release under the Open Font License v1.1 as a focal point for engagement with indigenous language communities.

Not all these Greek-derived letters occur in indigenous orthographies, so only some are included in Skeena Indigenous.

The following details pertain to implementation that is particular to Skeena Indigenous and to support for indigenous language typography.

Some of these LangSys tags for indigenous languages or language groups are recent additions to the registry, prompted by the Skeena Indigenous research and development.

ConclusionThe Skeena Indigenous …

How can we do it in a Python application?

Meaning, I shouldn’t have to go to python.org and download Python to run the application.

Let me repeat: We need a Python interpreter for running a Python application.

Using Python Package Managers#Some applications may require a Python interpreter to be installed on the system.

I mean, you can have users try your application without installing a Python interpreter, or even without installing your application beforehand.

Bloomberg:

Sources: Pony AI plans to raise $863M in its November 6 Hong Kong IPO by selling 48.3M shares at ~$17.88 each, below its October 31 Nasdaq close at $18.68 — Pony AI Inc. is poised to raise HK$6.7 billion ($863 million) in its Hong Kong listing after telling prospective investors …

Jowi Morales / Tom's Hardware:

During an interview, Satya Nadella says Microsoft faces a power shortage, not a compute one, which could leave “chips sitting in inventory that I can't plug in” — 'I don't have warm shells to plug into' — When you purchase through links on our site, we may earn an affiliate commission.

Evelyn Cheng / CNBC:

Baidu says its Apollo Go robotaxi hit 250,000 weekly orders globally as of October 31, matching Waymo's 250,000 weekly paid US rides reported in April 2025 — BEIJING — As Baidu ramps up its robotaxi operations worldwide, fully driverless weekly rides as of Oct. 31 have now surpassed 250,000 orders …

Reuters:

At APEC, Xi Jinping proposed a World Artificial Intelligence Cooperation Organization for global AI regulation; state media says it could be based in Shanghai — Chinese President Xi Jinping took centrestage at a meeting of APEC leaders on Saturday to push a proposal for a global body …

Lauren Edmonds / Business Insider:

In a reply to Elon Musk's post of “you stole a non-profit”, Sam Altman says OpenAI's structure is needed to create “what should be the largest non-profit ever” — - Elon Musk and Sam Altman are throwing shade at each other on X. — On Sunday, Altman said Musk left OpenAI “for dead.”

Alexandra Alper / Reuters:

Trump says Nvidia's Blackwell chips would not be available to “other people”; Trump suggested in August he might allow sales of a scaled-down version to China — Nvidia's (NVDA.O) advanced Blackwell chip for artificial intelligence would not be available to “other people,” U.S. President Donald Trump said Sunday.

Angel Au-Yeung / Wall Street Journal:

A look at Palantir's four-month “Meritocracy Fellowship” for high school graduates, which offers a path to a job at Palantir without a university degree — Tech company offers 22 teens a chance to skip college for its fellowship, which includes a four-week seminar on Western civilization

Anthony Ha / TechCrunch:

Google says it has removed its AI model Gemma from AI Studio; in a letter to Google, Sen. Blackburn said it fabricated sexual misconduct allegations against her — Google says it has removed Gemma from its AI Studio after a U.S. senator accused the AI model of fabricating accusations of sexual misconduct against her.

Financial Times:

Job listings show AI groups like OpenAI, Anthropic, and Cohere have stepped up hiring for forward-deployed engineers to help businesses adopt their AI models — OpenAI, Anthropic and Cohere have stepped up hiring for specialists to help businesses adopt their AI models

James Shotter / Financial Times:

Israel unveils tax incentives to reverse tech brain drain that increased during the war in Gaza and tax breaks for investors in Israeli funds and tech firms — Measures aim to lure back high-skilled workers who moved abroad after 2023 war with Hamas — Israel has unveiled tax incentives …

Jackson Chen / Engadget:

An Italian law requiring porn sites, including Pornhub, YouPorn, and OnlyFans, to verify the ages of their users will go into effect on November 12 — The age verification process is required for every visit and will be done through “certified third parties.”

Tiffany Hsu / New York Times:

Online harassers are using AI tools to create more realistic death threats, posting hyper-realistic AI-generated images and sounds to social media platforms — Online harassers are generating images and sounds that simulate their victims in violent situations.

Nina Bambysheva / Forbes:

A profile of David Bailey, Trump's informal crypto advisor who organizes the Bitcoin Conference, as he seeks to turn a Utah health clinic into a bitcoin bank — Bitcoin Magazine publisher David Bailey believes he can turn a tiny Utah healthcare clinic into the Berkshire Hathaway of bitcoin.

Columbia Journalism Review:

AI browsers can bypass some paywalls; OpenAI's Atlas seems to avoid content from companies suing OpenAI, providing summaries or alternate reporting instead — OpenAI's Atlas and Perplexity's Comet present a new challenge for media companies that want to limit AI access.

Tamara Djurickovic / Tech.eu:

Copenhagen-based Formalize, whose compliance software serves organizations in 80+ countries, raised a €30M Series B co-led by Acton Capital and Blackfin Tech — The company supports thousands of SMEs in efficiently maintaining compliance with EU regulations and responding to regulatory changes.

Reuters:

Nexperia's China unit says it has “sufficient inventories” to sustain order fulfillment “through year-end and beyond”, after the parent suspended wafer supplies — Dutch chipmaker Nexperia's China unit said on Sunday that it had established “sufficient inventories …

Financial Times:

Analysis: sports volumes on Kalshi approach $1B a week, with open interest in sports contracts regularly above $100M, significantly higher than other categories — Open interest in Kalshi sports contracts has surged past any other category as lawsuits threaten operations

Anatoly Kurmanaev / New York Times:

How the Venezuelan government is using crypto and stablecoins like USDT to manage the downturn; Venezuela sells most of its oil to China and is paid in crypto — President Nicolás Maduro's opponents hope a new period of economic pain will finally topple his government.

Akash Sriram / Reuters:

Oxford Economics: the AI boom is lifting global trade, with ~60% of US data center capex spent on imported IT gear, mainly from Taiwan, South Korea, and Vietnam — - AI reshapes industries, boosts productivity across sectors — Nvidia surpasses $5 trillion market value, leading AI boom

George Steer / Financial Times:

Big Tech's dominance on the S&P 500 is becoming more extreme; the eight biggest tech stocks account for 60% of the gains since the market bottomed in April 2025 — In a week when Nvidia's value reached $5tn, investors in even the broadest index of global companies are now heavily exposed to the AI boom

Kenrick Cai / Reuters:

How Google Cloud has become one of Alphabet's fastest-growing businesses under Thomas Kurian, driven by investments in AI, data centers, custom chips, and more — - Google Cloud grew 34% in the third quarter on AI demand — Cloud is now challenging YouTube as Alphabet's No. 2 cash generator

Noam Scheiber / New York Times:

A profile of Aaron Greenspan, who has spent years on a crusade to expose what he believes are financial problems at Tesla and at big tech companies — In 2018, Aaron Greenspan was a 30-something tech entrepreneur wondering what he should do with the several million dollars in his pocket.

Austin Carr / Bloomberg:

Microsoft's AI tools still lag behind OpenAI's, as Microsoft struggles to create a cohesive AI experience and add new features by integrating OpenAI models — Welcome to Tech In Depth, our daily newsletter about the business of tech from Bloomberg's journalists around the world.

Business Insider:

Grokipedia content often closely mirrors Wikipedia except for some political topics but its use of AI makes it better than Wikipedia on obscure entries — - A lot of the non-political entries are just direct copies of Wikipedia. — But in certain cases, Grokipedia improved the Wikipedia page …

Hadriana Lowenkron / Bloomberg:

The White House says China has agreed to effectively end rare earth export controls issued in 2025 and 2022, and will also close probes of US chip companies — China will effectively suspend implementation of additional export controls on rare earth metals and terminate investigations targeting US companies …

@bg2pod:

Q&A with Sam Altman and Satya Nadella about the Microsoft-OpenAI partnership, OpenAI's restructuring and $100B revenue target for 2027, $3T AI buildout, more — BG2. All things AI w @sama & @satyanadella. A Halloween Special. 🎃🔥@bg2pod @altcap — (00:00) Intro (02:28) Microsoft's Investment in OpenAI (03:19) The Nonprofit Structure and Its Impact (05:46) Health, AI Security, and Resilience (07:50) Models, Exclusivity, and [video]

Baris Balci / Bloomberg:

Turkish state media reports that Faruk Fatih Ozer, the former CEO of failed crypto exchange Thodex, has been found dead in his prison cell — Faruk Fatih Ozer, the former chief executive of collapsed cryptocurrency exchange Thodex, has been found dead in his prison cell in the western Turkish city …

import os from typing import Literal from tavily import TavilyClient from deepagents import create_deep_agent tavily_client = TavilyClient ( api_key = os .

# Create the deep agent agent = create_deep_agent ( tools = [ internet_search ], system_prompt = research_instructions , ) # Invoke the agent result = agent .

chat_models import init_chat_model from deepagents import create_deep_agent model = init_chat_model ( "openai:gpt-4o" ) agent = create_deep_agent ( model = model , )Deep Agents come with a built-in system prompt.

import os from typing import Literal from tavily import TavilyClient from deepagents import create_deep_agent tavily_client = TavilyClient ( api_key = os .

tools import to…

Use Helm to:Find and use popular software packaged as Helm Charts to run in KubernetesShare your own applications as Helm ChartsCreate reproducible builds of your Kubernetes applicationsIntelligently manage your Kubernetes manifest filesManage releases of Helm packagesHelm in a HandbasketHelm is a tool that streamlines installing and managing Kubernetes applications.

Helm renders your templates and communicates with the Kubernetes APIHelm runs on your laptop, CI/CD, or wherever you want it to run.

If you want to use a package manager:Homebrew users can use brew install helm .. Chocolatey users can use choco install kubernetes-helm .. Winget users can use winget install Helm.Helm .. Scoop us…

Learn more · Join Discord · Demo · OpenMemory📄 Building Production-Ready AI Agents with Scalable Long-Term Memory →⚡ +26% Accuracy vs. OpenAI Memory • 🚀 91% Faster • 💰 90% Fewer Tokens🎉 mem0ai v1.0.0 is now available!

First step is to instantiate the memory:from openai import OpenAI from mem0 import Memory openai_client = OpenAI () memory = Memory () def chat_with_memories ( message : str , user_id : str = "default_user" ) -> str : # Retrieve relevant memories relevant_memories = memory .

search ( query = message , user_id = user_id , limit = 3 ) memories_str = "" .

create ( model = "gpt-4.1-nano-2025-04-14" , messages = messages ) assistant_response = response .

add ( messages , user_id = …

Think of it as an open alternative to cloud providers, like what Linux is to proprietary operating systems.

Ubicloud provides IaaS cloud features on bare metal providers, such as Hetzner, Leaseweb, and AWS Bare Metal.

Why use itPublic cloud providers like AWS, Azure, and Google Cloud have made life easier for start-ups and enterprises.

A control plane manages a data plane, where the data plane leverages open source software.

Control plane: Manages data plane services and resources.

Web Development for Beginners - A CurriculumLearn the fundamentals of web development with our 12-week comprehensive course by Microsoft Cloud Advocates.

Each of the 24 lessons dives into JavaScript, CSS, and HTML through hands-on projects like terrariums, browser extensions, and space games.

Our recommendation is to use Visual Studio Code as your editor, which also has a built-in Terminal.

You can download Visual Studio Code here.

🎓 You can take the first few lessons in this curriculum as a Learn Path on Microsoft Learn!

Getting Started • Getting Involved • Getting In TouchVision • Configuration • Monitoring • Security • PackageOpenTelemetry CollectorThe OpenTelemetry Collector offers a vendor-agnostic implementation on how to receive, process and export telemetry data.

CommunityThe OpenTelemetry Collector SIG is present at the #otel-collector channel on the CNCF Slack and meets once a week via video calls.

CompatibilityWhen used as a library, the OpenTelemetry Collector attempts to track the currently supported versions of Go, as defined by the Go team.

Support for Go versions on the OpenTelemetry Collector is updated as follows:The first release after the release of a new Go minor version N will add build…

Deutsch | Español | français | 日本語 | 한국어 | Português | Русский | 中文🌟 Awesome LLM AppsA curated collection of Awesome LLM apps built with RAG, AI Agents, Multi-agent Teams, MCP, Voice Agents, and more.

This repository features LLM apps that use models from OpenAI , Anthropic, Google, xAI and open-source models like Qwen or Llama that you can run locally on your computer.

🤔 Why Awesome LLM Apps?

🔥 Explore apps that combine LLMs from OpenAI, Anthropic, Gemini, and open-source alternatives with AI Agents, Agent Teams, MCP & RAG.

Star the repo now and be the first to know about new and exciting LLM apps with RAG and AI Agents.

English | 简体中文This is the repository for the Chatbox Community Edition, open-sourced under the GPLv3 license.

Download for DesktopDownload for iOS/AndroidFor more information: chatboxai.appChatbox (Community Edition)Your Ultimate AI Copilot on the Desktop.

Ergonomic UI & Dark Theme🌑 A user-friendly interface with a night mode option for reduced eye strain during extended use.

Access Anywhere with the Web Version🌐 Use the web application on any device with a browser, anywhere.

Now, it has become a very useful AI desktop application.

Presentation slides for developers 🧑‍💻👩‍💻👨‍💻Video Preview | DocumentationFeatures📝 Markdown-based - focus on content and use your favorite editor- focus on content and use your favorite editor 🧑‍💻 Developer Friendly - built-in code highlighting, live coding, etc.

- built-in code highlighting, live coding, etc.

🎨 Themable - theme can be shared and used with npm packages- theme can be shared and used with npm packages 🌈 Stylish - on-demand utilities via UnoCSS.

Drauu - Drawing and annotations supportKaTeX - LaTeX math rendering.

SponsorsThis project is made possible by all the sponsors supporting my work:LicenseMIT License © 2021 Anthony Fu

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

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

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

📚 DocumentationVisit Wren AI documentation to view the full documentation.

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

Convert a Single PDF:# Download a sample PDF curl -o olmocr-sample.pdf https://olmocr.allenai.org/papers/olmocr_3pg_sample.pdf # Convert it to markdown python -m olmocr.pipeline ./localworkspace --markdown --pdfs olmocr-sample.pdfConvert an Image file:python -m olmocr.pipeline ./localworkspace --markdown --pdfs random_page.pngConvert Multiple PDFs:python -m olmocr.pipeline ./localworkspace --markdown --pdfs tests/gnarly_pdfs/ * .pdfWith the addition of the --markdown flag, results will be stored as markdown files inside of ./localworkspace/markdown/ .

python -m olmocr.pipeline s3://my_s3_bucket/pdfworkspaces/exampleworkspaceIf you are at Ai2 and want to linearize millions of PDFs efficientl…

With you, AFFiNE AI pushes your creativity to the edge of your imagination, just like Canvas AI to generate mind map for brainstorming.

Check there to learn how to self-host AFFiNE.

One of the best places to get more info and learn more is in the AFFiNE Community where you can engage with other like-minded individuals.

Here, you’ll find the latest insights, tips, and guides on how to maximize your experience with AFFiNE and AFFiNE AI, the leading Canvas AI tool for flexible note-taking and creative organization.

For more information on how to self-host AFFiNE, please refer to our documentation.

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I’d argue that we now live in a world where it’s not just easier to get ramen profitable, but traditionally profitable – while also growing fast.

Once you're profitable, you stop worrying about survival and focus on what really matters: building something great.

The point is that you can be and are allowed to be profitable as a startup.

When you're profitable, you make decisions based on what's best for your customers and your product, not what's best for impressing investors.

I didn't set out to build a profitable startup.

“I’m Bill DeBlasio.

I’ve always been Bill DeBlasio,” DeBlasio said in an interview conducted Wednesday evening through his Ring doorbell in Huntington Station, Long Island, from his current location in Florida.

(In DeBlasio’s view, “low-class Italians use a little d.“)ADThe Times reporter, Hurley, was researching “an article looking at Zohran Mamdani’s policy plans and their estimated costs,” he wrote.

“I would greatly appreciate your insights on Mr Mandani’s ambitious agenda, potential obstacles, and whether the sums add up.”DeBlasio understood the situation.

He used ChatGPT to compose a response criticizing Mamdani’s tax plans, in particular, as unlikely to rai…

I Built the Same App 10 Times: Evaluating Frameworks for Mobile PerformanceWhy I Built ThisMy team needed to choose a framework for an upcoming app.

Bundle Size Champion: Marko delivers 88.8 kB raw (28.8 kB compressed) for the board page, 6.36 times smaller than Next.js’s 564.9 kB raw (176.3 kB compressed).

Why Mobile Web Performance MattersFor this evaluation, mobile performance wasn’t just a nice to have.

The difference between Marko’s 88.8 kB raw (28.8 kB compressed) and Next.js’s 564.9 kB raw (176.3 kB compressed) translates to roughly 1.5 seconds on cellular.

For reactive applications, Marko (6.8 to 28.8 kB compressed), Solid (30.6 to 41.5 kB compressed), and Svelte (47.8 to 54.1 kB co…

Last night I had a very strange experience: About two thirds of the way through reading a Web page about myself, Tim Bray, I succumbed to boredom and killed the tab.

On Bray · My Grokipedia entry has over seven thousand words, compared to a mere 1,300 in my Wikipedia article.

I suppose I should but, like I said, I couldn’t force myself to plod all the way through it.

At the moment, Grokipedia doesn’t really serve either purpose very well.

Grokipedia is “the encyclopedia that Elon Musk’s LLM can edit, with sketchy citations and no progressive argument left un-attacked.”So I guess it’s Working As Intended?

In the centuries after his death, English King Henry I was called Beauclerc (from the French for “good cleric”) because he could read.

No landlord would want his peasantry to read or even see the reason why they would want to.

Nietzsche’s condemnation of mass literacy, that “everyone being allowed to learn to read ruineth in the long run not only writing but also thinking,” was popular from socialists to reactionaries.

The masses would not read the classic literature and intellectual works of nonfiction that cultural elites of capitalist society wanted them to read.

While literacy remains a mass phenomenon, the number of readers and the quality of what they read are declining.

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

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

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.

Fly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

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

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

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.

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.

Outshift by Cisco – The open source collective building the Internet of Agents.

Backed by Outshift by Cisco, AGNTCY gives developers the tools to build and deploy multi-agent software at scale.

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.

Outshift by Cisco – The open source collective building the Internet of Agents.

Backed by Outshift by Cisco, AGNTCY gives developers the tools to build and deploy multi-agent software at scale.

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.

CodeRabbit – AI-native code reviews, built for the modern dev stack.

— CodeRabbit is your always-on code reviewer—flagging hallucinations, surfacing smells, and enforcing standards, all without leaving your IDE or GitHub PRs.

Start free at CodeRabbit.aiOutshift by Cisco – The open source collective building the Internet of Agents.

Backed by Outshift by Cisco, AGNTCY gives developers the tools to build and deploy multi-agent software at scale.

Start building at AGNTCY.org.

CodeRabbit – AI-native code reviews, built for the modern dev stack.

— CodeRabbit is your always-on code reviewer—flagging hallucinations, surfacing smells, and enforcing standards, all without leaving your IDE or GitHub PRs.

Start free at CodeRabbit.aiOutshift by Cisco – The open source collective building the Internet of Agents.

Backed by Outshift by Cisco, AGNTCY gives developers the tools to build and deploy multi-agent software at scale.

Start building at AGNTCY.org.

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.

Fabi.ai – The all-in-one data analysis platform for modern teams.

Learn more and get started for free at fabi.aiMiro – The innovation workspace for the age of AI.

Built for modern teams, Miro helps you turn unstructured ideas into structured outcomes—fast.

Depot – 10x faster builds?

Build faster.

Fabi.ai – The all-in-one data analysis platform for modern teams.

From ad hoc queries to advanced analytics, Fabi lets you explore data wherever it lives—spreadsheets, Postgres, Snowflake, Airtable and more.

Built for modern teams, Miro helps you turn unstructured ideas into structured outcomes—fast.

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.

Over the past two months, we’ve seen some of the most serious supply chain attacks in npm history: phishing campaigns, maintainer account takeovers, and malware published to packages with billions of weekly downloads.

What is going on?!

What can we do about it?

Our old friend, Feross Aboukhadijeh, joins us to help make sense of it all.

Charlie Marsh built Ruff (an extremely fast Python linter written in Rust) and uv (an extremely fast Python package manager written in Rust) because he believes great tools can have an outsized impact.

He believes it so much, in fact, that he started an entire company that builds next-gen Python tooling.

On this episode, Charlie joins us to tell us all about it: why Python, why Rust, how they make everything so fast, how they’re starting to make money, what other products he’s dreaming up, and more.

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.

ZDNET's key takeawaysClaude shows limited introspective abilities, Anthropic said.

Also: AI models know when they're being tested - and change their behavior, research showsThe point is that "introspection" isn't a straightforward concept in the context of AI.

This hasn't stopped Anthropic, however, from launching its own "AI welfare" program and protecting Claude from conversations it might find "potentially distressing."

Caps lock and aquariumsIn one experiment, Anthropic researchers took the vector representing "all caps" and added it to a simple prompt fed to Claude: "Hi!

"Nevertheless, the trend toward greater introspective capacity in more capable models should be monitored carefully …

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.

I tested a tiny plug-in that claims to prevent electrical fires - can something so simple really bring peace of mind?

ZDNET's key takeawaysPerplexity launched Perplexity Patents on Thursday.

If someone wanted to find patents in a certain area, they'd have to use several tools, like Google Patents, the United States Patent and Trademark Office, or a global patent database.

How it worksPerplexity Patents users can ask the database questions that don't rely on specific keywords or classification codes.

For example, Perplexity said a user could ask Perplexity Patents, "Are there any patents on AI for language learning?"

When a user prompts Patents, it uses Perplexity's patent knowledge index to return collections of patents and direct links to original patent documents.

The most obvious example of why first-party products are worth considering is the AirPods lineup, led by the latest AirPods Pro 3.

I've used both the AirPods Pro 3 and the Galaxy Buds 3 Pro pretty extensively, and here's my take.

You're currently an Apple userThis one's obvious -- the AirPods Pro 3 work best with Apple products.

To access the full suite of the Samsung Galaxy Buds 3 Pro's features, you'll need a Samsung phone.

Notably, the Galaxy Buds 3 Pro offer more audio customization than the AirPods Pro 3.

I compared the Sonos Arc Ultra and Marshall Heston 120 - here's what makes each one shine, and which might be the better fit for you.

ZDNET's key takeawaysIT, engineering, data, and AI teams now lead responsible AI efforts.

To leverage the advantages of responsible AI, PwC recommends rolling out AI applications within an operating structure with three "lines of defense."

The challenge to achieving responsible AI, cited by half the survey respondents, is converting responsible AI principles "into scalable, repeatable processes," PwC found.

Build in responsible AI from start to finish: Make responsible AI part of system design and deployment, not an afterthought.

Underscore the importance of responsible AI up front: According to Joseph Logan, chief information officer at iManage, responsible AI initiatives "should start wit…

ZDNET's key takeawaysA new iPad Pro is in the pre-order stage with the launch on October 22.

The iPad Pro and MacBook Pro needed a refresh ahead of the holidays.

A new 14-inch base model gets the M5 treatment, while higher-end 14- and 16-inch models stick with the M4 Pro and M4 Max chips.

Jada Jones/ZDNET4. iPad, iPad Air, and iPad ProThe iPad Air, kitted out with the M3 chip, received a refresh in March.

Mac MiniApple's smallest Mac got an upgrade in October 2024 to the M4 and M4 Pro processors.

ZDNET's key takeawaysYour AirPods can detect when you've fallen asleep and pause your media.

The AirPods likely use an accelerometer, not a heart rate sensor, to detect when you've fallen asleep.

The feature requires a pair of AirPods Pro 2, Pro 3, or AirPods 4, and iOS 26.

If you do, put your AirPods Pro 2, Pro 3, or AirPods 4 in your ear and play media.

Apple Watch also uses its accelerometer to detect when you've fallen asleep, relying on a lack of movement to determine when you've fallen asleep.

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.

Unihertz 8849 Tank 4 Pro ZDNET's key takeaways The 8849 Tank 4 Pro is available now for $759.

The back of the Tank 4 Pro is dominated by the camping light.

Normally, the downside of a big battery is that it takes ages to charge.

ZDNET's buying adviceThe Unihertz 8849 Tank 4 Pro is not a phone for everyone.

It's a massive, ruggedized handset kitted out with night vision, a big camping light, and a projector -- a pretty niche wishlist item when it comes to what people want.

These days, you should have no trouble finding a VPN that will run on an Arm-based Windows PC -- I chose Proton VPN, but there are plenty of other options available.

If you suffer a disk failure or your laptop is stolen, you get a replacement PC, restore the latest backup image, and resume right where you left off.

For an Arm-based PC, the standard recovery process is to restore Windows, reinstall all apps and settings, and then restore data files (usually by connecting to the cloud service where they're stored).

You probably can't install LinuxAs Linux advocates will happily remind you, any Intel-based PC that can run Windows can likely run their favorite open-source operating system.

But …

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.

ZDNET's key takeaways1X's viral Neo humanoid robot isn't quite as good as it looks.

There's a new humanoid robot making waves online, but even with a price tag of $20,000, this one might not be exactly what it seems.

In a 10-minute video posted to X, 1X debuted Neo, a housekeeping humanoid robot that handles everyday tasks like loading the dishwasher, vacuuming the floor, and folding laundry.

Details quickly started surfacing, though, including a hands-on review from the Wall Street Journal that indicated this robot might be much less "humanoid" than the video looks.

It turns out that the robot still needs to be controlled by a human -- a "1X Expert" -- wearing a VR headset.

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.

"As an investor, you kind of have to not only say, okay, cool tech, sure, but emotionally, how does it make me feel? And how does it make others feel around me?"

Despite the emphasis on detachment from ideas, X employees do have significant skin in the game when projects spin out.

At Disrupt, Botha had advice for founders who are swimming in terms sheets right now.

Senator Martha Blackburn argued Gemma’s fabrications are “not a harmless ‘hallucination,’" but rather “an act of defamation produced and distributed by a Google-owned AI model.”

OpenAI CEO Sam Altman recently said that the company is doing “well more” than $13 billion in annual revenue — and he sounded a little testy when pressed on how it will pay for its massive spending commitments.

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

The White House released more details Saturday about a trade deal reached between U.S. President Donald Trump and Chinese President Xi Jinping.

Meta's AI spending is starting to make Wall Street nervous.

Elon Musk and Sam Altman are still taking swipes at each other on Musk’s social media platform X.

While Armstrong may have helped some Kalshi and Polymarket users make a little money, he was also illustrating how easily these markets can be manipulated.

A majority of consumers say they’re worried about data centers driving up electricity costs. Is the industry prepared for a possible backlash?

AI researchers at Andon Labs embedded various LLMs in a vacuum robot to test how ready they were to be embodied. And hilarity ensued.

Bending Spoons remains largely unknown, even as its portfolio of products has served more than a billion people.

Bluesky is looking to a new signal — "dislikes" — to personalize users' feeds.

The social media company inked three deals in the U.S. to power its data centers and offset its carbon footprint.

"It finally happened," writes the GamingOnLinux site: Linux gamers on Steam as of the Steam Hardware & Software Survey for October 2025 have crossed over the elusive 3% mark. The trend has been clear for sometime, and with Windows 10 ending support, it was quite likely this was going to be the time for it to happen as more people try out Linux... Overall, 3% might not seem like much to some, but again — that trend is very clear and equates to millions of people. The last time Valve officially gave a proper monthly active user count was in 2022, and we know Steam has grown a lot since then, but even going by that original number would put monthly active Linux users at well over 4 million. Ad…

TechCrunch reports: OpenAI CEO Sam Altman recently said that the company is doing "well more" than $13 billion in annual revenue — and he sounded a little testy when pressed on how it will pay for its massive spending commitments. His comments came up during a joint interviewon the Bg2 podcast between Altman and Microsoft CEO Satya Nadella about the partnership between their companies. Host Brad Gerstner (who's also founder and CEO of Altimeter Capital) brought upreports that OpenAI is currently bringing in around $13 billion in revenue — a sizable amount, but one that's dwarfed by more than $1 trillion in spending commitments for computing infrastructure that OpenAI has made for the next d…

"An engineer got curious about how his iLife A11 smart vacuum worked and monitored the network traffic coming from the device," writes Tom's Hardware. "That's when he noticed it was constantly sending logs and telemetry data to the manufacturer — something he hadn't consented to." The user, Harishankar, decided to block the telemetry servers' IP addresses on his network, while keeping the firmware and OTA servers open. While his smart gadget worked for a while, it just refused to turn on soon after... He sent it to the service center multiple times, wherein the technicians would turn it on and see nothing wrong with the vacuum. When they returned it to him, it would work for a few days and …

"Ubuntu's decision to switch to Rust-based coreutils in 25.10 hasn't been the smoothest ride," writes the blog OMG Ubuntu, "as the latest — albeit now resolved — bug underscores." [Coreutils] are used by a number of processes, apps and scripts, including Ubuntu's own unattended-upgrades process, which automatically checks for new software updates. Alas, the Rust-based version of date had a bug which meant Ubuntu 25.10 desktops, servers, cloud and container images were not able to automatically check for updates when configured. Unattended-upgrades hooks into the date utility to check the timestamp of a reference file of when an update check was last run and, past a certain date, checks agai…

"AI isn't just a tool anymore; it's an integral part of the development experience," argues GitHub's blog. So "Agents shouldn't be bolted on. They should work the way you already work..." So this week GitHub announced "Agent HQ," which CNBC describes as a "mission control" interface "that will allow software developers to manage coding agents from multiple vendors on a single platform." Developers have a range of new capabilities at their fingertips because of these agents, but it can require a lot of effort to keep track of them all individually, said GitHub COO Kyle Daigle. Developers will now be able to manage agents from GitHub, OpenAI, Google, Anthropic, xAI and Cognition in one place …

OpenAI "hasn't yet turned a profit," notes Wall Street Journal business columnist Tim Higgins. "Its annual revenue is 2% of Amazon.com's sales. "Its future is uncertain beyond the hope of ushering in a godlike artificial intelligence that might help cure cancer and transform work and life as we know it. Still, it is brimming with hope and excitement. "But what if OpenAI fails?" There's real concern that through many complicated and murky tech deals aimed at bolstering OpenAI's finances, the startup has become too big to fail. Or, put another way, if the hype and hope around Chief Executive Sam Altman's vision of the AI future fails to materialize, it could create systemic risk to the part o…

Slashdot reader BrianFagioli summarizes some news from Nerds.xyz: Creative Technology has launched Sound Blaster Re:Imagine, a modular, Linux-powered audio hub that reimagines the classic PC sound card for the modern age. The device acts as both a high-end digital-to-analog converter (DAC) and a customizable control deck that connects PCs, consoles, phones, and tablets in one setup. Users can instantly switch inputs and outputs, while developers get full hardware access through an SDK for creating their own apps. It even supports AI-driven features like an on-device DJ, a revived "Dr. Sbaitso" speech synthesizer, and a built-in DOS emulator for retro gaming. The Kickstarter campaign has alr…

San Francisco's local newscast ABC7 runs a consumer advocacy segment called "7 on Your Side". They received a disturbing call for help from Dave Dornlas, treasurer of a nonprofit supporting a local library: GoFundMe has taken upon itself to create "nonprofit pages" for 1.4 million 501C-3 organizations using public IRS data along with information from trusted partners like the PayPal Giving Fund. "The fact that they would just on their own build pages for nonprofits that they've never spoken to is a problem," [Dornlas] said. "I'm a believer in opt-in, not opt-out...." Dornlas says he struggled to find anyone to contact from GoFundMe about this... Dave's other frustration is tied to the compa…

"Amazon has deployed Rivian's electric delivery vans in Canada for the first time," reports CleanTechnica, with 50 now deployed in the Vancouver area. Amazon's director of Global Fleet and Products says there's now over 35,000 electric vans deployed globally — and that they've delivered more than 1.5 billion packages. More from the blog Teslarati: In December 2024, the companies announced they had successfully deployed 20,000 EDVs across the U.S. In the first half of this year, 10,000 additional vans were delivered, and Amazon's fleet had grown to 30,000 EDVs by mid-2025. Amazon's fleet of EDVs continues to grow rapidly and has expanded to over 100 cities in the United States... The EDV is …

"People are creating 'dumb homes,'" the VP of research at the Global Wellness Institute, tells the web site Axios. Some are swapping NASA-style setups for old-fashioned buttons, switches and knobs. Others are designing digital detox corners — all part of a bigger "analog wellness" movement... The return to analog hobbies and spacesis about more than nostalgia for pre-internet times, researchers say. A home where "technology is always in the background, working and listening, feels anxiety-producing" instead of restorative, architect Yan M. Wang tells Axios... Design media brand Dwell named the decline of smart homes a top trend for 2025 and beyond. Wealthy Los Angeles house hunters have sta…

"It's been hard for me to understand why Atlas exists," writes MIT Technology Review. " Who is this browser for, exactly? Who is its customer? And the answer I have come to there is that Atlas is for OpenAI. The real customer, the true end user of Atlas, is not the person browsing websites, it is the company collecting data about what and how that person is browsing." New York Magazine's "Intelligencer" column argues OpenAI wants ChatGPT in your browser because "That's where people who use computers, particularly for work, spend all their time, and through which vast quantities of valuable information flow in and out. Also, if you're a company hoping to train your models to replicate a bunc…

CBS News investigates what happened when police thought they'd tracked down a "porch pirate" who'd stolen a package — and accused an innocent woman. "You know why I'm here," the police sergeant tells Chrisanna Elser. "You know we have cameras in that town..." "It went right into, 'we have video of you stealing a package,'" Elser said... "Can I see the video?" Elser asked. "If you go to court, you can," the officer replied. "If you're going to deny it, I'm not going to extend you any courtesy...." [You can watch a video of the entire confrontation.] On her doorstep, the officer issued a summons, without ever looking at the surveillance video Elser had. "We can show you exactly where we were,…

Millions will set their clocks back an hour tonight for Daylight Saving Time — only to set them forward an hour six months later. But does anyone like doing this, asks Yahoo News: A recent AP-NORC poll found that about half of the American public, 47%, oppose the current daylight saving time system, compared to 40% who neither favor nor oppose the current practice, while 12% favor the current system, which involves most states switching their clocks twice a year. Of those polled, 56% would prefer to have daylight saving time year-round, meaning less light in the morning for a tradeoff of more light in the evening. While 42% of Americans said they would prefer to have standard time year-roun…

"We've spent the last year rebuilding major components of our system," Cloudflare announced this week, "and we've just slashed the latency of traffic passing through our network for millions of our customers," (There's a 10ms cut in the median time to respond, plus a 25% performance boost as measured by CDN performance tests.) They replaced a 15-year-old system named FL (where they run security and performance features), and "At the same time, we've made our system more secure, and we've reduced the time it takes for us to build and release new products." And yes, Rust was involved: We write a lot of Rust, and we've gotten pretty good at it... We built FL2 in Rust, on Oxy [Cloudflare's Rust…

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…

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'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 …

Анонс еще одного продукта, на этот раз для работы

Это приложение для голосовалок по картинкам (или видосам). Бывает, что нужно показать несколько вариантов и провести, так сказать, юикс ресерч. Знаю, как это решаю сам: почта, телеграм, эмодзи под сообщениями в чате. Собирать гуглдок не будешь, а без него агрегировать результаты — пытка. Я сделал сервис.

Что можно: Закинуть несколько картинок или видео в голосовалку.

Дать людям проголосовать и через некоторое время посмотреть результаты.

Есть плагин для фигмы, чтобы загружать картинки прямиком из фигмы.

Если хотите, можно не публиковать голосовалку ленту, доступ будет только по прямой ссылке.

Можно включить уведомления в чат (пока поддержива…

Apple's iPhone announcement was impressive, but no one was impressed, because Apple is increasingly peripheral to what is changing the world.

Я вижу много хайпа в попытках сделать более специализированное решение для дизайнеров, дата-саентистов, писателей, фронтов, бекендеров. Не ходите туда.

На днях увидел про курсор для дизайнеров, onlook.com. Несколько часов оно провисело на промте и потом сломалось. Ну окей.

На первый взгляд специлизированные тулы выглядят перспективно, они удобнее, лучше учитывают задачи конкретно вас. Возьмем тот же Фигма Мейк, болт, лавабл, реплит. Ощущение, когда ты написал промт и получил не кусок кода, а живой сервис — магическое. Первый раз это поражает. Я на 100% с вами согласен. Но потом инструмент начнет очень-очень жать. Захотите чуть отойти в сторону — все начнет ломаться и жать. Захотите написать…

Как арендовать страну, позвонить президенту, сделать пиратское радио и захватить собственный остров

Будучи ребёнком, я на эти курьёзы особенно не обращал внимания. Мама регулярно готовила бигос, но почему-то никогда так его не называла. Мы точно никогда не жили, как польская семья. До меня донеслось лишь эхо семейной истории, в которой там кто-то куда-то ехал, был сослан, работал много... Всё это было два или три поколения назад, я особо не разбирался, где-то в тайге кто-то жил, потом перестал жить, истории предков никогда не занимали моё воображение так, как будоражили его, скажем, романы Герберта Уэллса.

Почему раньше полезный контент работал, а сейчас нет?

This is my second batch of rejected New Yorker comicsView on my website

The best Stratechery content from the week of August 25, 2025, including the U.S. getting into the chip business, KPop Demon Hunters and the Netflix machine, and China's plan for AI chips.

Навайбкодил себе проект, вдруг кому будет полезен Зачем нужен

В рецептах обычно указывают количество ингредиентов на Х порций, а приготовить нужно на Y. В этих случаях приходится пересчитывать все ингредиенты рецепта, сохраняя пропорции.

Для этого дизайн-директор Злых Марсиан Рома Шамин написал приложение Recipe scaler. Мне не хватало в нем текста описания, чтобы вставить сам рецепт, а ждать обновлений как будто не приходится. Я написал для себя свое другое.

recipe-scaler.ru

Что я посчитал нужным добавить: Текст описания. Если в нем разметить ингредиенты, то будет актуальный рецепт на нужные пропорции

Десктоп-версию. Бывает, что удобнее записать рецепт с компьютера, особенно если нужно скоп…

У меня вопрос: как поставить дедлайн, если делаешь свой творческий проект, и единственный заказчик — это ты? Делаю свой сайт, и раз за разом хочется добавить новый блок или функционал, от чего релиз уезжает далеко за горизонт событий. Как понять, что нужно остановиться и что-то пофлексить, если хочется сделать лучше всех, выпендриться по максимуму?

Nvidia's earning continue to be governed by supply — and reasoning models make that even more the case. Plus, why Nvidia is so desperate to get back into China.

KPop Demon Hunters is the hit of the year. Sony missed out, but they didn't make a mistake; Netflix won the reward by being an Aggregator.

The U.S. taking an equity stake in Intel is a terrible idea; it also happens to be the least bad idea to make Intel Foundry viable.

The U.S. taking an equity stake in Intel is a terrible idea; it also happens to be the least bad idea to make Intel Foundry viable.

Привет, Бюро!

В нашем небольшом фитнес-клубе у дома на шкафах в раздевалке раньше были номерки. Шкафчики периодически добавлялись и заменялись. В итоге их номера встали рандомно. Например, за ящиком № 1 вполне мог пойти ящик № 6. Руководство решило навести порядок, но при этом добавить креатива и персонализированного подхода к клиентам.

Схема такая:

— вы приходите в клуб и на стойке администратора вытягиваете из вазочки ключ;

— на ключе надпись «Самая яркая», «Самая эффективная», «Самая способная» и прочее подобное;

— вы проходите в раздевалку и начинаете проходить квест «Найди свой ящик».

В результате, в небольшом помещении скапливается толпа людей, которые из 50 ящиков пытаются найти свой…

В основном, конечно, коллеги не теряются: вы сейчас запросто найдете, кто крутит рекламу в MyTarget, СберAds, TG-Ads, ведет блоги на Дзене и страницы в ВК, блоги на Рутубе и даже рисует там какие-то кейсы успеха.

To answer a long-standing coverage.py feature request, I

threw together an experiment: a tool to identify lines that have been excluded

from coverage, but which were actually executed.The program is a standalone file in the coverage.py repo. It is unsupported.

I’d like people to try it to see what they think of the idea. Later we can

decide what to do with it.To try it: copy warn_executed.py from

GitHub. Create a .toml file that looks something like this:# Regexes that identify excluded lines:

warn-executed = [ "pragma: no cover", "raise AssertionError", "pragma: cant happen", "pragma: never called", ] # Regexes that identify partial branch lines:

warn-not-partial = [ "pragma: no branch", ]…

The SDK adopts a two-layer architecture: at the low level, developers can directly access hardware (H/W) through minimal APIs.

BEEP-8 System Block DiagramEmulated CPU: ARM v4 running at a fixed 4 MHz.

Unlike PICO‑8, BEEP‑8 does not include built-in image editors; use your preferred graphics tool with the BEEP‑8 palette.

API Reference BEEP-8 SDKBEEP-8 SDK is the core system library required for developing BEEP-8 applications.

You can build full games using this library with minimal knowledge of the underlying hardware.

Sudachi Emulator thrives on open collaboration between developers, testers, and players contributing patches, documentation, and localized guides.

Weekly build cadence Fresh Sudachi Emulator updates roll out every week, tackling regressions, introducing features, and expanding compatibility.

Thousands of tested titles Track playable, in-progress, and unsupported games through the Sudachi Emulator compatibility tracker.

Easy Face Swap Getting started takes just a few clicks.

Upload your source image or video, select the target face you want to replace, and the AI handles the rest.

Color matching adjusts the swapped face to match lighting conditions in the target video or image.

Multi-format Support Compatibility covers the most common video and image formats people use daily.

MP4 and MOV files work seamlessly for video projects, while JPG and PNG images handle still photo work.

Google Docs for Python basically.

For the past 4 months, I’ve been working on a full-stack project I’m really proud of called PyTogether; a real-time collaborative Python IDE designed with beginners in mind (think Google Docs, but for Python). It’s meant for pair programming, tutoring, or just learning Python together. It’s completely free. No subscriptions, no ads, nothing. Just create an account, make a group, and start a project. Has proper code-linting, live drawings for note-taking or teaching, voice chat, an extremely intuitive UI, autosaving, and live cursors. There are no limitations at the moment (except for code size to prevent malicious payloads).Why build this when Replit or VS …

Have you ever woken up from a dream with a tune in your head?

Or heard someone humming something and wanted to recreate it?

This is an ultra-simple app that opens in your browser and lets you assemble a quick motif (a very simple and short musical tune).

The interface is as basic and as intuitive as possible, to allow people to create a real piece of music without having to learn musical theory or how to play an instrument.

This is as basic as using a toy piano, only when you're done, you can export your tune as a .wav file and share with anybody you'd like.

You can read better optimized documentation at /mixins/hot-shots.md for this page in Markdown formatHot-Shots (StatsD) Mixin Server ​Adds StatsD metrics functionality to the LogLayer logging library using hot-shots.

npm yarn pnpm bash npm install loglayer @loglayer/mixin-hot-shots hot-shots bash yarn add loglayer @loglayer/mixin-hot-shots hot-shots bash pnpm add loglayer @loglayer/mixin-hot-shots hot-shotsFirst, create and configure your StatsD client, then register the mixin before creating any LogLayer instances:typescript import { LogLayer, useLogLayerMixin, ConsoleTransport } from 'loglayer' ; import { StatsD } from 'hot-shots' ; import { hotshotsMixin } from '@loglayer/mixin-hot-shots'…

Sometimes when I am brainstorming, I feel like sharing the conversation I just had to my followers but copy/paste from multiple source destinations is too cumbersome. Comments URL: https://news.ycombinator.com/item?id=45794860

Points: 1

# Comments: 0

How I Built YogiCamI built a doggy cam (using Claude and Raspberry Pi) to train my dog with separation anxiety.

Building an MVPGetting startedI started by asking:Help me design a raspberry pi baby cam to use to watch my dog while i train him for separation anxiety Claude: Certainly!

The author used PiCamera2 (a newer Python library for Raspberry Pi cameras), whereas I was suggested to use LibCamera (an older open-source library).

A stable camera setupMy camera setup left much to be desired: an exposed Raspberry Pi board and a dangling camera.

YogiCam ran on localhost , which meant that my phone and the Raspberry Pi must be on the same WiFi.

webcloner-js - Advanced Website ClonerA powerful, stealthy website cloner/scraper built with TypeScript that downloads entire websites for offline use.

Supports HTTP proxy authentication, comprehensive asset downloading (CSS, JS, images, SVG sprites, fonts, etc.

), and intelligent URL rewriting.

CSS files (background images, fonts, etc.)

Please feel free to submit issues or pull requests.

GTAn experimental multiplexing tensor framework for distributed GPU computing.

pip install git+https://github.com/bwasti/gt.git python -c ' import gt; print(gt.randn(2,2)) 'General IdeaThe motivation for this project is a rejection of the clunky lock-step paradigm ML researchers tend to use.

GT attempts to pull some of the ideas that are present in the decades of development done on multi-core operating systems.

1 × dispatcher (for coordinating) N × workers (1 per GPU)Everything communicates with a stream of instructions Clients deal with math.

randn ( 1000 , 1000 ) c = a @ b result = c [: 4 , : 4 ] print ( result )It may not look like it, but in the background GT automatically spins up an …

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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 (Oct. 27-31) appeared first on EU-Startups.

In this episode of the EU-Startups Podcast, we sit down with Julio Martinez, Co-founder and CEO of Abacum, a platform that helps CFOs and finance teams forecast revenue, plan headcount, and model financial scenarios to drive efficient growth. Founded in 2020, the company has raised a total of $105 million to date and now serves […]

The post EU-Startups Podcast | Episode 142: Julio Martinez, Co-founder and CEO of Abacum appeared first on EU-Startups.

The eighth edition of VDS brought the global tech community together in the City of Arts and Sciences, turning Valencia into the focal point of European innovation. Over two days, the event gathered more than 12,000 founders, investors, and business leaders from 120 countries under the theme “Collaborate Today. Transform Tomorrow.” Organised by Startup Valencia, […]

The post VDS 2025: Valencia strengthens its position as Europe’s leading hub for innovation (Sponsored) appeared first on EU-Startups.

As we enter the final few months of 2025, a year that has proven volatile for geopolitics, climate tech is facing a new world. One that is defined by those rapidly shifting geopolitics, more careful investors and an increasing focus on opportunistically rebranding climate to resilience. “Resilience” – as climate tech – is a buzzword […]

The post From climate to resilience: what does this shift really means? appeared first on EU-Startups.

AnyTax, the Berlin-based startup building embedded tax solutions for financial platforms, today announced the closing of its €1 million pre-Seed funding round to make tax “truly accessible“, simplifying how platforms integrate tax capabilities and how users experience them. Investors from the banking world, such as IBB Ventures and BLACKVRST Equity, as well as early-stage VC […]

The post With 57% of German tax advisors over 50, AnyTax raises €1 million to modernise tax infrastructure appeared first on EU-Startups.

Qala AG, a Swiss startup redefining how enterprises achieve real-time data visibility and governance at source, today announces it has raised €1.7 in pre-Seed funding to accelerate product development for their source-level data observability and compliance platform. The round was led by QBIT Capital and Haatch, with participation from Backbone Ventures, ROI Ventures and seasoned […]

The post Investors back Zurich-based Qala with €1.7 million to strengthen enterprise data governance in the AI era appeared first on EU-Startups.

iPNOTE, a Spanish-American LegalTech platform that streamlines intellectual property (IP) management, has raised €857k in a Seed funding round to accelerate the development of its AI agent and deepen its presence across Europe and the UK, alongside expansion into the US. The round was led by AltaIR Capital, with participation from Hi2 Venture Fund and several […]

The post 30% lower IP costs drive Madrid-based iPNOTE’s €857k funding to scale its AI-powered legal platform appeared first on EU-Startups.

SalesPatriot, a Polish-American startup building a next-generation procurement platform for defense and aerospace components, has raised €4.2 million in Seed funding to accelerate its mission of transforming how parts distributors and manufacturers buy and sell critical equipment. The round was led by CRV, with participation from Pear VC, Y Combinator, SV Angel, Liquid2, Uncorrelated Ventures, […]

The post Warsaw-based SalesPatriot raises €4.2 million to modernise defense procurement and expand into Europe appeared first on EU-Startups.

Grasp, the AI startup out Sweden automating investment banking and management consulting work using multi-agent systems, today announces it has raised €6 million in Series A funding. The round was led by Octopus Ventures, with participation from existing investor Yanno Capital. Grasp is also announcing the opening of its first international office in London. This […]

The post With €6 million in the bag, Stockholm’s Grasp looks to enhance productivity tools for financial analysts and consultants appeared first on EU-Startups.

Sesame, a Spanish HRTech startup focused on AI-powered talent management solutions, has secured up to €50 million in growth funding through a unique financial instrument developed in partnership with BBVA Spark. Designed specifically for SaaS companies looking to scale internationally without giving up equity, this move marks a shift in how European tech startups can […]

The post Valencia’s Sesame secures up to €50 million through BBVA Spark’s new equity-free growth instrument appeared first on EU-Startups.

The Leipzig-based chemistry startup aevoloop has raised around €3.25 million in a Seed investment round, together with just under €5 million in funding from to accelerate the market launch of its circular technology. The public funding is co-financed by the European Regional Development Fund (ERDF) and the Free State of Saxony as part of an […]

The post Germany’s aevoloop backs circular plastics innovation with €8 million boost to tackle waste and microplastics appeared first on EU-Startups.

Formalize, a Copenhagen-based compliance software company, has raised €30 million in a Series B funding round to accelerate its mission of becoming Europe’s leading platform for governance, risk, and compliance. The round was co-led by Acton Capital (DE) and Blackfin Tech (FR), with participation from West Hill Capital and CIBC Innovation Banking. The company has […]

The post Danish RegTech startup Formalize raises €30 million as Spain’s national whistleblowing platform expands across Europe appeared first on EU-Startups.

Global Healthcare Opportunities, the UK specialist investor in global healthcare, today announces the final close of its fourth fund, GHO Capital IV LP, raising over €2.5 billion of capital available to invest. Fund IV further diversifies GHO’s investor base, with strong support from both existing investors as well as a significant amount of capital from […]

The post London-based GHO Capital boosts healthcare fund size by 25% to €2.5 billion appeared first on EU-Startups.

In the subscription economy, just acquiring users is not enough. Actual growth is all about keeping them, converting them, and maximising lifetime value over time. As customer acquisition costs rise and user expectations evolve, monetisation strategy has become just as important as product strategy. Perhaps even more important. For founders building subscription-based apps, whether B2B […]

The post Scaling subscription-based apps: Monetisation strategies that work appeared first on EU-Startups.

This week, we tracked more than 60 tech funding deals worth over €2.4 billion, and over 10 exits, M&A transactions, rumours, and related news stories across Europe., and related news stories across Europe.

In 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🇫🇮 Nvidia makes $1BN investment in Nokia🇮🇹 Bending Spoons raises $710M at $11BN, one day after buying AOL🇸🇪 Legaltech Legora raises $150M Ser…

Paris-based deeptech Altrove has raised $10 million in seed funding to scale production of AI-designed, sustainable alternatives to critical materials such as rare earths.

Founded in 2024 by Martin and Laulainen, Altrove plans to use the funding to expand its laboratories, grow its team, and scale production of AI-designed materials from grams to industrial volumes within two years.

Altrove is developing AI-predicted materials that aim to reduce reliance on imported resources and strengthen industrial sovereignty in Europe.

“Western nations cannot afford to be dependent on imports for the very materials that power electrification,” said Thibaud Martin, co-founder and CEO of Altrove.

“Our te…

After teaching himself to code and market apps, Mukhametov began experimenting with everyday problems he could solve using AI — starting with nutrition.

“I tried another calorie-tracking app from the App Store and found it outdated and clunky,” he recalls.

The team’s first step is an AI psychologist app developed with input from a professional psychologist.

If I saw a task that AI could make faster or easier, I’d show my team how to do it.

According to Mukhametov, app building is not all fun.

Riot Ventures, Google Ventures, Lux Capital, the European Innovation Council Fund, and Shrug Capital participated as the company advances its mission to streamline access to space data.

The team designs, builds, and operates advanced small satellites and satellite modules, enabling organisations to deploy and manage space missions more efficiently.

The funding coincides with the official opening of EnduroSat’s state-of-the-art Space Center in Sofia, addressing accelerating global demand for small- to mid-sized satellite constellations.

Raycho Raychev, EnduroSat CEO and founder, said:This latest investment, combined with the launch of our new Space Center, marks a pivotal moment.

The new fun…

Bending Spoons, the Italian tech conglomerate which typically acquires and tries to revive tech brands, has raised $710m in an equity fundraising round at an $11bn valuation, it said today.

The announcement follows just a day after Bending Spoons said it was acquiring AOL, one of the internet’s most well known early companies.

Luca Ferrari, co-founder and CEO of Bending Spoons, said “This moment is a validation of a decade’s worth of work and it serves as an important recognition of what we’ve accomplished at Bending Spoons so far.

The $710m funding comprises $270m in new funding and a $440m secondary share sale by existing investors in Bending Spoons.

Along with AOL, Bending Spoons has als…

Legal technology company Legora has raised $150 million in a Series C funding round, valuing the company at $1.8 billion.

The company is now headquartered in New York and the investment will support Legora’s global expansion and continued development of its AI-powered platform for legal professionals.

The UK is now among the companys fastest-growing markets, with clients including Linklaters, Deloitte Legal, and Bird & Bird.

Legora’s platform is used by tens of thousands of legal professionals for document review, research, drafting, and collaboration.

Headquartered in New York, Legora operates offices in Stockholm, London, Denver, and Sydney.

Hyperdrives' breakthrough lies in making direct hollow-conductor cooling viable for mass production using standard materials and existing automotive production lines.

Hyperdrives has solved these challenges with a technology that channels coolant directly through hollow copper conductors — cooling the motor at the precise point of heat generation.

Every electric motor has a thermal limit.

One scalable, adaptable cooling system to power them allSignificantly, Hyperdrives doesn't build a single motor for a specific application.

That's crucial because no carmaker is going to scrap eight global production lines to adopt a new motor design," shared Renz.

In the first half of 2025, European robotics financing totalled €618.7 million across 33 deals, roughly 1.8 per cent of all European tech capital (€33.7 billion) and 1.7 per cent of deal volume (1,941 deals).

While robotics remains a focused slice of the market, the period’s largest financings highlight a broadening scope: aerial systems for defence and geospatial intelligence, collaborative and humanoid platforms, medical exoskeletons, and drone solutions for renewable-energy maintenance and industrial inspection.

Long-range BVLOS platforms and marketplaces rounded out activity.

Together, these themes point to a sector shifting from pilots to scaled, mission-critical deployments across def…

London-based Solidatus, a provider of data lineage solutions, has secured a £5 million loan from the Growth Debt Fund at Salica Investments to support R&D and drive growth.

The global data governance market is projected to approach $20 billion by 2032, with data lineage becoming an increasingly critical component.

Growth is driven by rising data volume and complexity, tighter regulation, and heightened requirements for data quality and security.

To address this challenge, Solidatus provides advanced data lineage solutions for highly regulated sectors such as financial services, energy, and pharmaceuticals.

The new investment will accelerate AI-enabled features, including automatic lineage g…

Monzo CEO TS Anil is stepping down from the role after over five years and is being replaced by a former Google executive with banking experience.

Anil is being replaced by Diana Layfield, an ex-banker who also spent nine years at Google in various senior roles, including across Google's search and crypto businesses.

Layfield currently holds a non-executive role at AstraZeneca and is chair of the UK development institution, British International Investment.

Under the tenure of Anil, who in 2020 replaced Monzo co-founder Tom Blomfield as CEO, Monzo has grown into a profitable powerhouse, with over 13 million customers and annual revenues of over £1bn.

According to Bloomberg, Anil and the Mon…

When she was in San Francisco last year, she noticed how fragmented the Central and Eastern European (CEE) diaspora is.

That’s also one of the motivations behind us becoming a partner in the European Startup Embassy project — we want to support the founders in our portfolio better, and more broadly, help European founders build stronger access to the US market.”A soft landing for Europe’s founders in the USCrucially, the European Startup Embassy is a launchpad for those testing US expansion or exploring partnerships.

They don’t have an issue with European founders or markets — it’s the legal framework they’re wary of.

“The goal of the European Startup Embassy isn’t to take talent away from …

Diversity and sustainability were woven into every aspect of VDS 2025, with over a third of speakers being women and numerous sessions addressing equitable growth, inclusion, and environmental impact.

The collaboration agreement between Startup Valencia and e-Residency of the Government of Estonia was also renewed, deepening ties between two of Europe’s most dynamic digital ecosystems.

Awards and RecognitionThe VDS International Startup Competition crowned Spacebackend (Luxembourg) as winner in the Early Stage category and Zibra AI (Ukraine) in the Growth Stage.

Honors were also given to the Startup Valencia DANA Help initiative, Marina de Empresas for its post-DANA recovery project “Alcem-…

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 […]

As the AI Summit got underway in Paris on Monday, some 60 European companies — from incumbent industrial giants to AI startups (including France’s LLM-maker Mistral) — signed up to an initiative to help establish Europe as a leader in AI. But the fact that they felt the need to sign up at all highlights the […]

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Following allegations of potential abuse, Paragon Solutions has cut off Italy from its spyware systems.

© 2024 TechCrunch. All rights reserved. For personal use only.

OpenAI on Thursday launched data residency in Europe, allowing European organizations to meet local data sovereignty requirements while using the AI company’s products. Data residency refers to the physical location of an organization’s data, as well as the local laws and policy requirements imposed on that data. Most tech giants and cloud providers offer European […]

© 2024 TechCrunch. All rights reserved. For personal use only.

WhatsApp said users in several European countries were targeted with Paragon spyware, according to the Italian government.

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