TL;DR Qwen3.8 27B (Q4_K_M, 17GB) generates at ~14 tokens/s on my Mac Studio M3 Ultra via Ollama.

The 1-bit quant (6.7GB) runs at 27 tokens/s in llama.cpp and gets facts right, but it cannot commit to an answer.

I ran five timed generations per model through ollama run --verbose , varied technical prompts, ~200-500 word answers, and averaged the stats.

From my experience: the 1-bit quant is a party trick that teaches a real lesson.

FAQCan I run Qwen3.8 27B on 16GB of RAM?

Virtually all laptop speakers suck.

Luckily, an application called EasyEffects allows you to actually make use of desktop Linux’ advanced audio features to massively improve the sound quality of your laptop’s speakers.

If you know your way around audio, you can very much use EasyEffects and tune your laptop speakers from scratch to massively improve how they sound.

Lucky for us, though, there are countless downloadable presets out there for EasyEffects designed specifically to make laptops sound better.

There’s absolutely no reason why speakers on Linux laptops should sound tinny, harsh, and hollow.

Barrier lake continues to pose flood risk, China warnsChinese embassy in Kathmandu says the lake formed after an ice-rock avalanche remains at a high level and is overflowing, with officials on both sides continuing to monitor the risk of a possible breach.

Photo: Courtesy of Chinese Embassy in Nepal.

CyberGym : We evaluate GLM-5.3 in Claude Code 2.1.207 (max reasoning effort, no web tools with temperature=1.0 , top_p=1.0 , max_new_tokens=128000 ).

ExploitGym : We evaluate GLM-5.3, Kimi-K3 and Qwen3.8 Max in Claude Code 2.1.207 (max reasoning effort, no web tools with temperature=1.0 , top_p=1.0 , max_new_tokens=128000 ).

: We evaluate GLM-5.3, Kimi-K3 and Qwen3.8 Max in Claude Code 2.1.207 (max reasoning effort, no web tools with , , ).

ExploitBench : We evaluate GLM-5.3 in Claude Code 2.1.207 (max reasoning effort, no web tools with temperature=1.0 , top_p=1.0 , max_new_tokens=128000 ).

SWE-Marathon: We evaluate GLM-5.3 using Claude Code 2.1.207 with maximum effort level, temperature =…

Comments

Last week I came across a post on Hacker News that encouraged application developers to stop making terminal user interfaces (a.k.a.

While it’s true that if you randomly pick a GUI and a TUI application, the latter is more probable to be fully keyboard-driven, this does not tip the scale in favor of developing TUIs over GUIs.

There is nothing preventing a GUI from being fully keyboard-driven just like — or even better than — a TUI.

In fact, many GUI framework application guidelines explicitly encourage GUI application developers to provide support for keyboard-driven navigation that covers the whole functionality of the application.

To that end, enabling full keyboard navigation should not …

Then my colleague Ryan mentioned that musl is known to have a suboptimal allocator, and pointed me to Daniel Raneland's article.

This is a really bad footgun to leave loaded for users and honestly, I think musl should ship without an allocator and make you choose one.

Then if you choose the really bad one for some reason (maybe the code footprint is really tiny?

But unfortunately "just use mimalloc" [or jemalloc] is not a magic wand that gets musl performance parity with glibc; musl with mimalloc is still 26% slower.

But in the spirit of not leaving more loaded footguns around, we're removing musl as an prebuilt option from the much-more-performance-sensitive Bifrost.

The project, which started in 1997, has increased the world’s wild dog population by more than 344 in 29 years.

Wild dogs are the most successful hunters in Africa, with a kill rate of 80 percent.

A pack of African wild dogs can bring down prey up to 10 times its own body weight.

“We can say with pretty good confidence that in this entire Waterberg area, there are only 27 wild dogs,” she says.

They wasted no time flirting through the fence as wild dogs do: ducking under each other, dipping their heads.

To use the Mastodon web application, please enable JavaScript.

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

It is time we start naming this phenomenon in software engineering.

The German language has a word for what your last software update did.

It is called Verschlimmbesserung: an attempted improvement that only makes things worse.

If you measure me in an illogical way… do not complain about illogical behaviour…”When point releases become more important than the product itself, you are incentivising Verschlimmbesserung.

If the metric rewards shipping, you get shipping; whether it improves anything or not.

SMB copies are using the correct NIC but my file copies are running at around 100 to 200 megabits per second which is sad making.

During one ten-second iperf3 test, the counter increased by another 268.

The next experiment was disabling Large Send Offload (LSO) V2 for IPv4:Set-NetAdapterAdvancedProperty ` -Name "Ethernet - 10 Gig Intel" ` -DisplayName "Large Send Offload V2 (IPv4)" ` -DisplayValue "Disabled"Then I ran the same iperf3 test again.

In my particular combination of Windows and the Intel E610-XT2, something in the IPv4 LSO path was very, very sad.

And, sometimes the little checkbox labeled Large Send Offload is capable of making your 10 gigabit card run like it's 2004.

Weird was not a common English word at the time, which is why Holinshed defined it for his readers.

The turns of fateFor many years, the only place most English speakers ever saw the word weird was in the phrase weird sisters or weird women in the play Macbeth.

This gave listeners and readers latitude to ascribe to the word weird whatever meaning seemed appropriate given the context.

It wasn’t even clear that weird was originally a noun: the weird of weird sisters could just as easily have been an adjective.

And I’d have had to give this “Weird Word” series an entirely different name.

State of the Map 2026State of the Map is the annual event for all mappers and OpenStreetMap users.

In 2026 the State of the Map conference will be taking place in Paris and online.

It will be a three day conference packed with talks, workshops, discussion rounds and more.

Your organising team.

AttendingIf you are attending the conference either in person in Paris or online, here are some useful links to find information:

It is a choice that sets a delicate precedent for European allies and for the balance between security, intelligence and legal safeguards.

On August 26, the State Department, working with the Treasury Department, designated Autistici/Inventati (A/I Collective) as a Specially Designated Global Terrorist under Executive Order 13224.

Q: So the United States is not targeting an operational organisation in the traditional sense?

The United States is not targeting an operational organisation, but an infrastructure.

It is an extension of the scope of countermeasures to technical and infrastructure services that can be used by actors considered dangerous.

Get your Windows license refund now!

We all know the joy of acquiring a new laptop and the excitement of exploring its features and functionalities.

However, the vast majority of laptops are only sold with a specific proprietary operating system: Microsoft Windows.

The vendors do not remove the Windows license, and you must pay the entire price, even if you do not want to use this system.

Consumers should be able to buy laptops without any specific operating system, and should not have to pay the license price if they don't want to.

The htmx team is very happy to announce the release of htmx 4.0.0!

> < button hx-delete = "/item/1" >Delete < div hx-confirm:inherited = "Are you sure?"

> < button hx-delete = "/item/1" >Delete This will be the largest upgrade burden in migrating from htmx 2 to htmx 4.

In htmx 4, all events now follow htmx:phase:action[:sub-action] :htmx 2 htmx 4 htmx:beforeRequest htmx:before:request htmx:afterRequest htmx:after:request htmx:beforeSwap htmx:before:swap htmx:afterSwap htmx:after:swap htmx:configRequest htmx:config:requestIn addition, the following changes were made:Most error events collapse into htmx:error .

We hope you enjoy htmx 4. htmx 2 will continue to be supported indefinitely so d…

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EPA Issues Permitting Guidance to Further President Trump’s Agenda Promoting Data Centers and Safeguarding CommunitiesJuly 27, 2026Contact Information EPA Press Office ( [email protected] – This month, U.S. Environmental Protection Agency (EPA) issued guidance clarifying that the Clean Air Act (CAA) Acid Rain Program (ARP) does not apply to power generation facilities that are not connected to a public electricity grid, commonly referred to as “islanded” power generation facilities.

The guidance expands opportunities for companies to develop and operate islanded power generation facilities for data centers.

This will give developers greater flexibility in where and how quickly they ca…

I let AWS Cognito gaslight me for three weeks so you don't have to.

I’d search for “Cognito custom attribute validation” and land on a page that starts with a paragraph about directory schemas that assumes I’ve already read four other pages I didn’t know existed.

So I went into the Cognito user pool settings and configured it to use email addresses as the sign-in identifier.

Once a user pool attribute is created as custom, it’s custom forever.

But every time I open the AWS console and see that user pool sitting there, I feel a small, quiet resentment.

FF-16-TUI (Find Frequent 16-bit Text User Interface)What does FF-16-TUI do?

FF-16-TUI is an interactive static analysis tool that finds frequently occurring local 16-bit patterns across the entire file.

It can help to locate structures from frequent patterns and understand file layout.

Text User InterfaceCommand line usageff-16-tui [filename] [-d ] Target file -d Dictionary file (Default: dict.csv)Keyboard shortcutsHexdump panel:Key Function ← Previous byte → Next byte ↑ Previous line ↓ Next line PgUp Previous page PgDn Next page Home Beginning of file End End of filePattern panel:Key Function 0 Highlight pattern (most frequent) 1 Highlight pattern 2 Highlight pattern 3 Highlight pattern …

Welcome to A/IA/I (Autistici/Inventati, pronounced [au’tistiʧi]-[iŋ’vɛntati], or [iŋvɛn’tati]) was born in 2001 from an encounter of individuals and collectives of the autonomous anticapitalist movement interested in technology and active in the digital rights struggle.

We believe that this world is far from being the best world possible.

We react by providing a platform and tools for digital self-defense addressing the need of free communication for activists and other individuals.

All of our services are provided for free, without any form of control or commoditization of the personal user data.

We provide our services strictly for non-commercial use, in order to provide support excl…

At the most basic level, crows likely view humans who feed them as a means of survival.

Yet many people who receive attention from crows feel that the birds have more complex motives.

Use a verbal signal on a regular schedule: When Carl Bergstrom puts out nuts, he calls, “Hello, crows!” The birds will quickly catch on.

While people struggle to tell crows apart, crows are startlingly good at identifying us.

Gibson and I look through barbed wire toward a brick building complex where American Crows and some Fish Crows gather on rooftops, wires, and asphalt—anywhere they’ll fit.

I had my Google™ Pixel® phone running the latest Android© 17 with an updated calendar app.

Anyway, I opened calendar.google.com on my phone (using desktop mode), added the calendar, and it magically appeared in the app.

Maybe an app is the only way to increase the engagement KPI sufficiently so Quinn in the leadership squad can hit their OKRs and get a bonus.

I was there in the early days of phone apps.

The only way to solve that is to have the app dynamically pull in new functionality from a remote resource.

Comments

I should be careful here because I can't prove anyone at Anthropic ever read that Cursor post.

We couldn't have picked a worse time, because — as I'll get to — arguments are the only source that still matters.

Why This Matters More Than It Used ToIt would be fair to ask, hasn't it always been like this?

An experiment that "still needs careful review", then a congratulatory post on the Solid 2.0 RC release.

An agent that has internalized React's mental model will write Solid like React, and Solid written like React is bad Solid.

[recursion_limit = "8" ]On a crate containing just this code, Rustdoc failed with a “reached the configured maximum number of stack frames” error while analyzing an internal-facing trait in core::fmt .

Thus, the algorithm’s complexity is linear in the number of trait impls throughout your entire dependency graph, with a large constant factor since build_impl is a rather involved function.

It turned out that our trait impl inlining code never considered notable-trait status when making its decisions.

Rustdoc, however, constructs representations of these impls so that it can display them in docs as if they were normal impls.

Rustdoc is now 33% faster on average!

Feel free to tell what you plan on doing this weekend and even ask for help or feedback.

Please keep in mind it’s more than OK to do nothing at all too!

In reading through the bug report people were initially claiming that it must be an OpenOffice bug since all other applications printed fine.

Nearly 4 months later the Wife of a Ubuntu hacker complained that OpenOffice would not print on Tuesdays.

On Tuesdays it takes the form of %%CreationDate: (Tue MMM D hh:mm:...)An error in the pattern for an Erlang JAM file meant that 'Tue' in the PostScript file was being recognised as an Erlang JAM file and so, presumably, it was not being sent to the printer.

The Erlang JAM file pattern is:4 string Tue Jan 22 14:32:44 MET 1991 Erlang JAM file - version 4.2It should have been4 string Tue\ Jan\ 22\ 14:32:44\ MET\ 1991 Erlang JAM file - version 4.2With…

This is a rare opportunity to make a real impact on software that millions of developers depend on every single day.

If you thrive on autonomy, love working in the open, and want to wear many hats in a fast-paced environment, we’d love to hear from you.

About the roleAs Senior Open Source Maintainer you will be the primary technical owner and public face of the project.

You’ll drive the roadmap, ship releases, support a global user base, and champion the project across the wider industry.

Our interview process consists of a recruiter screen, a technical interview, a system design round, a take-home exercise, and a final community panel.

beta_reduction ( & mut HashMap :: default ( ) ) } fn beta_reduction ( self , uses_cache : & mut HashMap < Local , HashMap < Local , usize > > ) -> Self { match self { Cps :: PrimOp ( prim_op , values , result , cexp ) => Cps :: PrimOp ( prim_op , values , result , Box :: new ( cexp .

beta_reduction ( uses_cache ) ) , ) , Cps :: Closure { args , body , val , cexp , debug , } => { let body = body .

reduce_function ( func , args , func_body , uses_cache ) } Cps :: Closure { val , body , cexp , .. } => { let reduced = body .

clone ( ) ; let val : Gc < Closure > = val .

As we went away from general optimizations and to more specific runtime-oriented optimizations, we got closer to benchmark gami…

In Haskell, it looks like this:data Expr a where IntConst :: Int -> Expr Int Lambda :: (Expr a -> Expr b) -> Expr (Expr a -> Expr b) Apply :: Expr (Expr a -> Expr b) -> Expr a -> Expr b Add :: Expr Int -> Expr Int -> Expr Int eval :: Expr a -> a eval (IntConst x) = x eval (Lambda f) = f eval (Apply f x) = eval (eval f x) eval (Add l r) = (eval l) + (eval r)Notice that the type of the expression Expr a is tied to the type of value it will produce ( a ).

pub trait Eval { fn eval ( self ) -> SolOf; } impl Eval for Gadt { fn eval ( self ) -> SolOf { match self .

get (f)), Enum:: Apply (v03, t) => v03._vu_cast::<_, _, _, _, _>(&t;)({ let (f, a) = v03.

get (t); let f = f. eval (); f (a).

get (…

This is the story of lambdock : https://codeberg.org/jjba23/lambdocklambdock is a modern, hyper-hackable, Wayland-native desktop dock application (C and Guile Scheme + GTK4) w/ REPL.

Quest for the eternal Dock #For years, desktop GNU/Linux users moving to Wayland faced a recurring tragedy: the loss of iconic, deeply hackable docks like Cairo-Dock and Plank.

The quest initially aimed for a pure, 100% Lisp architecture using Guile GI and other existing Guile GTK bindings.

Instead of configuring the dock with static, dead JSON or TOML files, embedding Lisp (Guile Scheme) via libguile.h gives the dock a living Lisp heart and turns it into an infinitely extensible program.

#t #:repl-socket-path …

While fixing the tests, you get a sense that you are wasting time by mechanically applying the same transformation to many tests.

What does it look like to write tests mechanically?

// Production code: def abs(i: Int) return (i < 0) ?

i * -1 : i // Test code: for (line: String in File(prod_source).read_lines()) switch (line.number) 1: assert line.content equals "def abs(i: Int)" 2: assert line.content equals " return (i < 0) ?

i * -1 : i"That test is clearly not usefulA correct or incorrect program is equally likely to pass// Production code: def process(w: Work) firstPart.process(w) secondPart.process(w) // Test code: part1 = mock(FirstPart) part2 = mock(SecondPart) w = Work() Processor(pa…

tr -cs A-Za-z '' | tr A-Z a-z | sort | uniq -c | sort -rn | sed ${1}q┌───────────────────────┐ ▄▄▄▄▄ ▄▄▄▄▄ ▄▄▄▄▄ │ │ █ █ █ █ █ █ │ │ █ █ █ █ █▀▀▀▀ │ │ █ █ █ █ ▄ │ │ ▄▄▄▄▄ │ │ █ █ │ │ █ █ │ │ █▄▄▄█ │ │ ▄ ▄ │ │ █ █ │ │ █ █ │ │ █▄▄▄█ │ │ ▄▄▄▄▄ │ │ █ │ Interview: Doug McIlroy │ █ │ ~ tmp.0ut Staff └───────────────────█ ──┘ In October 2025, tmp.0ut Staff got the opportunity to talk with Doug McIlroy.

We really, really stressed that time sharing system by writing the, by running a TMG written compiler, which had long compile times.

So, it was lucky that it didn't really spread.

John really didn't appreciate that comment, so he came to work for Bell Labs.

[19] "yes, it's me, the author of spell" h…

Virtually all laptop speakers suck.

Luckily, an application called EasyEffects allows you to actually make use of desktop Linux’ advanced audio features to massively improve the sound quality of your laptop’s speakers.

If you know your way around audio, you can very much use EasyEffects and tune your laptop speakers from scratch to massively improve how they sound.

Lucky for us, though, there are countless downloadable presets out there for EasyEffects designed specifically to make laptops sound better.

There’s absolutely no reason why speakers on Linux laptops should sound tinny, harsh, and hollow.

Olivia Poh / Bloomberg:

Stock trading app Ajaib raised a $270M Series C from SBI Holdings, the largest round since 2022 in Indonesia, where startups raised just ~$340M last year — Ajaib, an Indonesian online stock trading platform, scored $270 million in the country's largest tech fundraising round since 2022 …

Harry McCracken / Fast Company:

How Meta founded FAIR in 2013, fell behind as it was distracted by the metaverse, and is spending an unprecedented amount of money trying to catch up — Meta's CEO, Mark Zuckerberg, posted an AI manifesto to his company's website in August. The 6,537-word missive resembled similar proclamations …

Todd Spangler / Variety:

Apple TV raises prices in the US, with the monthly price up by $2 to $14.99, its fourth increase in four years; the individual Apple One tier rises $2 to $21.95 — Tech giant also ups price of Apple One multi-service bundle's individual plan — It's going to cost Americans a few more bucks to watch …

Paresh Dave / Wired:

Sources: Meta is testing robots from ABB and others to handle data center tasks such as swapping cables and resetting servers as it seeks to lower labor costs — The company is testing robots that can swap cables, reset servers, and take on other tasks performed by technicians …

Jagmeet Singh / TechCrunch:

Meta's India and Southeast Asia VP Sandhya Devanathan is joining OpenAI to oversee consumer growth and enterprise adoption across SE Asia and Australia — Meta's India and Southeast Asia vice president, Sandhya Devanathan, is leaving the social media giant to join OpenAI, the ChatGPT maker told TechCrunch.

Bloomberg:

A look at Beijing's AGI Bar, the unofficial clubhouse for China's AI industry where entrepreneurs trade gossip, recruit talent, and court investors over beers — Beloved by entrepreneurs, coders and investors, AGI Bar offers a window into the startup ecosystem challenging Silicon Valley.

Bloomberg:

Chinese memory chipmaker CXMT reports H1 revenue of ~$22.4B, more than double its 2025 sales, and ~$11.5B in profit, compared to a loss a year earlier — CXMT Corp.'s first-half revenue leapt almost 10-fold while profit surged, reflecting a rush for AI hardware that's made the memory chipmaker China's most valuable business.

Jiyoung Sohn / Wall Street Journal:

South Korea unveils a project with KT, SK Telecom, and Kakao to provide premium AI tools to the public for free, a move that treats AI like a public utility — Seoul wants to direct use of homegrown AI chatbots to reduce reliance on U.S. or Chinese options, footing the bill and offering unlimited tokens

Sarah Perez / TechCrunch:

Bluesky launches a feature to let users hide their posts from non-followers in its Discover feed; other AT Proto apps can choose whether to respect the opt-out — After adding support for longer videos just yesterday, open social network Bluesky on Thursday introduced a new algorithmic opt …

Reuters:

Sources: Shein pivoted to a Hong Kong IPO and sought to build Chinese government ties, after its New York and London bids failed to secure Beijing's approval — When Shein makes its market debut on Tuesday, it will be in Hong Kong and not New York or London like it once dreamed …

Bloomberg:

Tencent releases Hy4 Preview, a 770B-parameter foundational model with a 1M context window that it says outperforms Z.AI and Moonshot models in internal tests — Tencent Holdings Ltd. released a foundation model it says outperforms rivals Z.AI Co. and Moonshot AI in internal tests …

Financial Times:

The UK Treasury gives the Bank of England a new legal objective to support payment systems and digital money innovation, seeking to keep London competitive — Treasury gives central bank a new legal objective as part of effort to promote UK as hub for stablecoins

Wall Street Journal:

Sources: some tech companies are courting Democrats and hiring advisers to prepare for potential investigations if Republicans lose control of the House — Tech firms are courting Democrats and hiring advisers to prepare for potential investigations if Republicans lose control of the House

Tanaya Macheel / CNBC:

BitGo agrees to buy NYDIG's institutional trading business and related assets, expanding BitGo's derivatives offerings; ~30 NYDIG employees are joining BitGo — The crypto infrastructure firm BitGo has agreed to buy the institutional trading business and related assets of NYDIG, CNBC has learned.

Dave Michaels / Wall Street Journal:

Sources: federal authorities prepare to charge a US serviceman and a KPMG employee with insider trading on prediction markets, as part of a new batch of cases — Charges could come this fall, part of a new batch of insider trading cases — Federal authorities are preparing charges …

Bloomberg:

Sources: Advent and Stripe are no longer pursuing a deal to acquire PayPal; the group offered to pay $60.50/share in July, valuing PayPal at $53B — A consortium of buyout firm Advent and payment processor Stripe has decided to abandon its pursuit of fintech pioneer PayPal Holdings Inc. …

Jack Queen / Reuters:

A US judge blocks the Pentagon from blacklisting Anthropic, ruling that its designation as a supply-chain risk was “illegal and baseless” — A U.S. judge on Thursday blocked the Pentagon's blacklisting of Anthropic, the latest turn in the Claude maker's high-stakes fight with the military over AI safety on the battlefield.

Zack Whittaker / TechCrunch:

CISA says that cyberattacks on critical US infrastructure targeted 100+ internet-exposed water and wastewater systems in July, largely attacking PLCs — U.S. cybersecurity agency CISA said it has observed cyberattacks targeting over 100 internet-exposed systems across the U.S. water and wastewater sector …

Brody Ford / Bloomberg:

Workday reports Q2 revenue up 12.8% YoY to $2.65B vs. $2.63B est., and total subscription revenue backlog up 8% YoY to $27.4B, vs. $28.6B est. — Workday Inc., a maker of workplace management software, reported a measure of future sales that fell short of analysts' projections …

The Information:

Sources: Cognition is generating ~$900M in annualized revenue, up more than 3x since the start of the year, and executives project it will end 2026 with $1.5B+ — Revenue is surging at Cognition and several other AI application providers, previously unreported data show …

Madison Mills / Axios:

Uber says weekly AI agent requests have grown 9.4x since February, but total AI spending has stayed stable since April, after using up its 2026 AI budget in Q1 — After burning through its IT budget in the first quarter of the year, Uber has now stabilized its AI bills even as usage surges, the company tells Axios.

Bloomberg:

Sources: the FTC has been investigating whether YouTube broke consumer protection laws by violating its own policies when suspending accounts or banning content — The US Federal Trade Commission has been investigating whether Alphabet Inc.'s YouTube violated consumer protection laws …

Wall Street Journal:

Sources: Nvidia paused some deals with AI cloud providers in the revenue-sharing program it announced in July; Nvidia says the program is still in place — The company is rethinking the program less than two months after announcing it — Nvidia paused some deals in a new financing initiative …

Reuters:

Sources: Anthropic discussed buying AI chip startup MatX for ~$7B, but talks are no longer active; MatX is now seeking to raise new capital at a ~$4B valuation — Anthropic discussed buying artificial intelligence chip startup MatX for roughly $7 billion, seeking to accelerate efforts …

Newcomer:

Sources: Town, which develops enterprise personal AI assistants, is in talks to raise at a $1B valuation in a round led by Index Ventures — Town, the buzzy enterprise personal agent, is raising at $1 billion, sources tell us — Two startup personal assistants have venture capitalists in a tizzy right now:

Progress, highlights, and reading status move between all three, so you can start a chapter in one place and finish it in another.

Three-Way Sync (Kobo + KOReader + BookOrbit) : Progress and annotations flow bidirectionally between Kobo devices, KOReader, and the BookOrbit web reader.

: Progress and annotations flow bidirectionally between Kobo devices, KOReader, and the BookOrbit web reader.

Use Tools > BookOrbit Sync to connect.

Documentation and ContributingFull documentation is at bookorbit.app, covering libraries, metadata, readers, Kobo sync, OPDS, users and permissions, OIDC setup, and more.

635 free model endpoints.

The router pulls a signed model catalog from freellmapi.co on its own, so your install keeps up without a git pull .

Per-key rate tracking — RPM/RPD/TPM/TPD counters per (platform, model, key) that learn providers' reported ceilings, so routing always stays under every cap.

MCP server & interactive docs — agents can introspect usable models, provider health, and routing strategy over /mcp ; a dependency-free OpenAPI viewer lives at /v1/docs .

Coding agents →— agents can introspect usable models, provider health, and routing strategy over ; a dependency-free OpenAPI viewer lives at .

Wraps Claude Code, Antigravity (Gemini), OpenAI Codex, xAI Grok, Kimi Code, Gemini CLI, Qwen, OpenCode, Crush, pi.dev, GitHub Copilot CLI, and Cursor — with bring-your-own keys and local LLMs.

Sessions appear as characters on a Pixi.js office floor — they walk to stations as they work, and envelopes fly desk-to-desk when they message each other.

Sessions appear as characters on a Pixi.js office floor — they walk to stations as they work, and envelopes fly desk-to-desk when they message each other.

A Pixi.js office floor where agents walk to stations, envelopes fly desk to desk, and avatar state reflects real work.

A Pixi.js office floor where agents walk to stations, envelopes fly desk to d…

Product analytics: Autocapture or manually instrument event-based analytics to understand user behavior and analyze data with visualization or SQL.

Logs: Ingest, search, and analyze log data alongside the rest of your product data.

Get started by signing up for PostHog Cloud US or PostHog Cloud EU.

Table of ContentsGetting started with PostHogPostHog Cloud (Recommended)The fastest and most reliable way to get started with PostHog is signing up for free to PostHog Cloud or PostHog Cloud EU.

Once you've installed PostHog, see our product docs for more information on how to set up product analytics, web analytics, session replays, feature flags, experiments, error tracking, surveys, data wareh…

View Case Case 334: RAG Technical ExplainerA reference for technical concepts, process arrows, and Chinese explanation modules.

View Case Case 338: Red Cliff Classical ScrollA complete example of scroll format, classical Chinese narrative, and full-text layout.

View Case Case 331: Hand-Drawn Xi'an Watercolor MapA lightweight reference for city maps, hand-drawn routes, and landmark labels.

View Case Case 332: Tea Pi Product PosterA beverage product image combining Chinese selling points and a clean commercial poster style.

View Case Case 339: Apple-Style Nature Science PosterMinimal studio photography, a natural subject, and science-poster information layout.

🔬 Security Scanning & EvaluationFeature More Info ClawScan(OpenClaw Security Scan) Supports one-click evaluation of OpenClaw security risks.

🔧 API DocumentationA.I.G provides a comprehensive set of task creation APIs that support AI infra scan, MCP Server Scan, and Jailbreak Evaluation capabilities.

MCP Plugins: Add new MCP security scan rules to the data/mcp/ directory.

Founded in 2019, Tencent Zhuque Lab is a top-tier security research lab focused on real-world offensive and defensive research and frontier technology in the AI security space, covering large model security, AI agent security, AI-empowered security, and AI-generated content detection.

[code]Papers:"Securing the AI Agent: A …

Note Apache Maka (Incubating) is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator PMC.

Build the workspaces first:npm run buildThen start the TUI or run one Turn:npm run cli:dev npm run cli:dev -- run " Summarize this repository and identify its most important risk " npm run cli:dev -- run --graph " Implement two independent slices, integrate them, then review the result " npm run cli:dev -- --helpThe TUI also accepts /graph on , /graph off , and /graph .

Common repository-level commands:npm run build npm run typecheck npm test npm run check:releaseRun one workspace in isolation:npm --workspace @maka/runtime test npm --workspace @ma…

Claude Plugins — CommunityCommunity-contributed plugins for Claude Cowork and Claude Code.

What this repo isA read-only mirror of the community plugin marketplace.

The .claude-plugin/marketplace.json file here is the list of community plugins available to install.

Claude Codeclaude plugin marketplace add anthropics/claude-plugins-community claude plugin install < plugin-name > @claude-communitySubmitting a pluginSubmit via clau.de/plugin-directory-submission.

Pull requests opened directly against this repo are closed automatically — all changes flow from the internal review pipeline.

nodeterm A node-based terminal manager — your terminals and agents on an infinite canvas.

Multiple real terminals live as draggable nodes on a single pan/zoom canvas, and every project doubles as a Trello-style board of live Claude Code sessions.

— terminals keep running across node remounts and full app restarts, including live processes; machine reboots restore scrollback and resume agent sessions ( ).

AI commit messages & terminal names — bring-your-own local agent CLI run read-only on the staged diff or captured output.

A source checkout does not carry the bundled tmux: run node scripts/build-tmux.mjs once on macOS to build it into resources/bin/tmux (the release job does this automatic…

Cursor pluginsOfficial Cursor plugins for popular developer tools, frameworks, and SaaS products.

Each plugin is a standalone directory at the repository root with its own .cursor-plugin/plugin.json manifest.

PluginsRepository structureThis is a multi-plugin marketplace repository.

The root .cursor-plugin/marketplace.json lists all plugins, and each plugin has its own manifest:plugins/ ├── .cursor-plugin/ │ └── marketplace.json # Marketplace manifest (lists all plugins) ├── plugin-name/ │ ├── .cursor-plugin/ │ │ └── plugin.json # Per-plugin manifest │ ├── skills/ # Agent skills (SKILL.md with frontmatter) │ ├── rules/ # Cursor rules (.mdc files) │ ├── mcp.json # MCP server definitions │ ├──…

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*** * *This one is about my friend, Aaron.

I met him at school, and in our first year when we were eleven years old I told him I wanted to be his best friend but he said he already had a best friend.

Aaron’s bots had decided to make every single bet on his platform, which amounted to hundreds of betting categories, about Aaron himself.

Almost all the fellow programmers Aaron told about his exchange would respond with the same, feigned sympathetic encouragement and perplexity.

!’ Aaron growled.

For better or worse, React is heavily overrepresented in the training weights, and “agent experience” is starting to matter more than developer experience. "I don’t take any pleasure from noting that the huge body of knowledge I’ve built up over the years has been rendered nearly obsolete, nor am I happy to see the same thing happen to my much-more-qualified peers. But pretending that it’s not happening isn’t a valid strategy either."

Tab completions have given way to agentic coding which has given way to managing your agents with a harness.

But most of all, I have learned that the harness is the thing; the fulcrum from which my expectations meet the LLM's capabilities.

After enabling it on Brave, I am syncing my thoughts to the work directory.

I have a skill that syncs the harness with the repo in the work directory.

Let the harness run the scripts.

Ah, yes… well, unfortunately we do not have all the animations working yet, but we do have quite a few.

They identify the completed animations.

As time goes on, we’ll be adding more until all 507 are complete.

Click the Facebook “Subscribe” or Twitter “Follow” button below to be notified of our progress.

Meanwhile, we hope you enjoy the animations we have completed, along with Henry T. Brown’s original illustrations in this classic technical reference.

In the ’90s, Berkeley Systems’ After Dark screen savers brought Flying Toasters, Fish, and Starry Skylines to Macintosh screens everywhere.

Running After Dark modules in the present day has involved fussy configuration of Mac OS emulators or vintage hardware.

Even then, no single emulator or vintage computer can faithfully run every module: some animate too fast, some too slow.

Afterglow is an emulator built specifically for running After Dark modules -- the original 68k module code, not a remake or port -- with no dependencies on ROMs or classic Mac OS.

Created in the spirit of software preservation, it makes After Dark easy to enjoy today and for years to come.

Open ExecutiveAn AI system that acts as your company's virtual executive team — a senior advisor with Harvard MBA-level knowledge, customized for your specific business.

The API must run as a single instance; do not horizontally scale it without gating the scheduler first.

Deploying to productionJust set the secrets on the existing API app — no new Fly app required:flyctl secrets set -a openexec-api-dev \ DISCORD_BOT_TOKEN=... \ DISCORD_APP_ID=... \ DISCORD_GUILD_IDS=...

Running on Local ModelsOpen Executive can run against any OpenAI-compatible local server — Ollama, LM Studio, vLLM, or llama.cpp — instead of (or alongside) the Anthropic API.

Local model slugs route to your server through …

Graph traversal, HNSW vector similarity, and BM25 full-text — in the same query language.

Graph traversal, HNSW vector similarity, and BM25 full-text — in the same query language.

// Find chunks similar to a query, traverse to their document, then to the author MATCH ( chunk : Chunk ) - [ : PART_OF ] -> ( doc : Document ) - [ : AUTHORED_BY ] -> ( author : Person ) WHERE chunk .

commit () # --- Query: vector search + text match + graph traversal --- results = db .

id , "AUTHORED_BY" ) ; } ) ; // Query across vector search + graph traversal const results = await db .

"Tailscale without Tailscale, by Tailscale"TailcatTailcat is a remix of Tailscale open source pieces to act like netcat, but over Tailscale's data plane, without Tailscale's control plane.

Whether you use tailcat as a CLI tool or library, one side runs a tailcat server (listener) and gets back a short connection token.

The initial connection bootstraps through a DERP server (see below), and then magicsock performs NAT traversal to upgrade to a direct peer-to-peer UDP connection when possible (usually!).

Anyone else's handshake is silently ignored: they can't reach the SSH server, or even learn that one is running.

The public rate-limited Tailcat DERP relays have no uptime SLAs or throughput…

I wrote up my experience building a backyard office because I wish I had come across more articles like this when planning my build.

I don’t see myself returning to a local office in Portland, so we decided to invest in a backyard office.

My budget’s two most viable paths were an Autonomous.ai prefab office Pod or building an office by utilizing a shed frame.

This allowed me to have tall ceilings, making the small space feel bigger.

It was a small space, so I don’t need a ton of outlets, but I am already happy I installed 4 instead of 2.

Nebula Sans is the new brand typeface for Nebula, the premium streaming service from independent creators.

Based on Source Sans and designed to be a drop-in alternative to Whitney SSm, Nebula Sans is available for anyone to use under the SIL Open Font License.

Watch our short documentary film about the story behind Nebula Sans, written & directed by David Friedman.

Featuring two styles in six weights, Nebula Sans is well-suited for use in interfaces, print, and for any other graphical, digital, physical, metaphysical, metaphorical, or allegorical typeface needs.

Download View font license

Buildkite – You deserve better CI.

Buildkite is engineered for frontier scale and trusted by the teams setting the pace.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

Learn more at WorkOS.com and AuthKit.com

Coder.com – Secure environments where devs and agents work in parallel.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

Learn more at WorkOS.com and AuthKit.comNotion – Custom Agents that automate the busywork so your team can focus on real work.

Try them free at notion.com/changelogFly.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.

Check out the speedrun to get started in minutes.

Coder.com – Secure environments where devs and agents work in parallel.

Tailscale – Adam loves Tailscale!

Tailscale deploys quickly and enables Zero Trust access to any resource on your network.

From CI/CD runners across multi-cloud environments, to SaaS tools and infrastructure, Tailscale connects it all, seamlessly.

When agents help developers write code in minutes, validation becomes your bottleneck.

Coder.com – Secure environments where devs and agents work in parallel.

Tailscale – Adam loves Tailscale!

Tailscale deploys quickly and enables Zero Trust access to any resource on your network.

From CI/CD runners across multi-cloud environments, to SaaS tools and infrastructure, Tailscale connects it all, seamlessly.

When agents help developers write code in minutes, validation becomes your bottleneck.

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.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

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

When agents help developers write code in minutes, validation becomes your bottleneck.

RWX gives agents programmatic control, sub-second cached builds, and semantic outputs they can act on.

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 Wire…

Changelog News!

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

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

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In the meantime, enjoy some clips!

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

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

Squarespace – Turn your expertise into a business with the all-in-one platform for websites, services, and getting paid.

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

Notion – Custom Agents that automate the busywork so your team can focus on real work.

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

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

Squarespace – Turn your expertise into a business with the all-in-one platform for websites, services, and getting paid.

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

Notion – Custom Agents that automate the busywork so your team can focus on real work.

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.

Steve Ruiz joins us for a deep-dive on tldraw (a very good free whiteboard) and the business he’s built selling SDKs that help others build very good whiteboards (and more) with tldraw’s high-performance web canvas.

Along the way, we discuss the excitement/fear we share about keeping our agents busy, how SDK and infra companies are affected differently by agentic software than SaaS companies, how Steve is approaching the coming era of internal tooling, what will happen when we equip LLMs with an infinite canvas, 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.

The Mammotion LUBA 3 AWD 3000H and the LUBA Mini 2 mowers are both heavily discounted - here's which you should get.

The Samsung Galaxy Z Fold 8 isn't a camera phone per se, but I've definitely enjoyed shooting with it.

Also: Samsung Galaxy Z Fold 8 review: The compact phone I've wanted all alongIf you have a Galaxy Z Fold 8 or are planning to purchase one, I suggest changing a few camera settings as soon as you set up the phone.

I recommend you change these four settings to extract the best quality photos from your new Samsung Galaxy Z Fold 8.

To find Camera Assistant:Go to the Camera app on your Galaxy Z Fold 8.

Also: The Galaxy Z Fold 8 is so good, I don't see the point of flip phones any more3.

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.

Also: Apple's new Siri AI comes with hidden costs that power users should know ofBut oh, how things have changed since those seemingly much simpler days.

Google, on the flip side, began taking notes from Apple in order to fix its toxic hellstew.

Remember back in June 2024, when Apple delayed a bunch of features -- Apple Intelligence, iPhone Mirroring, and SharePlay Screen Sharing -- in the EU, blaming Digital Markets Act compliance?

But keeping Siri AI out of the EU probably doesn't seem like it will be enough to halt investigations.

Also: Can Google save Apple AI?

According to Palo Alto Networks' Unit 42 research team, that's a "probable" scenario.

In a briefing on Wednesday, Unit 42 discussed early findings from its new service, Frontier AI Defense.

According to Unit 42, it's the sudden AI-enabled power boost for these individuals that we need to watch.

Unit 42 calls AI a "force multiplier" that is changing how cybersecurity operates.

Now might be the time to consider investing in specialized platforms or partnering with experienced professionals in the space to improve your organization's security posture.

The Bravia 6 OLED TV is a new entry-level option in a variety of screen sizes.

Now, Apple TV subscriptions will cost $14.99 per month, up from its previous price of $12.99 per month.

The firm, known for its focus on software, is going to start throwing more money at the hardware behind AI.

A federal judge ruled the Trump administration illegally labeled Anthropic a supply chain risk, handing the AI company a victory as its second Pentagon lawsuit continues in Washington.

Sandhya Devanathan will oversee some OpenAI operations across Southeast Asia and Australia in her new role.

Launched by Belgian startup Any, LUV1 is a modular electric motorcycle with 120 liters of cargo space that can be used to carry bags, work equipment, or even pets.

A boutique StrictlyVC evening returns to New York's West Village on September 10 with Keith Rabois, Craig Shapiro, Jason Levien, Tristan Walker, Brynn Putnam, and Deven Parekh — covering AI, sports investing, community-building, venture economics, and politics, with cocktails, food, and networking throughout the night.

At TechCrunch Disrupt 2026, the AI Stage is back to dig into the single hottest topic in the community for the past few years, presented by Google for Startups.

Claire McDonough is stepping down on October 30 to pursue a new opportunity, the company said in a filing on Thursday.

Sometimes people just want to post to their followers, Bluesky says.

Meta’s settlement with 29 states allows it to retain certain data from children under 13 to train and test age-detection models, highlighting a privacy trade-off built into the deal.

Google is adding an "Expert Intelligence" feature to Gemini Notebook (formerly known as NotebookLM) that lets users cite and work directly from more than 100,000 books they own through Google Play Books. Those books can be used as sources for things like quizzes, infographics, and Audio Overviews. Digital Trends reports: For now, Google is offering one free book to users in the US as part of the launch campaign, with a caveat -- "while supplies last." At the moment, Expert Intelligence is only available in the Gemini Notebook app and its web dashboard, but down the road, Google says that it will also appear within the core Gemini app and AI mode in Search. The broad idea behind expert intel…

Canada is recruiting 64 researchers to universities across the country (source paywalled; alternative source), including 48 from U.S. institutions such as Harvard, Yale, and MIT. The hires are backed by more than $364 million in government funding and are part of a broader effort to attract researchers in fields such as AI, climate science, and medicine. The New York Times reports: While scientists often shy away from political discourse, some are saying the Trump administration's assault on science is behind their departure. "I used to live in the country that I thought was the most enthusiastic about the prospects for science improving the human condition, of any country in the world," sa…

An anonymous reader quotes a report fro SFGATE: From "rizz" to "meat proxy," words and phrases have fallen in and out of favor for centuries. Culture, politics and technological development have long influenced these trends, and now, new research shows that ChatGPT is beginning to influence how humans communicate. The findings from a team at the Pew Research Center show how, in a short time since OpenAI released ChatGPT in November 2022 and other chatbots followed, the use of certain words and phrases has spiked on the web. The researchers, led by data scientist Samuel Bestvater, studied nearly half a million English language webpage texts in snapshots over the past five years. Not only has…

Google is imposing new memory-use limits on Android apps as the AI data center boom contributes to a broader memory chip shortage that could leave lower-cost phones with less RAM. Developers will have until February 2027 to meet new thresholds for memory and bitmap usage. To aid developers, Google is adding tools to flag apps that exceed the limits and help prevent slowdowns and crashes. TechCrunch reports: The company explains that the mobile industry is now facing "significant hardware supply constraints that are altering device memory availability," which can then, in turn, affect the consumer's experience with their devices. To address this, Google is now establishing new performance th…

Wired reports that OpenAI is testing a new "Persistent mode" for Codex that would let the agent keep working until explicitly "put to sleep," proactively creating follow-up tasks for itself across sessions and using prior interactions and knowledge of the user to decide what to do next. Code alluding to the feature was spotted in the product's code base, though it has not been rolled out or officially announced yet. From the report: Persistent mode appears in Codex's "reasoning effort" menu, in which users can select the level of computing power, tokens, and time they want to allow for an AI model to "think" before answering a prompt. It seems to be one of OpenAI's most computationally inte…

Ring is rolling out a new default encryption system called TAKE, or "Throw Away the Key Encryption," that rotates video keys every five minutes and permanently deletes Ring's copy after 24 hours. The system is designed to preserve cloud features such as smart alerts and AI video search while limiting what Ring can provide under legal process to non-video account information and encrypted footage. The Verge reports: Ring says TAKE uses unique, rotating encryption keys for your footage, stored in a secure enclave and accessible only under strict conditions -- based on the features you enable on your account. Currently, footage captured by Ring cameras is encrypted in transit to the cloud and …

An anonymous reader quotes a report from Ars Technica: Documentation files on more than 100 websites are referencing potentially dangerous executable content that gets installed automatically when visited by many AI agents [including Claude, OpenAI's Codex, and Nous Research's Hermes]. A few dozen companies, some of them Fortune 500s, are among those that executed proof-of-concept code. At least one misconfigured site is directing visitors, human or AI, to live malware. The potentially dangerous content is in llms.txt and llms-full.txt files, an emerging convention websites employ to provide machine-readable summaries of the site's content and its high-level structure. These files are the A…

Longtime Slashdot reader dhartshorn writes: Foreign-produced "bulk power" equipment is now effectively banned, and the list of what constitutes such equipment is essentially everything used to make up the grid... much of which we are heavily dependent on foreign sources to supply. In a Wednesday executive order, President Trump said foreign supply of electric equipment "constitutes an unusual and extraordinary threat" to national security. The Hill reports: Under the order, it will be up to Energy Secretary Chris Wright, in coordination with other officials, to determine whether a piece of equipment poses an issue. The order could impact a wide range of equipment, including substations, tra…

Panic is refunding Playdate customers the 19% tariff charges it passed along while the Trump administration's import duties were in effect, after the Supreme Court ruled the tariffs illegal and the company began receiving refunds from the government. Panic says the money "just [wasn't] ours to keep." Ars Technica reports: In an update posted on the Playdate help site this week, Panic noted that it has finally "begun to receive refunds of the tariffs we paid in the last year" and had consequently "refunded all tariffs charged to customers." In the initial version of that tariff note, Panic explained that it couldn't afford to simply "absorb" the 19 percent tariffs it was being charged to imp…

The Information reported on Wednesday that Nvidia has agreed to buy open-source platform Hugging Face for $12.9 billion. "Deal talks began after Hugging Face, an open-source AI platform developers use to collaborate, test and share tools, received acquisition interest from another suitor," reports CNBC, citing the (paywalled) report. Business Insider separately reported the acquisition talks. From CNBC: If completed, the acquisition would put one of the most widely used platforms for sharing and working with open-source AI models under Nvidia's ownership, expanding the chipmaker's reach further into the software and model ecosystem. Siddy Jobe, a fund manager at Eonopolis Exponential Techno…

Подоспел реальный пример для иллюстрации поста

В позапрошлом посте я писал, что агентский поиск должен принимать пачку запросов за раз. Напомню идею: один тулкол, много запросов, один ответ. Иначе получается N+1: агент ищет, ищет, ищет.

И вот поспел живой пример.

У Вкусвилла появился официальный MCP. vkusvill_products_search принимает один q. У меня в приложении Recipe Scaler список покупок для рецептов. Пара блюда — штук 20 ингредиентов. Чтобы собрать из них корзину Вкусвилла, мой агент делает примерно так:

vkusvill_search_products({ q: "яйца" })

vkusvill_search_products({ q: "тесто фило" })

vkusvill_search_products({ q: "апельсин" })

vkusvill_search_products({ q: "греческий йогурт" })

vku…

Apple and OpenAI have two completely different hardware announcements; both represent pressure on Nvidia.

Привет! На скриншоте результат веб-анализа макияжа на мобилке. 15 и более карточек, которые открываются по клику в панельке снизу. Есть ощущение, что может быть удобнее. Есть ли идеи по поводу представления сегментированного контента вроде этого в условиях ограниченных размеров экрана?

Netflix is considering selling other streaming services, and I think it's a good idea; it's also a let-down for Netflix's original goals and potential pivots.

Ох, получается, я сейчас — айос-разработчик

Мои эксперименты с своим веб-приложением recipe scaler (см. посты по тегу recipe-scaler) довели меня до апстора. Я выпустил нативное приложение.

Ссылка на магазин Попробуйте, кто готовит, оно классное. Оно умеет всё то же, что веб: надежная синхронизация, в том числе в оффлайне,

работа в оффлайне,

таймеры с пушами,

кбжу,

импорт откуда угодно: текст, сайты, даже фотографии бабушникой тетрадки, интеграция с телеграмом,

ассистент, который помогает в панике понять, что делать с тестом, которое не поднимается как положено, под капотом — стейт-оф-зе-арт-модель, а не какой-то мусор,

и, если ассистента не хватает, то есть MCP, который позволяет встроить р…

А расскажите, как вы составляете пользовательские сценарии при проектировании нового сервиса? С чего начинать?

И главное: как вы определяете глубину детализации, чтобы сценарий помогал проектировать, а не превращался в художественную литературу? Стоит ли прописывать реакцию системы на каждом шаге (ошибки, лоадеры) в тексте, или это уже лишняя работа, которую нужно делать сразу в макетах?

Incentives favor offense when it comes to agentic cybersecurity; it's the same dynamic that will limit incumbents and fuel startups in the long run.

Incentives favor offense when it comes to agentic cybersecurity; it's the same dynamic that will limit incumbents and fuel startups in the long run.

I wrote a tiny language implementation: Calcium.

It’s meant as a demonstration of how languages like Python are implemented. It

has a tokenizer, a parser, an AST, a compiler, bytecodes, and an execution

engine, all in about 300 lines of code.I did it because I often see the question: isn’t Python interpreted? Why do

people say it’s compiled? (BTW, I also answered this in an earlier blog post:

Is Python interpreted or compiled? Yes.) It can be hard to explain

that your Python program never becomes an explicit sequence of native CPU

instructions, which is what people often think “compiled” means.So I coded up Calcium to have on hand the next time

it comes up. I think it will help to be able t…

The best Stratechery content from the week of August 17, 2026, including Apple making compromises in the EU, Truth (Social) and reconciliation, and August fun with the Clippers and Lakers.

Apple's App Store is finally facing the reality of lower fees, and the EU should be satisfied with its work; it's ok it's late.

Nvidia makes another deal, this time with a frontier lab; Anthropic's revenue continues to amaze; and maybe data finally is oil.

Когда ChatGPT пишет связный абзац про квантовую физику или помогает составить письмо об увольнении, возникает ощущение: вот оно, мышление. ...

The post Нейросети — не ИИ. Почему ChatGPT на самом деле не думает first appeared on Непиши.

Как правильно отказать клиенту, который просит прислать дизайн до встречи-презентации? Клиент хочет «успеть ознакомиться и показать заинтересованным людям».

Stripe is reportedly acquiring OpenRouter, an implicit bet on a future market of models and the chance at Aggregation.

То, что раньше считалось профессиональной нормой, теперь считается признаком нейросетей: правильные кавычки, длинные тире, сложные конструкции типа «не только… но и». Как быть тем, кто привык использовать эти знаки препинания и фразы? Нужно ли теперь их избегать?

The best Stratechery content from the week of August 10, 2026, including the capital constraint, AI writing, and a tale of two cities.

Anthropic is adding watermarking in response to the E.U.'s AI law. It's a terrible idea, first and foremost for philosophical reasons.

Здравствуйте. Хотелось бы получить совет по улучшению этого прайс-листа и более компактной организации информации

Есть несколько обязательных ограничений: Формат листа должен оставаться A5. Уменьшать текст уже нельзя, поскольку текущий размер — минимально комфортный для чтения посетителями автосалона. Вся информация, включая QR-коды и дополнительные данные, должна быть сохранена. QR-коды также уже уменьшены до минимально допустимого размера.

Сейчас макет практически исчерпал доступное пространство, поэтому хотелось бы понять, возможно ли вообще переверстать его лаконичнее и эффективнее, не ухудшая читаемость и не удаляя информацию. Особенно важно предусмотреть возможность добавления новых а…

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Paste a job posting and a couple of minutes later your editor opens on what looks like a real interview repo: the problem statement, a solution file, sample tests. Hidden tests grade your submits and the clock does not negotiate; a correct answer one second late is refused, because that is what the real screen does. It researches what the company you name actually runs (from candidate reports), writes an original question in that shape, and refuses to start if the question cannot prove its tests catch wrong answers. Afterward it shows where your time went per question, which is the thing that actually kills timed screens and the thing no practice site measures. Built it after failing screen…

About 7 months ago I was trying to get more organised because I had quite a lot I wanted to achieve across different areas of my life. The problem was, I could set long-term goals easily enough, but I never really knew whether what I was doing each week was actually helping me get there. I also kept running into the same issue with productivity apps. They were either really good at one specific thing, or they pushed this idea that everything should be optimised all the time. That wasn’t really what I wanted; I wanted something that linked the important areas of life together, helped me see whether my short-term actions were actually contributing to my longer-term goals, but still appreciate…

I've been thinking about this a lot lately. Building the product feels pretty straightforward compared to getting anyone to actually use it 😂 You can spend months building something, launch it, and then... crickets. I've seen founders try Reddit, Product Hunt, SEO, X, cold outreach, directories, etc. And the funny thing is you'll find someone saying a channel worked incredibly well for them, while someone else tried basically the same thing and got nothing. So I'm curious what has actually worked for you. If you've got your first 10–50 users already, where did they come from? And even more useful: what did you try that completely flopped? I'd much rather hear "I tried X, spent 3 weeks on it…

Hello everybody, I am Preet. I built Mira, a migraine tracker for iPhone. Most migraine apps either locked important features like exporting your history behind a paywall, or were more complicated than they needed to be. Neither made sense, so I spent the last few months building Mira. The rules I set for it: ⁠Free forever: No paywall, no ads. There's a voluntary tip if you want to support it, but nothing is locked. No backend: Your history stays on your device and only syncs to your private iCloud if you turn it on. My close friend suffers from chronic migraine. That's my motivation to keep it free and maintain it over time. The goal is to get it in front of as many people with migraine as…

Moka-fi started from a simple frustration: online study spaces often feel either lonely or like corporate meeting tools. I wanted something closer to sitting at a café with friends. So I built rooms for focused study, casual conversation and games, with shared Pomodoro sessions, to-dos, flashcards, mind maps, lofi radio, ambient sounds, text chat, and voice/video calls. It launched on Product Hunt today. Visitors from the launch can try everything free for 7 days, with no card required. I’d genuinely appreciate feedback on three things: • Does the product feel cozy or visually overwhelming? • Is the purpose clear in the first minute? • What would make you come back with friends? Product Hun…

you can try it via: curl -fsSL https://raw.githubusercontent.com/clarkarch/tfm-tui/master/install.sh | bash note: if you want full functionality use kitty, ghostty partially supports dnd repo: https://github.com/clarkarch/tfm-tui submitted by /u/UnknownBoyGamer [link] [comments]

Hi! I built https://thisismybucketlist.com/ to help you, me, everyone document their bucket list. A bucket list is a list of goals, ideas, or dreams that you want to achieve in your lifetime. If you don't have one, I highly suggest creating one (even if it's not on this site). So here I was knocking things off my list and feeling so happy that I did. But the thing was, another day went on, and then a week, and then a year. And then looking back, I couldn't remember a thing about the amazing milestone I once achieved. So I made thisismybucketlist.com to help me document & journal about my bucket list so I can never forget those details. And so that one day, I could look back on it and feel h…

Disclaimer (because people seems to still care about this) : I used AI to help me create this app and write this post. I hope it does not feel AI slop to you. The story is real and I put a lot of my heart on this project, it is not on autopilot. About 10 months ago I posted here about an app I had made and called the post “I made an app that sucks”. Someone checked the landing page and told me they had no idea what the app was supposed to do. At the time it had a chatbot, widgets, credits, focus features... I had kept adding things until the original idea was lost. I have a terrible memory and for years I have tried to automate the things I need to remember. Before building an app, I had an…

Hey guys, My boyfriend and I (both devs in France) are building our first app. The coding part is super fun, but the marketing side is honestly stressing me out. I was thinking that to get early users you either need to buy one of those tiny clip-on mics and put your face all over TikTok (which gives me major anxiety, I'm a dev, not an influencer lol), or post your app on Reddit and pray you don't get instantly banned for self-promo (not to mention the hate comments). I really just want to build cool stuff and solve a problem without having to do a song and dance on video or walk a minefield on forums. How are you guys actually getting your first 100 users without playing the influencer gam…

I’ve been building Telemetry Tracker, an open-source error and performance monitoring tool, and I’m at the point where testing it only on my own projects isn’t that useful anymore. So I’m looking for developers with real side projects who’d be willing to try it. The hosted Free plan is €0, no credit card, and includes: 250K ingest units/month 14-day retention error tracking sessions & events performance monitoring release health alerts There are SDKs for Next.js, Node.js and React Native, and it can also be self-hosted. I’m not really looking for paying customers here. I’d rather find a few people running small apps and learn where the onboarding/docs suck, what’s missing, and whether the t…

Last time I posted about StepGrab here, most of the feedback came down to the same thing: the arrows. They point at the click, which is correct, but sometimes that means covering the exact button you were trying to show — and the only fix was to record the whole thing again. That's what 1.4 is. There's an editor window now: Drag the numbered badge to change the arrow's direction and length Drag the middle of the line to bend it around whatever it was covering, or flip an elbow to the other side Click the step description to rewrite it — clear the field and the generated sentence comes back Reorder steps by dragging, delete them, undo anything with ⌘Z The preview renders the actual export pe…

A Jetpack Compose UI library that fuses Material Design's bold, expressive visual language with Apple's physics-driven interaction model. Every component looks Material Expressive and feels like Apple's Liquid Glass. I like Material 3 as it just looks good and not so blobby or refrective like liguidglass I like the fluidity and visual language of liquidglass But the problem is they ar both diffrent... So i decided to merge them... Expressive looks, liquid feels! That is basically the scope of this project! https://github.com/Aarav90-cpu/Expressive-Glass Android SDK Requirement (Minimum) = Android 11+ DEMOVIDEO = https://github.com/Aarav90-cpu/Expressive-Glass/blob/main/DEMOVIDEO/expressgl_d…

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Revier Therapeutics, a Heidelberg-based BioTech company advancing disease-modifying therapies for patients with cardiometabolic disease, has officially launched and announced the closing of a €6 million Seed financing round.

We believe the next generation of cardiometabolic medicines needs to address the underlying disease-driving biology to deliver impactful and long-term solutions for patients.

Prof. Johannes Backs, MD, scientific founder of Revier Therapeutics, added, “While first generation HDAC inhibitors broadly targeted multiple HDAC classes resulting in dose-limiting side effects, Revier’s first-in-class small molecules selectively target class IIa HDACs.

These compounds specificall…

Travel is now an €9.57 trillion ($11 trillion) global industry, and demand remains remarkably resilient despite pressure on household budgets.

Why connection is becoming a consumer priorityIt’s worth asking why everyone is travelling.

Much of the consumer economy has been designed around convenience and efficiency first, then personalisation.

Participation can lead to relationships, relationships to repeat participation, and repeat participation to advocacy and community-driven retention.

From travel and hospitality to wellness, entertainment and social platforms, European founders are building businesses that reflect changing consumer priorities.

Nanolope, a Berlin-based DeepTech startup developing high‑density thermal energy storage materials for buildings and energy systems, has closed an €800k pre-Seed financing round.

“The transition to sustainable heating will be decided in existing buildings.

That is exactly what we are developing with our thermal storage panels,” said Dr. Felix Marske, CEO and co-founder of Nanolope.

It highlighted that in existing and commercial buildings, outdated heating systems, poor thermal performance, and increasing energy-efficiency requirements lead to high costs and emissions.

It aims to make existing buildings more energy-efficient while improving thermal comfort for residents and occupants.

Paris-based quantum computing scale-up Pasqal is set to begin trading on Nasdaq today after completing its business combination with Bleichroeder Acquisition Corp. II – marking the DeepTech company’s transition from a venture-backed scale-up to a publicly listed business.

The transaction leaves the company with approximately €309 million ($360 million) in cash at closing, which they plan to use to accelerate the deployment of its quantum computing technology, expand manufacturing capacity and advance its roadmap towards fault-tolerant quantum computing.

“Pasqal was built to take neutral-atom quantum computing from foundational science to industrial-scale deployment.

EU-Startups has reported…

Lupin Dental, a Montpellier-based early-stage robotics company focused on developing innovative dental technologies, has announced the close of its €15 million Series A financing round.

Fynveur, together with its advisor, Invus, will partner closely with Lupin Dental to provide strategic guidance and support its operations.

Co-founders Dr. Galip Gürel and Dr. Stefen Koubi said, “Lupin Dental opens a new chapter with this important milestone.

The Lupin® Robotic System is a supervised automated robotic platform for minimally invasive tooth preparation procedures for aesthetic veneers.

In June 2026, the company announced that it had received UKCA certification for the Lupin® Robotic System, au…

Readily Diagnostics, a Swedish point-of-care diagnostics company, has received a grant of approximately €811k (about 9 million SEK) from the Gates Foundation to develop an affordable test for the world’s most common sexually transmitted infections (STIs).

“Readily is committed to delivering accessible molecular diagnostics.

A diagnosis should not depend on where you happen to live,” says Liza Löf, CEO of Readily Diagnostics.

That is the whole point of the technology we have built.”Readily Diagnostics’ grant comes amid varied funding for decentralised and rapid diagnostics startups in Europe in 2026.

Founded in 2022 and spun out of Uppsala University, Readily Diagnostics develops sensitive, …

Germany’s effort to turn more university research into high-growth technology companies has entered a decisive phase.

The broader point is that DeepTech ecosystems tend to form around existing concentrations of research, industrial demand, specialist talent and capital.

Industry has to move earlierFor DeepTech companies, pitch events and mentoring are rarely enough.

The sectoral challenge is to make access to industrial validation systematic rather than dependent on chance or personal networks.

Capital remains the hardest testDeepTech financing remains one of Europe’s structural weaknesses.

PLD Space, a Spanish space transportation company, has been awarded €158.9 million by the European Space Agency (ESA) under the European Launcher Challenge (ELC) – a strategic initiative aimed at strengthening Europe’s autonomous, competitive, and resilient access to space.

Spain is also represented by Castellón-based Arkadia Space, whose founders previously worked at PLD Space and which secured €14.5 million for green spacecraft propulsion.

“For PLD Space, this contract is not an isolated milestone.

Founded in 2011, PLD Space is a SpaceTech scale-up on a mission to transport satellites and people into space, vertically integrating the engineering, testing, manufacturing, and operations of …

Adaptyv Bio, the Lausanne-based BioTech startup building an automated wet lab for AI-driven protein design, has raised a €34.35 million ($40 million) Series A round.

Ace Ventures led the company’s €6.8 million ($8 million) Seed round in late 2024.

But most wet labs were built for a world where scientists tested twenty designs per target, not two thousand.

The new capital will fund two types of growth: horizontal expansion of lab capacity and vertical expansion into harder biology problems.

For the horizontal expansion, Adaptyv Bio has announced a new lab and office will open in London in the fourth quarter of 2026, alongside an expansion in Lausanne.

Vitalfluid, an Eindhoven-based startup helping growers to adopt plasma technology as a natural, residue-free alternative to chemical fungicides, has secured €17.2 million to accelerate sustainable crop protection worldwide.

The company specialises in developing Plasma Activated Water (PAW) applications, which provide a sustainable alternative to chemical pesticides and fertilisers.

In a thunderstorm, lightning causes the natural transformation of water into Plasma Activated Water (PAW).

This on-site PAW production provides a natural and sustainable alternative to the pesticides currently used to enhance plant health.

In April 2024, VitalFluid announced that it had secured €5 million in fund…

Join us for a conversation with Karin Fleck, the CEO and Founder of Vienna Textile Lab, an innovator in sustainable textile dyeing through biotechnology.

Discover how Vienna Textile Lab is transforming the textile industry by offering a commercially viable, safe, and sustainable alternative to traditional synthetic dyes.

Key PointsThe motivation behind transitioning from oil and energy to sustainable textile innovation.

Neither the European Union nor the granting authority can be held responsible for them.

The Women TechEU scheme is an EU-funded project supporting women leading deep tech startup companies from Europe.

Motion, a Brussels-based startup that claims to be Europe’s first Humanoids-as-a-Service (HaaS) platform, has raised a €1.7 million ($2 million) pre-Seed round, led by Extantia Capital, with participation from Norrsken Evolve.

Hiring a robot should be as easy as hiring a person,” said Alexander Stevens, founder and CEO of Motion.

Motion states that its field deployment engineers take each customer through every step from idea to working process.

The first is that Motion is OEM-agnostic, allowing it to select humanoid robots based on each task’s requirements rather than relying on a single manufacturer.

The company is also opening a partner programme for system integrators and automation spe…

Principle shows how those decisions might play out under different conditions, what could break, and which strategies appear more resilient.

Then, by the end of 2025, the Dubai Future Foundation invited the team to deploy AI policy decision-making simulations for their government.

They're much more nimble.” ​Simulating the next two years of AIPrinciple ran Cirque de Simulé, a live simulation of the AI market, at New York Tech Week this year.

For the event, the company simulated the next two years of the enterprise AI market through mid-2028.

How far this model can scale — and can strategic simulation become as commonplace for startups and smaller companies as Kiulian believes it should be?

Swedish technology companies raised approximately €2.8 billion in H1 2026, with a significant share of capital concentrated in a small number of large transactions.

More than two-thirds of disclosed rounds were below €10 million, with a median round size of approximately €3.5 million.

Legaltech followed with approximately €517 million, driven by Legora's Series D and subsequent extension, while transportation companies raised around €457 million, led by Polestar and Einride.

Software recorded the highest number of transactions but attracted around €110 million, reflecting a larger number of smaller and early-stage rounds.

Here are the ten companies that raised the most in H1 2026.

However, as JB Benjamin, founder of post-quantum sovereign data platform Veldris, points out there are ramifications, not only for human cognition but also for human data and sovereignty.

Moreover, there is a crucial distinction between using AI to make humans faster and using it to make humans think.

Asking AI to challenge human thinking and humans may become better at thinking.

"Handing a task to AI is a gain while the human can still perform that task independently.

AI in the workplaceThis matters enormously in the workplace because some of the tasks AI is most capable of eliminating are precisely the tasks through which humans learn.

Italian startup PlantVoice, however, believes that the plant is the most reliable indicator of its own needs.

PlantVoice has developed an agronomic platform specifically designed for food production, integrating real-time plant physiological data with weather and soil data.

PlantVoice aims to close that gap by incorporating physiological data directly from the plant.

We can integrate those devices into our platform through APIs and other connections, and then we add the physiological data from inside the plant,” Ferrari explained.

“The more plant data we collect, the more accurate and valuable our recommendations become.

Nvidia has agreed to buy Hugging Face, the AI platform and open-source AI model repository, for $12.9bn, according to a report in US tech title The Information, which cited a person with knowledge of the deal.

Hugging Face, founded by three French entrepreneurs, has been likened to the GitHub for AI models and datasets.

Based in New York, Hugging Face provides a repository where developers can download AI models, tools for running models, datasets for training AI models, as well as a community where developers and researchers can publish and collaborate on AI models.

Nvidia backed Hugging Face in a $235m Series D funding round in 2023, valuing it at $4.5bn, which is Hugging Face's last know…

French quantum software company ColibriTD has raised €4 million in seed funding to further develop its multiphysics simulation technology and expand internationally.

Founded in 2019 by Laurent Guiraud and Hacène Goudjil, ColibriTD develops quantum software for solving complex simulation problems across industries including aerospace, defence, semiconductors, energy, automotive and finance.

The company is focused on applying quantum computing to industrial simulation workloads that can require substantial classical computing resources.

The platform is hardware-agnostic, allowing it to operate across quantum computing systems from different providers.

ColibriTD also plans to expand its hardwa…

Brussels-based robotics company Motion has raised $2 million in pre-seed funding to expand its Humanoids-as-a-Service (HaaS) platform and move its existing industrial pilots into commercial deployment.

Founded in 2026, Motion provides humanoid robots to industrial, warehouse and logistics companies through a subscription-based model designed to reduce the upfront cost and operational complexity associated with adopting the technology.

However, Motion says the adoption of humanoid robots remains limited by financing, integration, regulatory and operational requirements associated with deploying and managing robotic fleets.

Alongside its direct deployments, Motion is launching a partner progr…

Two of the co-founders of Swedish autonomous truck startup Einride have launched a venture firm, which is targeting around €450m to invest into European startups over the next three years.

Called Navisalma, it was founded by Einride co-founders Robert Falck and Linnéa Kornehed Falck, along with ex-McKinsey partner Robert Westerdahl.

It plans to invest around €450m in European deep tech startups, such as robotics companies, over the next three years.

It will then look to raise €450m for investment purposes, but did not disclose further detals of possible investors.

Robert Falck, CEO, Navisalma, said: “Europe is exceptional at creating technology, but we have not been equally good at turning …

British long-duration energy storage company Certain Energy has raised £10 million in Series A funding to commercialise its manganese flow battery technology and prepare it for grid-scale deployment.

The technology is intended to help stabilise electricity grids, reduce renewable energy curtailment and limit reliance on gas-fired peaker plants.

As renewable generation increases, electricity grids face periods when production exceeds demand as well as periods when renewable output is insufficient.

Certain Energy is targeting this imbalance with flow batteries based on manganese, an abundant element that the company says can provide a lower-cost alternative to materials used in other long-dur…

MIRAVA believes recreational boating is ready for a similar transition.

This idea sits at the centre of the company's approach to intelligent boating.

According to MIRAVA, intelligent following could also allow the boat to remain connected to its users during certain water-based activities.

As software, AI and intelligent systems become increasingly integrated into everyday products, recreational boating could follow a similar path.

For MIRAVA, that is ultimately the purpose of intelligent boating: to give people more freedom on the water.

Stability AI, the London-founded AI startup behind the Stable Diffusion AI model, which has switched its focus from the UK to the US, has raised a $76m funding round, with investment from three music company giants, it said today.

The Series B round includes new investors Sony Music Group, Universal Music Group and Warner Music Group, along with gaming giant Electronic Arts, with AMD Ventures and Pacific Alliance Ventures also investing.

Stability AI today bills itself as “the leader in purpose-built AI products for professional creatives across music, gaming and entertainment".

The investment follows Stability AI striking deals with Warner and Electronic Arts to build new AI models leverag…

Vlad Tislenko, a partner at venture capital firm SMRK VC, today announced the launch of Startup Due Dil, a web application that automates the collection, verification, and structuring of information during startup due diligence.

Startup Due Dil is designed to produce an initial structured report in approximately 10 minutes.

I began building Startup Due Dil for my own work to automate this part of the process.

Nine specialists and an OracleThe system orchestrates ten AI agents, analyses pitch decks, supporting documents, and public sources, and produces a structured report for investors and founders.

To begin an analysis, a user only needs to upload the startup's pitch deck.

Ploughshare’s Technology and Growth (TAG) Alliance is gaining momentum less than a year after being announced, with at least three new defence technology spin-outs expected by the end of the year and three major organisations joining its growing membership.

Ploughshare was established in 2005 as the Ministry of Defence (MoD)’s trusted commercialisation partner.

It has brought over 140 technologies to market and created 16 spin-out companies.

The TAG Alliance Membership welcomes Babcock, Frazer-Nash Consultancy and UKRI to the Alliance, bringing together 19 organisations working to take UK defence innovation into wider markets:ADS BabcockBAE SystemsCBICranfield UniversityUK DINThe D GroupDst…

AI investment platform Itoflow has raised $2.5 million in pre-seed funding to develop its technology to help professional investment teams automate and scale research and portfolio management.

Founded in 2026, Itoflow is developing AI agents that learn how individual investment firms research opportunities, assess risk and review portfolios.

In current pilots, investment teams define their investment approach, risk constraints, and review criteria in plain language.

Itoflow also allows customers to determine how its agents operate, including which actions and thresholds require human approval.

The new funding will be used to expand Itoflow's engineering and quantitative research teams, acce…

On Monday, the network announced a $1.6 million seed round from top players in the media ecosystem, including Powerhouse Capital, Axel Springer SE (which owns Business Insider and Politico), the popular media publication LadBible, and angel investors from OpenAI and DeepMind. With this fresh capital, the network is announcing its largest expansion yet.

First came the Netherlands, now it's Lithuania. And more European countries appear to be in the queue for Tesla's driver assistance system.

The Xiaomi 17 Ultra gives you a ton of options to play around with images, including preset filters and hardware add-ons.

CERT-EU blamed the cybercrime group TeamPCP for the recent hack on the European Commission, and said the notorious ShinyHunters gang was responsible for leaking the stolen data online.

London’s Air Street Capital has raised a large Fund III with eyes locked on backing early-stage European and North American AI companies.

EU lawmakers found their government-issued devices were blocked from using the baked-in AI tools, amid fears that sensitive information could turn up on the U.S. servers of AI companies.

An alleged ransomware attack has taken down the systems of the Sapienza University of Rome.

The Irish government announced that it wants to pass a law that would grant police more surveillance powers, such as using spyware to fight serious crime, while aiming to protect the privacy rights of its citizens.

Europe's startup market hasn't produced meaningful numbers but there is reason to believe the data will start to change.