This is modded-nanogpt for fine-tuning: a frozen task, frozen hardware, and a public leaderboard of wall-clock records.

You control everything else: LoRA rank and placement, quantization, learning-rate schedules, sequence packing, data subset selection and ordering, custom kernels, when to stop.

This repo does the same for parameter-efficient fine-tuning: one frozen task, one GPU, wall-clock time, receipts required.

Local times aren't official; the leaderboard clock is the Modal L40S.

Because wall-clock is what you pay for, and it forces kernels, data loading, and algorithms to compete in the same currency.

Where private citizens refuse to sell their land, companies are turning to eminent domain, the government’s inherent power to seize private property without a landowner’s consent.

To meet this demand, power companies must build more transmission lines – and acquire land to put them on.

Across the U.S. – in states such as Georgia and Pennsylvania – power companies have looked to eminent domain to facilitate these goals.

In addition to reform laws, some state supreme courts interpret the eminent domain provisions of their own state constitutions more restrictively.

Still, courts typically permit exercise of eminent domain by utilities such as power companies.

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Moonshine 🌙Moonshine lets you stream games from your PC to any device running Moonlight.

FeaturesIsolated streaming sessions : Each stream runs in its own compositor, completely separate from your desktop environment.

You can also pair from the command line:curl -X POST " http://localhost:47989/submit-pin " -d " uniqueid=0123456789ABCDEF&pin;= "Adding applicationsEach application runs in its own isolated streaming session.

Moonshine runs each streaming session in its own isolated environment, separate from your desktop.

This means your host PC stays usable while you stream, and it works without an active desktop session.

Many of my favorite bloggers have stopped writing (or have drastically shifted topics).

What are your favorite blogs?

I miss the 2009 era of blogging about personal projects or super niche factoids.

Photo provided by Mayday HealthThese billboards came from Mayday Health, a nonprofit dedicated to sharing information about abortion pills, birth control, and gender-affirming care.

We want Texans to know their rights, to know their options, and to know that there are organizations and people who have their back.

THOMAS: Are there other ways that Mayday Health has seen surveillance systems impact people seeking healthcare?

THOMAS: Why do you think the work of the digital rights movement is so important to the work of the reproductive health rights and justice movement?

THOMAS: Is there anything else that you would like the readers of our blog to know about Mayday Health?

Your Mac runs the official agent via grok agent serve .

Start the agent on your Macexport XAI_API_KEY=xai-... lsof -ti tcp:2419 | xargs kill -9 2> /dev/null grok agent serveThe CLI prints a Secret.

Client Host Port Simulator 127.0.0.1 2419 Physical iPhone (same Wi‑Fi) your Mac LAN IP 2419ArchitectureiOS (SwiftUI) ──ACP / JSON-RPC over WebSocket──► grok agent serve (Mac)Optional legacy LAN bridge (TLS + Bonjour) lives under companion/ for experiments.

The default path is official grok agent serve .

Themes and slash names are taken from upstream Grok Build.

Now scientists reveal they have created the largest probabilistic computer yet, one with 1 million “probabilistic bits,” a new study they suggest reveals the way forward to building even bigger machines.

This raised questions as to whether probabilistic computers could scale to larger sizes, and what problems they might face if they tried.

They also apply to probabilistic computers built from essentially any hardware, they add.

In the future, the researchers aim to explore building large probabilistic computers from specialized chips built for probabilistic computing.

For example, the 2019 Nature study built a probabilistic computer using magnetic tunnel junctions, which are more energy-eff…

Four small things that add up to a canvas you'll actually keep open.

01 / DROP Drop anything, anywhere Notes, documents, labels — place them wherever your brain wants them.

02 / STACK Stack & group Pile related thoughts into a stack.

03 / ZONES Draw a zone Sketch a region, drag notes inside, name it.

Instant structure without ever leaving the canvas.

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TL;DR Researchers found AI advice suppressed judgment suspension from 44% to 3%, accuracy from 27% to 9%, while confidence rose from 30% to 76%.

People trusted wrong AI answers.

Researchers from three French and Italian universities found that access to AI advice collapsed people’s willingness to say “I don’t know” from 44% to 3%.

It is not just that people trust wrong AI answers.

The pattern is consistent: AI products are designed to answer, never to say “I don’t know.” The humans using them are learning to do the same.

Yufeng Gao with help from gdwnldsKSC (the man behind the updated es40-fork) has released version 0.1 of his Intel Itanium (IA-64) emulator that boots the Itanium version of Windows Server 2003 and Windows XP 64-bit.

Let's hope development continues and we might even get to run OpenVMS on Itanium, emulated.

You can read more about the Intel Itanium (IA-64) CPU on Wikipedia and here is a great video from RetroBytes with some more history.

I don't think Windows on Itanium was ever used intensively.

Here are two more screenshots, also showing Windows XP 64-bit for the Itaium:The screenshots come from discord.

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“Turn off that TV, it’ll rot your brain!” has been a household refrain for decades.

ARIC is a long-running study of the U.S. population designed to investigate cardiovascular and brain health.

Compared with people who reported “never” or “seldom” watching TV, those who watched TV “very often” showed widespread structural differences across the brain.

Not all sitting is made the sameStrikingly, the sedentary element of TV watching didn’t appear to be the main driver for these changes.

When the MRI scans were separated by sex, researchers found that most of the changes to the brain, both from TV watching and occupational sitting, were seen in men.

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

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Currently in beta for users who value choice and independence.

Native Linux performance with the same zero-telemetry promise.

Built for those who refuse to compromise on privacy.

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June 18th, 2026 by Joe ReidLast year, SoundCloud upgraded its AAC encoder for the first time in over a decade.

Make Every Bit CountWhen SoundCloud compresses your upload to AAC, the encoder gets a fixed number of bits per chunk of audio.

Red means energy was removed, blue means the encoder added something that wasn’t there (artifacts).

The original and two encoded at 256 kbps: one with the low-pass filter, one without.

Which has the low-pass filter applied?

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IOS is a registered trademark or trademark of Cisco Systems, Inc. and/or its affiliates in the United States and certain other countries.

The Bluetooth word mark and logos are registered trademarks owned by Bluetooth SIG, Inc. and any use of such marks by HMD Global is under license.

USB Type-C™ is a trademark of USB Implementers Forum.

If you are looking for a reason to celebrate today, the last of the MPEG-4 Part 2 patents expired today.While the US and EU patents around MPEG-4 Part 2 expired in recent years, until today there remained one patent still active in Brazil.

This final patent was BRPI0109962B1 - "process for storing and processing image information from successive images over time" The VIA Licensing Alliance confirmed that this was the final MPEG-4 Visual patent and indeed expiring today, 19 July 2026.

Great to see this day finally realized given the prevalence of MPEG-4.

This year, Texas State Police bought a little fleet of FalcoNet-equipped SUVs for just under $4.5 million.

Naturally, it wasn’t just $4.5 million for four 2026 Chevy Tahoes, though the SUVs themselves were still bizarrely expensive at $150,000 a piece.

GM has a standard cop loadout for the Tahoe: Tahoe Police Pursuit Vehicles come with a V8, big brakes, robust suspension, secondary battery, and 250-amp alternator.

The core module measures 563mm x 200mm x 86mm (designed as a 2U half 19” rack drawer) and weighs 8kg.

But for $4.5 million, I’m sure Cognyte will be able to make these SUVs look as scary or nondescript as Texas DPS wants.

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They start at the top of BASIC memory and grow downwards, towards everything else.

A single C64 character set is 2K.

Same character set, but half the file size, and parked safely out of the way.

Register 53272 is shared: the top four bits say where screen memory is, the bottom four say where character memory is.

As for why 14 means 14336: three of those bottom four bits are a character memory pointer, and the bottom bit is unused.

Adding nutrients to the ocean so tiny ocean plants remove carbon dioxide from the atmosphere is an idea that people aren’t used to.

Scientists have been measuring these sorts of events for decades: wherever iron-rich dust lands on iron-starved water, phytoplankton growth follows, often within one to two weeks.

From the deepA handful of small, remote islands in the Southern Ocean — Kerguelen, Crozet, South Georgia — have been especially intensively studied.

Across dozens of studies on all these sorts of natural experiments, nobody has found any evidence of ecological harm.

Of course, a program to deliberately increase phytoplankton carbon removal would be infinitely more careful than random …

It’s their job to do adequate QA and work with their vendors (upstream software devs) to make sure that final product sparkles.

In this model, you take upstream software the moment it’s released — or at least soon afterwards.

Rolling release OSs can still have good relationships with their upstreams, of course.

But that’s the important point: shipping a high-quality discrete release OS is more work than producing a competent rolling release.

Package 2+ year-old frozen releases of as much upstream software as you can, and then ignore the upstreams, their bug-fix releases, and their complaints about this.

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As I continue reading An Introduction to Parallel Programming, I cannot help but notice a connection between communication among processors, communication among human beings, and communication within the individual self.

In Zen Mind, Beginner’s Mind, wholehearted activity is compared to a fire that burns completely and leaves no unnecessary trace.

Parallel programming asks how many separate processors can work as one system without ceasing to be individual processors.

Zen seems to ask a similar question of human life.

Maybe our greatest limitation is not a lack of power, but power divided against itself..

Dependable C, is an attempt to document a subset of C for developers who want to write Dependable C. Imagine you are using a high level language, Like Python, Java or C#.

Many languages have derived their syntax from C. C++, Java, C#, D, JavaScript, Objective-C to name a few.

C standard version Dependable C advocates for using a subset of all versions of C. Given that C89 is the smallest of the C standards, in practice this means a subset of C89.

Many languages have derived their syntax from C. C++, Java, C#, D, JavaScript, Objective-C to name a few.

C++ Compatibility Dependable C, encourages C++ compatibility in all interfaces, but does not guarantee code to be compiled correctly in a C++ …

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July 17, 2026PopsicleBoat grew browser push notifications recently.

I shipped it, watched the push service accept my first delivery with a tidy 201 Created , and felt good about the whole thing.

The push service accepted it.

Close your laptop, get a reply two minutes later, and the push service shrugs and discards it.

A conservative browser permission model, a sixty-second TTL — both defensible choices, by people who’d never seen my notification settings page and its promise to hear when someone answers you.

The should express the commutativity property we want to prove for x and y : xor x y = xor y x .

⧉ 1 lemma xor_comm_property { L : ℕ } ( x y : BitString L ) : xor x y = xor y x := 2 by 3 apply Vector .

x ⊕ (y ⊕ z) = (x ⊕ y) ⊕ z .

extThe InfoView shows:⧉ L : ℕ x y z : BitString L ⊢ ∀ ( i : ℕ ) ( x_1 : i < L ) , ( x . xor ( y . xor z ) ) [ i ] = ( ( x . xor y ) .

So we can move on immediately to proving this equality:⧉ ( x . xor ( y . xor z ) ) [ i ] = ( ( x . xor y ) .

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The output is a static HTML report file, with a small amount of JavaScript for UI features like toggling expand/collapse of the tree view.

HowFrom the interactive help:usage: codesizer.py [-h] [--cross-prefix CROSS_PREFIX] [--section SECTION] elf output Analyse static code size of an ELF file.

Disassemble via objdump, unwind inline call stacks via addr2line, and emit a static HTML report.

positional arguments: elf input ELF file output output HTML file options: -h, --help show this help message and exit --cross-prefix CROSS_PREFIX prefix for objdump and addr2line (default: riscv32-unknown- elf-) --section, -j SECTION Specify ELF section.

Example OutputThis HTML report was generated by the f…

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Eliza Gkritsi / Politico:

Draft: the Trump admin plans to use the UN General Assembly to push a global “freedom of expression” declaration that EU lawmakers call an attack on tech rules — The White House and Republican party allies have repeatedly attacked EU rules that govern online platforms as censorship.

Financial Times:

As memory shares fall, investors worry capacity expansion could lead to oversupply, while others believe AI demand will break the industry's boom-and-bust cycle — Massive investment plans lead to investor fears of a new boom and bust in memory chips — A relentless run in semiconductor stocks …

Moon Joon-hyun / The Korea Herald:

SK Group Chair Chey Tae-won says the memory shortage has prompted governments to intervene for domestic industries, and SK Hynix must expand capacity faster — Chey Tae-won expects memory demand to far exceed supply through 2027 despite capacity expansion — SK Group Chairman Chey Tae-won …

Max Griera / Politico:

Sources: the EU Parliament plans to roll out EPGenAI Hub to MEPs and staff as early as Sept., letting them access Meta, OpenAI, Anthropic, and Mistral models — The institution is opening its doors to models from OpenAI, Meta, Anthropic and Mistral as it tries to bring lawmakers' growing use of the technology under control.

Sudip Kar-Gupta / Reuters:

France's National Gambling Authority blocks access to Polymarket's website, citing concerns of exposing users to significant losses and manipulated trading — France has blocked access to the Polymarket betting website, the country's gambling regulator said on Friday, citing concerns …

Jenny Lee / CNBC:

TSMC CFO Wendell Huang says TSMC will use its new $100B US commitment, announced last week, to expand its Arizona capacity amid a “multi-year demand mega trend” — TSMC is racing to accelerate capacity at its Arizona factory as the company continues to see a “multi-year demand mega trend” …

Wall Street Journal:

As companies stay private longer, VC firms, like Spark, Gigafund, and Greenoaks, are investing in companies later on and buying stakes without seeking influence — How venture-capital firms are rewriting the rules in a once-in-a-lifetime IPO boom — Yasmin Razavi holds an unusual position …

Kate Park / TechCrunch:

A look at the nonprofit Current AI, backed by $400M in commitments from many partners including $100M from France, that's funding open, public AI infrastructure — A farmer in rural India takes a photo of a dying plant. She wants to research it on the internet but she doesn't speak English.

Edward Targett / The Stack:

Hugging Face says it used the open-weight GLM-5.2 hosted on its own compute for breach forensics, after US frontier model safety guardrails blocked the requests — The unknown attacker “abused two code-execution paths in our dataset processing (a remote-code dataset loader and a template-injection …

Hugging Face:

Hugging Face says an agentic AI system hacked its data pipeline, accessing several internal clusters and credentials; its own AI-based triage caught the breach — Earlier this week, we detected and responded to an intrusion into part of our production infrastructure.

@kimi_moonshot:

Moonshot AI pauses new subscriptions, saying that over the past two days Kimi K3 demand nearly passed the limit of its capacity, and also reworks its plan tiers — Kimi K3 has received far more love than we expected, and our GPUs are feeling it. Over the past 48 hours, demand has pushed close to the limits of our current capacity. To protect the experience of existing subscribers, we're temporarily pausing new subscriptions and

Belle Lin / Wall Street Journal:

As many companies cut AI costs by using cheaper models, some, like Shopify, go all-in on frontier models, barring engineers from using anything else — Despite steep and rising price tags, some companies heavily favor the more powerful ‘frontier’ AI systems over cheaper alternatives

Lauren McCarthy / New York Times:

Kalshi and Polymarket bets on the FIFA World Cup final top $5.69B; Dune Analytics says total wagers on the platforms surpassed $50B for the first time in June — When Argentina and Spain take the field on Sunday for the World Cup final, more than $5.69 billion will be riding on the winner …

Mark Gurman / Bloomberg:

Thoughts on why Jony Ive, a close friend of Laurene Powell Jobs, isn't named in Apple's OpenAI suit; sources: Apple tests AI to record Genius Bar customer chats — Also: The company tries out AI recording for Genius Bar appointments. — This week, we'll look at why Apple's massive lawsuit …

Bloomberg:

Alibaba launches preview of 2.4T parameter Qwen3.8 Max, says it's comparable to frontier AI models and second only to Fable 5, will make it “open-weight soon” — Alibaba Group Holding Ltd. launched a preview version of its flagship Qwen3.8 Max model, which it described as comparable …

Andrew Hill / Financial Times:

AI is reshaping entry-level professional services jobs, as companies redesign hiring, training, and workplace culture rather than simply cut junior roles — Here are the ways leading companies are already responding to the AI revolution in professional services

Bloomberg:

Sources: Kimi developer Moonshot told investors it is preparing for a Hong Kong IPO in as early as six months; its ARR hit $300M in June, up from $200M in April — Moonshot AI has told investors it's preparing to list in as early as six months, seizing the opportunity to tap capital markets …

Alexandra Lindsay / The San Francisco Standard:

Analysis: OpenAI and Anthropic employees are donating to campaigns more heavily and cohesively than Google, Meta, and Airbnb employees did post-IPO — San Francisco is still waiting for the AI IPOs — the wave of money from Anthropic and OpenAI millionaires and billionaires that is likely …

Zusha Elinson / Wall Street Journal:

A profile of businessman Sebastian Rucci, whose past ventures were subject to legal probes, as he bids to build California's biggest data center, a $10B project — Sebastian Rucci's past has become a theme in opposition to his proposal. He counters: 'Do I look like a guy that's going away?'

Haley Zimmerman / Financial Times:

Big US pizza delivery chains are struggling as apps such as DoorDash and Uber Eats give independent pizzerias and other restaurants greater market access — Large corporate chains lose their edge as services such as DoorDash and Uber Eats level the playing field

Wall Street Journal:

Sources: CIA operative Jonny Gannon spied on G42 to probe its China ties and helped the UAE gain expanded access to US AI chips by allaying US suspicions — While conducting espionage against powerful sheikh's tech company, Jonny Gannon helped Gulf country quash Washington suspicions about China ties

Ann Cao / South China Morning Post:

Alibaba open-sources its chip software, following similar plays from Huawei and Moore Threads, as Chinese GPU makers try to break the dominance of Nvidia's CUDA — The firm's chip unit T-Head aims to lower migration barriers to Zhenwu AI computing architectures, following similar initiatives by Huawei and Moore Threads

9to5Mac:

Analysis finds 60+ “jacket apps” on the App Store disguised as simple games and utilities that become gambling apps when accessed from Brazilian IP addresses — An investigation by 9to5Mac reveals dozens of apps that disguise gambling platforms as simple games and utilities.

Get started (30 seconds):uv tool install graphifyy # install the CLI (or: pipx install graphifyy) graphify install # register the skill with your AI assistantThen, in your AI assistant:/graphify .

Per-platform commands that support project-scoped installs accept the same flag, for example graphify claude install --project or graphify codex install --project .

Pick your platform (20+ assistants, click to expand) Platform Install command Claude Code (Linux/Mac) graphify install Claude Code (Windows) graphify install (auto-detected) or graphify install --platform windows CodeBuddy graphify install --platform codebuddy Codex graphify install --platform codex OpenCode graphify install --platform…

Saved searches Use saved searches to filter your results more quicklyWe read every piece of feedback, and take your input very seriously.

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Open InterpreterA coding agent optimized for low-cost models.

We have reimplemented the provider-recommended Kimi Code harness in Rust, giving you maximum K3 performance with a Codex-like interface.

Harness EmulationOpen Interpreter is a fork of OpenAI's Codex, with a focus on emulating the agent harness that gets the best performance out of low-cost models.

Use /harness to switch the active harness:> /harness native claude-code claude-code-bare zcode kimi-code kimi-cli qwen-code deepseek-tui swe-agent minimalRead more in the harness docs and provider setup guides.

Keep the SDK and make a one-line binary override:- const codex = new Codex(); + const codex = new Codex({ codexPathOverride: "i…

Codex CLI is a coding agent from OpenAI that runs locally on your computer.

codex appQuickstartInstalling and running Codex CLIRun the following on Mac or Linux to install Codex CLI:curl -fsSL https://chatgpt.com/codex/install.sh | shRun the following on Windows to install Codex CLI:powershell -ExecutionPolicy ByPass -c " irm https://chatgpt.com/codex/install.ps1 | iex "Codex CLI can also be installed via the following package managers:# Install using npm npm install -g @openai/codex# Install using Homebrew brew install --cask codexThen simply run codex to get started.

You can also go to the latest GitHub Release and download the appropriate binary for your platform.

Using Codex with your C…

No browser, no WebView, no JS runtime in the binary: Zig is how everything works, TypeScript and Native markup are how apps are authored.

Soundboard, Notes, and Calculator from examples/ — every pixel drawn by the Native SDK engine, captured through its deterministic reference renderer.

kind ) { case "increment" : return { ... model , count : model .

count + 1 } ; case "decrement" : return { ... model , count : model .

Predictable state — State changes should be explicit, inspectable and easy to reason about.

Account switcher & usage tracking — See Claude and Codex usage and rate-limit resets, and hot-swap accounts without re-logging in.

— See Claude and Codex usage and rate-limit resets, and hot-swap accounts without re-logging in.

Rich repo previews — Preview Markdown, images, PDFs, and repo docs in the workspace.

Computer Use — Let agents operate desktop apps and visible UI when a workflow needs real interaction.

— Let agents operate desktop apps and visible UI when a workflow needs real interaction.

Jolt PhysicsA multi core friendly rigid body physics and collision detection library.

A YouTube video showing a ragdoll pile simulated with Jolt Physics.

We try to simulate behavior of rigid bodies in the real world but make approximations.

HelloWorld - A simple application demonstrating how to use the Jolt Physics library.

Bindings for other languagesC here, here and hereC#Java or Kotlin here and hereJavaScriptRustPythonZigIntegrations in other enginesSee a list of projects that use Jolt Physics here.

[2026.6.13] v1.4.4 — Install community skills from ClawHub with deeptutor skill install behind a security gate, plus real in-browser DOCX/XLSX previews for knowledge-base files.

For the full app, the recommended flow is pick a workspace directory → install → deeptutor init → deeptutor start .

Common commands deeptutor chat # interactive REPL deeptutor chat --capability deep_solve --tool rag --kb my-kb deeptutor run chat " Explain Fourier transform " deeptutor run deep_solve " Solve x^2 = 4 " --tool rag --kb my-kb deeptutor kb create my-kb --doc textbook.pdf deeptutor memory show deeptutor config show The local deeptutor-cli install ships no Web assets or server dependencies.

To add the Web …

Saved searches Use saved searches to filter your results more quicklyWe read every piece of feedback, and take your input very seriously.

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The auth token is persisted in the local git config.

The PAT is configured # with the local git config, which enables your scripts to run authenticated git # commands.

The SSH key is configured with the local # git config, which enables your scripts to run authenticated git commands.

# Default: true ssh-strict : ' ' # The user to use when connecting to the remote SSH host.

# Default: true show-progress : ' ' # Whether to download Git-LFS files # Default: false lfs : ' ' # Whether to checkout submodules: `true` to checkout submodules or `recursive` to # recursively checkout submodules.

Claude CookbooksThe Claude Cookbooks provide code and guides designed to help developers build with Claude, offering copy-able code snippets that you can easily integrate into your own projects.

PrerequisitesTo make the most of the examples in this cookbook, you'll need a Claude API key (sign up for free here).

While the code examples are primarily written in Python, the concepts can be adapted to any programming language that supports interaction with the Claude API.

If you're new to working with the Claude API, we recommend starting with our Claude API Fundamentals course to get a solid foundation.

Summarization: Discover techniques for effective text summarization with Claude.

Connect Claude Code to live web data — try their Skills and MCPs for web search, scraping, and structured data feeds.

# Install the Bright Data Skills + MCP for Claude Code npx claude-code-templates@latest --skill web-data/search,web-data/scrape,web-data/data-feeds,web-data/bright-data-mcp,web-data/bright-data-best-practices,development/brightdata-local-search --mcp web-data/brightdata --yesClaude Code Templates (aitmpl.com)Ready-to-use configurations for Anthropic's Claude Code.

# Local access npx claude-code-templates@latest --chats # Secure remote access via Cloudflare Tunnel npx claude-code-templates@latest --chats --tunnel🔍 Health CheckComprehensive diagnostics to ensure your Claude Co…

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Speaking of time: our 487-day rewrite took 476 days longer than Bun's 11-day rewrite from their ~500K lines of Zig into Rust.

The laundry list of changes we made also means comparing our original Rust code base and new Zig code base won't be apples-to-apples.

It's often the only way to self-host, although not all compilers rewrite into their own language; see for example TypeScript's rewrite to Go.

We expected build times in a Zig rewrite to be much faster.

That's even faster than what we were hoping for when we considered Zig's build speed a selling point for the rewrite!

Regressive JPEGs:2026-07-17One of the cool features of JPEG files is that there's the option to save low frequency components first.

As a result, full chrominance data (Cr + Cb) only weighs half as much as luminance.

Since AC data must follow DC data, the smallest possible "progressive" JPEG contains a single DC-only scan.

Scan number Channels DCT bins Precision 0 Y Cb Cr 0 - 0 FullDoing this, I can get Chrome to render around 90 frames before giving up.

If the file only includes DC scans with no actual progression, this isn't a problem.

A single database server cannot handle such demand, so we must spread the queries and data out across many servers with database sharding.

Database sharding is the best way to scale a Postgres or MySQL database for anything beyond a few terabytes of data.

Even with a large database servers (10s of CPU cores, 100s of gigabytes of RAM) bottlenecks arise pretty quickly.

But the question to address here in this article is the following:How can these 768 servers look like 1 cohesive database to our apps?

In our case, these two services are the application servers and database servers.

transcribe.cpp Apr 2026 - nowI'm super excited to share transcribe.cpp today.

transcribe.cpp is a ggml based transcription library which supports all the latest transcription models.

Numerically VerifiedI also wanted to make sure that inference in transcribe.cpp is accurate and as close to the reference implementation as possible.

The main reason for this is: Handy used whisper.cpp and I needed to ship an update with transcribe.cpp which would replace it.

An RK3566 can run models via transcribe.cpp faster than real time on its anemic CPU.

It hasn't been compiled since the Obama administration, and it certainly doesn't run on your new Apple Silicon MacBook.

Read the repo and give me a high-level summary... and a simple 'Hello World' code example.”The Hallucination of Competence The AI acted like a polite, eager-to-please tour guide.

By generating a modern build file, the AI merely painted a fresh coat of paint over a crumbling structural wall.

First, it hallucinated dependencies by suggesting commons-pool2 (v2.x) when the legacy code actually relied on org.apache.commons.pool (v1.x) .

The AI confidently assumed a standard Maven layout src/main/java , completely ignoring the reality of a non-standard Ant structure java/com/l…

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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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.

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.

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.

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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.

Check out the speedrun to get started in minutes.

You might think a basic LAN setup is secure enough, but there could be issues lurking that require device isolation to ensure your security.

Better displays, extra RAM, and dedicated GPUs are worth paying extra for.

After reviewing countless laptops, these are the features worth spending extra on, along with those you should skip.

5 laptop features worth paying forAsus Zenbook A16 Kyle Kucharski/ZDNET1.

TouchscreensTouchscreens sound like a useful feature for a traditional clamshell laptop, but I don't think they're worth the extra cost.

My advice aims to help you spend your money on laptop features I believe make the biggest difference, and I hope it's been useful.

ZDNET's key takeawaysGoogle will officially unveil the Pixel 11 lineup on Aug. 12.

The new Pixel Glow feature could be the highlight.

In less than a month, we'll see what Google has in store for this year, including a redesigned Fold, the Pixel Watch 5, and the Pixel 11 phone lineup with the highly-touted Pixel Glow.

Also: Google Pixel 10a review: Should Android users consider anything else at this price?

Several leaks of the upcoming Pixel 11 Pro indicate that the temperature sensor is being dropped to make room for the Pixel Glow feature.

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.

Nothing Ear (3a) 4.5 / 5 Very good pros and cons Pros Thoughtfully designed and affordably priced.

Their yellow and black design language was so striking when compared to competitors, and the earbuds matched great sound with great value.

I got to test out the Ear (3a) in its pink colorway, and they have been so fun to wear for a few reasons.

Nina Raemont/ZDNETNothing brings two interesting new audio features to the earbuds, thanks to the addition of 32 MB of flash storage.

It was simple, and I look forward to using the call recording feature during interviews and meetings.

Kimi K3Moonshot | July 16, 2026What it does: At 2.8 trillion parameters, Kimi K3 is the largest open-source model on the market, designed for "long-horizon coding, knowledge work, and reasoning," according to Moonshot's announcement.

Most notably, Kimi K3 topped Anthropic's Fable 5 on the Arena benchmark for front-end coding, which measures complex agentic coding tasks.

That said, Moonshot itself noted that Kimi K3's overall performance doesn't top Fable 5, though the model does rival it and OpenAI's GPT-5.6 in several individual benchmarks.

Sonnet 5Anthropic | June 30, 2026What it does: Pivoting from its recent focus on Opus models, Anthropic released Sonnet 5.

It scored similarly on the S…

The Levoit Vital 200S-P is the smart air purifier to beat, with a washable prefilter and a capacity to clean up to 1,800 square feet in one hour.

Get cleaner air for less with the Blueair Blue Pure 211i Max air purifier for 20% off on Amazon right now.

Dell XPS 16 4.5 / 5 Very good pros and cons Pros Stunning OLED screenTop-tier hardware4K webcam Cons Few ports availablePrice can quickly get expensive.

Now I finally have my turn with the Dell XPS 16 -- and it may be my favorite laptop of 2026.

Cesar Cadenas/ZDNETLike previous models, the XPS 16 sports a flat keyboard that sits flush with the wrist rest.

ZDNET's buying advicePricing for the Dell XPS 16 starts at $1,900.

The $2,460 Dell XPS 16 includes the same software, plus one year of Adobe Express Premium, McAfee+ Premium, and Dell Care Premium.

A real three-day blackout revealed problems I never would've found on a power station's spec sheet.

I exhibit symptoms of white coat syndrome, where my blood pressure spikes at the doctor's office, so it is important for me to track my blood pressure at home and throughout the day.

However, there are a few options available that use either a calibrated blood pressure cuff or inflatable wristbands to measure your blood pressure, so I tested three popular options over the past month.

Matthew Miller/ZDNETYHE has smartwatches with integrated inflatable airbags that mimic blood pressure cuffs but inflate on your wrist to provide stand-alone blood pressure measurements.

Samsung and Amazfit use proprietary algorithms, in combination with a blood pressure cuff for calibration, to provide real-tim…

Sure, Siri AI and new photo editing tools are the flashy highlights, but these five more understated iOS 27 features are making a massive difference in my daily life.

Control Center optimizationsPrakhar Khanna/ZDNETI've noticed two subtle changes to the Control Center on iOS 27.

Improved on-device dictationPrakhar Khanna/ZDNETApple has also improved the voice typing on iPhones with the new iOS 27 update.

Also: Your iPhone may support Channel Sounding via Bluetooth with iOS 27 - and it's a big dealOverall, iOS 27 is a mix of minor improvements, bug fixes and Siri AI enhancements that you'll notice in day-to-day life.

It is currently available in public beta, but my iPhone Air (with iOS 27) a…

ZDNET's key takeawaysAgentic AI will disrupt enterprise software revenue models.

By the end of the decade, this interaction with AI will account for roughly 20% of enterprise application software-as-a-service (SaaS) spending.

Prepare for metamorphosisFirst, a word of caution -- while the impact of AI has already affected the market values of some software firms, it's important to recognize that disintermediation is a complex beast.

"The SaaS apocalypse is overrated, but your use of the word disintermediation is correct," he said, reflecting on the potential for professionals to use AI-powered solutions that circumvent the traditional enterprise software interface.

Snowflake uses AWS infrast…

If you own a Pixel phone, you're probably familiar with Pixel Care+, the device protection program that now lets you file unlimited claims.

From today through August 2, you can add your Pixel 9 or Pixel 10 phone (excluding the Fold) to Pixel Care+.

Users are traditionally split on whether device protection is worth it, and this is no exception.

What Pixel Care+ gets youIf you're not familiar, here's what you get when you pay for Pixel Care+.

If you're considering Pixel Care+ for theft protection, be aware that you'll only get damage protection if you live in New York.

As a midrange model, the MSI Cyborg 15 isn't the strongest gaming laptop, but it doesn't need to be.

On one hand, it is a solid gaming PC with enough horsepower to run modern titles at high settings.

Also: I tested Alienware's new budget gaming laptop, but these 3 might be smarter buysThat said, it isn't without compromises.

The Cyborg 15 features MSI's proprietary thermal tech, Cooler Boost, which draws in more air to keep temperatures as low as possible.

Overall, I can comfortably recommend the MSI Cyborg 15 to anyone shopping for a midrange gaming laptop.

Netflix revealed that it paid $587 million in cash for InterPositive, a startup co-founded by Ben Affleck.

Jensen Huang left Tokyo with deals spanning Japan's entire tech ecosystem.

On the latest episode of Equity, we debate whether Apple's lawsuit will cast over OpenAi's much-discussed plans to get into hardware and go public.

Welcome back to TechCrunch Mobility, your hub for the future of transportation and now, more than ever, how AI is playing a part.

"Everybody knows the Greeks are inside."

Current AI, a non-profit building AI that leaves no one culture behind, has made remarkable progress across devices, AI chat and more.

This isn’t the first time power outages have caused issues for Waymo.

Chinese company Moonshot AI released a new version of its Kimi model this week, prompting concern about "full AI communism."

Th Honda Prologue will no longer be sold in the U.S., joining a growing list of EV models to exit the market this year.

The Department of Justice says that federal employees can now download TikTok on their government devices.

A recent road trip in an EV revealed just how much faster and more reliable DC Fast charging has become in the U.S.

Neil Rimer, the venture capitalist who co-founded Index Ventures, predicts the historic wealth AI is generating in Silicon Valley will have to be redistributed, voluntarily or involuntarily.

The window is almost shut. On August 19, eight startups will take the stage at Stripe Tour Sydney in front of investors, global press, and the Australian tech community. One startup walks away with automatic entry into TechCrunch Disrupt in San Francisco — no application, no further competition, a guaranteed spot on the world’s most […]

From AI workflows to battery life and security, here's what it's really like to live with Vertu's luxury foldable every day.

Databricks has remade its image into an AI company and has published research on the cost savings of open weight AI models for coding.

"If tired or wasted passengers fall asleep in a traditional taxi or rideshare, the driver can shout or shake them awake," reports Bloomberg. "Not so in a robotaxi..." Ditto Kasendar remembers soft music drifting from the robotaxi's speakers as he rode home late at night from a friend's birthday party in 2025. The next moment, Los Angeles firefighters were opening the door and asking if he was OK. His six-minute trip had ended nearly an hour before. A remote Waymo assistant, dialling in through the car's speakers, repeatedly tried to rouse him and finally called 911 when he wouldn't stir... Kasendar's robocab nap was, unfortunately, not an isolated incident. As companies like Alphabet and Te…

An anonymous reader shared this report from the Los Angeles Times: A federal judge has halted California's groundbreaking "Truth in Recycling" law, which aims to reduce consumer confusion about which packaging can be recycled. [Originally planned to take effect October 4th], California's recyclable packaging law prohibits manufacturers from using a "chasing arrows" recycling symbol on products or materials unless they are actually being recycled in a meaningful way, which the law quantifies... A coalition of farming, forestry, restaurant and packaging organizations sued the state in March, arguing the law violates their right to free speech. They argued that Senate Bill 343 operates as "gov…

"Thanks to the James Webb Space Telescope, astronomers have been given a glimpse of the mechanisms that supermassive black holes use to feed themselves," reports Space.com: The powerful cosmic titans get really puzzling when astronomers using the JWST spot them before the universe was even 1 billion years old. That's because the mechanisms by which black holes devour matter to grow and then merge to create even more massive black holes should take at least 1 billion years to achieve supermassive status. This is even more confusing because theories also say the most ravenously feeding black holes (and thus the fastest growing) should also push the matter they use for this growth away, in eff…

"A humanoid robot lost its head," reports Newsweek, "during the world's first free-combat tournament for full-sized humanoid robots." The Ultimate Robot Knock-out Legend competition began Thursday in Shenzhen, China, according to the article, with local robotics company EngineAI providing $40,000 of their "T800" robots (yes, named after The Terminator) to 32 participating teams from around the world: A video shared of the combat on YouTube by local news outlet Shenzhen Story, showed that even after one of the robots had its head practically knocked off its shoulders, it continued to fight, throwing punches at its opponent and kicking into the air... [White humanoid robot "White Eagle"] land…

Windows 10 still runs on 16.9% of the Windows devices monitored by asset-tracking service Lansweeper. That's more than one in six, The Register points out. A year ago, the operating system accounted for about half of the machines in its dataset, falling to the low-to-mid 40% range by the time Microsoft ended standard support. The decline continued after that, reaching 18.6% in June, but Lansweeper says migration has now slowed to a crawl... Small and medium-sized businesses are particularly exposed. Lansweeper reckons that 21.4% of machines at small and medium-sized business still run Windows 10, with cost usually being the constraint that keeps the legacy operating system running. The expo…

Solar car maker Aptera has "officially announced a repair network partnership which will give owners of its upcoming solar electric car access to thousands of repair shops nationwide," reports Electrek: We recently got a chance to drive the Aptera solar EV and tour the company's factory, and came away both impressed at the progress that has been made, but cognizant of the long road ahead for the company. One question that often gets raised in reference to EV startups is how owners get service on their vehicles, especially those from a small company... So to waylay those fears, Aptera announced a partnership today that unlocks access to 4,300 service shops across the US, through a company ca…

Solar car maker Aptera has "officially announced a repair network partnership which will give owners of its upcoming solar electric car access to thousands of repair shops nationwide," reports Electrek: We recently got a chance to drive the Aptera solar EV and tour the company's factory, and came away both impressed at the progress that has been made, but cognizant of the long road ahead for the company. One question that often gets raised in reference to EV startups is how owners get service on their vehicles, especially those from a small company... So to waylay those fears, Aptera announced a partnership today that unlocks access to 4,300 service shops across the US, through a company ca…

Long-time Slashdot reader theodp writes: Recalling his initial resistance to free and open software, billionaire computer scientist David Siegel argues vigorously in FORTUNE that the stakes are too high to let AI become increasingly closed. "In the 1980s, I had the chance to spend several years arguing about free and open software, what we now call open source, with the founder of the movement, Richard Stallman. My office at the MIT AI Lab was next door to his. Stallman's position was that the source code to software should be free for everyone to use, learn from, and improve. Software encapsulates knowledge, he argued, and no one should lock something so fundamental away. To hide software …

CNBC reports: The automotive industry's increasing use of over-the-air technology to update vehicle systems makes it more susceptible to cyberattacks, analysts say, urging more intervention in the sector... Its use represents "a unique national security concern," Gabriel Lim, senior analyst at the S. Rajaratnam School of International Studies in Singapore, told CNBC. "Aside from data privacy concerns, the potential of a foreign actor sabotaging the controls of a moving vehicle is a possibility that countries like Norway, Denmark, and Britain have expressed concerns about," Lim added. In May, the American Enterprise Institute warned that safeguarding the automotive sector was crucial to limi…

A new study by researchers at the University of California at San Francisco "adds to growing research linking increased social media use to detrimental effects on attention, memory and cognition," reports the Washington Post: The study followed more than 11,000 U.S. adolescents over a period of five years, with participants first asked about their own social media use at the average age of 12, and surveyed annually through the average age of 16. Researchers found that increases in addictive social media use were followed by rising ADHD one year later — particularly among boys who reported rising addictive social media use at ages 14 and 15. This association was not found consistently in rev…

Elon Musk confirmed SpaceX has open sourced the Grok Build CLI this week, reports The Register, "just days after researchers caught the AI tool scooping up users' entire repositories and uploading them to company-controlled cloud storage." That discovery had "gathered so much negative attention that Elon Musk felt compelled to issue a public statement alongside SpaceX, and its technical staff, promising to delete all data that Grok Build has ever stored and give users more choice over how their data is handled." SpaceXAI's data grab was first publicized Sunday [July 12] by Cereblab, who probed Grok Build traffic and found that repos were being packaged up as Git Bundles and beamed to Google…

The best Stratechery content from the week of July 13, 2026, including the end of the mainframe, the continuing adventures of OpenAI, and answering the question, "Is Netflix Washed?".

I drew a raccoon and other important updates.View on my website

Закон допускает защиту — но только если контент закрыт техническими средствами. Пейволл, авторизация, закрытый раздел. Если произведение открыто, его использование ...

The post Госдума разрешила обучать ИИ на ваших текстах. Без спроса и без денег first appeared on Непиши.

IBM announced preliminary results that spooked the software market generally; this is a story, however, specifically about IBM and its mainframe franchise.

Есть ли проблема с этим расписанием? Это расписание автобусов на остановке в Тюмени. Мне кажется, что оно не совершенно и хотя бы подписи остановок на маршруте точно можно переверстать, так как по диагонали читать не особо удобно, а также в некоторых местах они вот вот и столкнутся с временем прибытия.

В этом году появился более-менее стабильно работающий софт для накрутки позиций карточки в Яндекс.Картах. И мы на него прыгнули, потому что даже приличные старые клиентские карточки болтались за пределами ТОП-5, а то и ТОП-10, и собирали максимум 5-15% трафика.

My mother is 86, and she is declining. Things that used to be easy for her

now seem completely foreign. She was a programmer, writing software before I

could read, so it is very strange to see her like this.She no longer uses a computer. If I mention some photos I found online, she

asks if there’s any way she can see them, as if she has never used the internet.

This is a new reality for me, but is easier than a year or two ago when she

still tried to be constantly online. As things got more confusing for her, she

struggled and complained “the computer is haunted.” Now she doesn’t have the

computer as a source of friction, but also not as a center of activity.In many ways, she is following a…

OpenAI has refashioned Codex as the new ChatGPT; is the company abandoning the chat category they pioneered?

Кириллические кракозябры могут появиться где угодно. Но есть места, где их в принципе не должно быть. Просто потому, что там нельзя вводить кириллические символы. То есть ввести-то их можно, но система их не воспримет и выдаст ошибку. Например, поля ввода электронной почты, логина, пароля, поле в онлайн-переводчиках предназначенное для ввода некириллических символов.

Раз уж эти поля могут съесть только латиницу, почему в них до сих пор не сделали принудительную замену кириллических символов, на соответствующие латинские (й — q, ц — w и так далее)? Это уменьшило бы количество ошибок, совершаемых людьми, и сберегло кучу нервов и времени.

Девяносто процентов кандидатов не пишут сопроводительное письмо. Остальные десять пишут «В ответ на вашу вакансию направляю своё резюме» — и это ...

The post Как написать сопроводительное письмо к резюме first appeared on Непиши.

Сотрудник третий раз за месяц не сдал отчёт вовремя, проект горит, ты — руководитель отдела — понимаешь: надо зафиксировать и передать наверх. ...

The post Как написать докладную записку: образец и правила first appeared on Непиши.

Ты хочешь, чтобы тебе купили новый принтер в отдел. Или чтобы перенесли отпуск. Или чтобы зафиксировали, что сервер упал и ты ...

The post Как написать служебную записку: образец и правила first appeared on Непиши.

Отпуск согласован, авиабилеты куплены — и тут выясняется, что заявления нет. Или есть, но написано криво: не тот вид отпуска, не ...

The post Как написать заявление на отпуск first appeared on Непиши.

Apple is suing AI for stealing trade secrets; there is one guilty employee, but this mostly feels like lashing out.

Какой смысл этих иконок? Они правда помогают мне ориентироваться в списке? У меня есть обратное ощущение

The best Stratechery content from the week of July 6, 2026, including a word from Mark Zuckerberg*, pulling the plug on XBOX, and toilet talk.

An oracle comic View on my website

Коля, меня зацепил твой пост об уровнях дохода. Расскажи, для кого ты его написал?

The batter for verifiable data is increasingly defining the AI race, from Meta to Grok to the frontier labs.

Microsoft's Xbox division is conducting big layoffs, as the company deals with abject failure of its Game Pass strategy.

A script for what Mark Zuckerberg should say on Meta's next earnings call.

A script for what Mark Zuckerberg should say on Meta's next earnings call.

Ships with an AI agent skill and OpenCode Agent Configuration for integration with autonomous coding agents like OpenCode, Google Antigravity, Pi agent, and Claude Code.

Multi-Query Search — Search with multiple independent queries to improve retrieval for complex topics and AI agent workflows.

— Search with multiple independent queries to improve retrieval for complex topics and AI agent workflows.

AI Agent Integration — Includes a built-in AI agent skill and dedicated for autonomous knowledge retrieval.

Integration with AI AgentsUse the built-in AI agent skill and OpenCode Agent Configuration for knowledge retrieval.

Hope you enjoy! Comments URL: https://news.ycombinator.com/item?id=48973931

Points: 1

# Comments: 0

r3 is a review tool for the diffs and docs produced by your coding agents, running locally with a web interface.

The agent runs r3 watch , which registers as a live watcher and waits for feedback.

→ files review of that file, watched live as the agent keeps editing "Let me review the diff between main and this branch."

ReviewsEvery review is one of two kinds:A files review is a live view of a set of files as they are right now.

The store is a flat map — names bind , port , publicUrl , allowedHosts (comma list), requireLogin : r3 config show dumps the JSON, r3 config get prints one value, r3 config unset reverts one.

One category where I’m very happy with their utility is code review, particularly agentic code review.

#Agentic Code ReviewSome definitions are in order since “agentic” is a bit of a buzz word.

The kind of review that is read-only — an audit of changes — is like a “Static LLM Code Review”.

A review that interacts with — or even modifies — the code is like an “Agentic LLM Code Review”.

#Static LLM Code ReviewThis is a relatively cheap approach to automated code review because it only reads.

They assume a team, a support org, a compliance department — overhead a solo developer doesn't have and doesn't need.

Documentationdocs/architecture.md — the two-program split, the security property the whole design rests on, and how a purchase flows end to end.

— the two-program split, the security property the whole design rests on, and how a purchase flows end to end.

docs/license-scheme.md — the normative spec: payload byte layout, seat rules, product code format, fingerprint derivation, activation state machine, and the full threat model.

— the normative spec: payload byte layout, seat rules, product code format, fingerprint derivation, activation state machine, and the full threat mod…

Real engines land below the ceiling; the gap is engine overhead — see methodology for the M1 and RTX 5070 validations.

Ceilings are quoted at empty context — KV-cache reads grow with context length and lower the real ceiling.

Validated against real engines we measured ourselves (full receipts in evidence/).

Two machines, one conclusion: today's in-browser engines are launch-overhead-bound, not bandwidth-bound — the hardware has 2–3× headroom, which is the point of measuring it.

We measure the hardware ceiling and validate real engines against it separately; both sides are receipted.

Build teams of specialised agents that each handle their own domain — then deploy them as a single unified endpoint.

Custodian's router automatically directs each query to the right agent.

Give each agent its own data sources, tools, system prompt, and topic scope.

Scale the team without rewriting the interface.

Article URL: https://promptdna.org

Comments URL: https://news.ycombinator.com/item?id=48972378

Points: 1

# Comments: 0

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✅ AI Summaries · 🌍 Read in Your Language · 🎯 Personalized Feed · 📬 Telegram Notifications · 🏠 Self HostedEvery day, Hacker News publishes more great content than most of us have time to read.

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last update a couple of you said the infra and boring lessons are the only part you can't get anywhere else, so fine, the unglamorous list for dexi (imessage assistant, no app) the signup page died thursday night inside a fix i shipped for something else, during my single best marketing day. i found out from a reddit comment, not from any system of mine. monitoring on the signup path exists NOW, which is the most embarrassing sentence in this post no app means no app store, which sounds free until you realize it also means no install metric, no review prompt, no update channel. when something changes i have to tell people over the thread itself, which feels weirdly personal, like texting yo…

Been running a YouTube channel for my AI video tool (EdgeCut) and honestly I got tired of doing the whole pipeline myself. Research, script, render, title, thumbnail, upload, then figure out what to post next. So I built a fleet of agents that treats it like a tiny studio. Roughly 30 agents, split into 8 departments. Each one owns a slice of the work: Research: trends, SEO angle, what to make next Script: hook, narration, shot list Produce: actually renders the video through EdgeCut Package: title, description, tags, thumbnail Growth: Shorts, clips, distribution drafts Ops: brand/legal/QC checks so junk doesnt go out Money: sponsor/merch/membership ideas from channel data Intel: competitors…

Hi everyone, I wanted to post here and let you know about a project that is three years in the making. My company Techopolis Online Solutions has just released Start Testing, a QA and accessibility testing platform that is reasonably priced. Start Testing will let you create organizations, projects, forms, items, issues, and many more item types. The platform will let you do all of this manually, or you can use Lyra, our included AI agent. Start Testing can even scan web content for accessibility, connect to Github and sync issues, or even work with the Apple App Store API to sync apps. I'd love for you to check out the platform, and give us feedback on how it can be better, and we hope you…

I've been noticing a few YouTube transcript tools charge extra specifically for bulk/playlist downloads, while single video transcripts are free almost everywhere. Genuinely curious if anyone here has run into needing this. Like pulling transcripts from an entire course, a channel's videos, whatever. Was it a one-off thing or something you needed more than once? And what did you end up doing about it? Just trying to understand if this is a real recurring problem for people or more of an edge case. submitted by /u/DependentKing698 [link] [comments]

I discovered that my friends who have cats are playing cat games and videos of mice, lizards, etc. on YouTube. And I thought that I could make this interactive. User tests are going well so far. The app also has other modes like lizards, lasers, cockroaches, etc. As it’s only for fun, there is a free trial, and if you want to pay, I kept the price very low. App Store link: https://apps.apple.com/sa/app/cat-games-for-cats-fish-hunt/id6745115519 As a result of tests with 10+ cats, some cats are not that responsive, but some of them are really interested. I would like to get your feedback, and it would be great to see videos of your cats playing it. submitted by /u/oguzhaha [link] [comments]

Title: I built a free résumé builder with no sign-up and no paywall on the PDF After hitting a checkout page on three different "free" resume tools, I made Folium: 24 templates, live preview, and the PDF download is free — no account, nothing stored on a server (it lives in your browser). Also has optional AI to match your CV to a job posting and write a cover letter, running on Cloudflare Workers AI. It's open source (AGPL) and there's no paid tier. Would love feedback on the templates and the AI output: https://foliumcv.com submitted by /u/Bulky-Walk-2745 [link] [comments]

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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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“We are reaching even deeper into the investing ecosystem, meeting our potential partners where they are,” says Chris Moran, vice president and general manager, Lockheed Martin Ventures.

UK-based comparators include London’s SatVu and Occam Industries and Bristol’s Uplift360, making the United Kingdom – where Lockheed Martin Ventures intends to establish its European office – a visible part of this funding pipeline.

Apart from capital, Lockheed Martin Ventures provides portfolio companies with access to resources such as their engineering talent, technologies and research, and the full suite of Lockheed Martin’s business and technical expertise.

Using a portion of that enhanced funding capa…

Greenjets, a London-based aerospace technology company developing propulsion systems, aircraft platforms and launch technologies for the next generation of aviation, today announced a €35 million ($40 million) Series A funding round.

Greenjets claims that its technologies are helping address that challenge, applying the same advances in propulsion, aircraft integration and manufacturing that underpin a wider aerospace portfolio.

Its integrated portfolio spans propulsion systems, aircraft platforms and launch technologies, all built on a common technology stack.

Alongside scaling production, the investment will accelerate development across its propulsion, aircraft and launch technology port…

Prior Labs will continue under its own brand, leadership, research agenda and customer relationships, publish its research and make its models openly available, with SAP’s support.

“Eighteen months ago, Prior Labs was a research project,” says Frank Hutter, co-founder and CEO of Prior Labs.

Including SAP’s commitment to Prior Labs, the activity referenced represent more than €2.93 billion.

Today’s acquisition by SAP allows Prior Labs to deploy these models across the industries where enterprise data carries the most value.

This acquisition enables Prior Labs to pursue multi-year frontier research programmes that would have been out of reach for an 18-month-old company.

European venture capital firm Lakestar announced the closing of its Lakestar Resilience I fund at €262.2 million ($300 million).

The firm describes it as Europe’s largest institutional venture fund built exclusively for dual-use and defence technology companies, and raised from private capital.

Europe needs sovereign technology capital in the defence and dual-use sectors.”Founded in 2012 by Dr. Hommels, Lakestar is a leading pan-European venture capital firm.

Lakestar Resilience invests in companies developing the technologies that strengthen Europe’s security and strategic capabilities.

I am proud of having contributed and helped raise this fund, following Lakestar’s and Klaus’ focus and m…

It is repricing it, moving value from tools that help a human work to software that does the work itself.

To see why, it helps to stop asking whether SaaS is dying and start watching where it is moving.

Set against a global SaaS market of roughly €175 billion ($200 billion), that is not a rounding error.

Name the four shifts (users, interface, pricing, budget) and work out which one is reaching your category first.

Software-as-a-Service competed for a €175 billion market.

The pair are the startup highlights among the nine European founding members, which also include Croatian drone technology startup ORQA, French drone company Delair and defence technology company RSI Europe.

Quantum steps upFounded in 2015 and based near Munich, Quantum Systems develops and manufactures interoperable unmanned systems combining hardware, modular software and artificial intelligence.

As part of the Alliance, Quantum Systems is expected to help translate operational lessons from Ukraine into scalable industrial capabilities and future European defence technologies.

The EU–Ukraine Drone Alliance is being established amid a wider movement of private and institutional capital int…

Sightera Biosciences, an Antwerp-based AI drug discovery startup and spin-off from the University of Antwerp (UA) and Antwerp University Hospital (UZA), today announced the closing of a €3 million pre-Seed financing led by Entourage, Anacura and QBIC.

The company states that what distinguishes it from many other AI drug discovery firms is its approach to training its models.

“Many AI drug discovery platforms begin by designing novel molecules against a predefined biological target and only then evaluate their activity in complex biological models.

We start with complex patient-derived biology, learn directly from therapeutic responses in patient-derived biology, and use those insights to de…

ENGO, a Grenoble-based startup developing smart, lightweight AR glasses with integrated displays for athletes, has raised €5.1 million in funding to strengthen its leadership in the sports smart eyewear market and expedite R&D on miniaturisation and innovation.

Eric Marcellin-Dibon, CEO of ENGO, said, “Since ENGO’s inception, we have pursued a simple vision: enabling athletes to stay focused on their performance, not the technology.

ENGO develops smart eyewear for runners, triathletes, cyclists, and endurance athletes.

It highlights that the ENGO glasses are designed and assembled in France, and the frame weighs less than 40 grams and has up to 20 hours of battery life.

The company has also…

Treating email security as an IT problem for laterIn a five-person startup, “IT” is whoever set up the workspace account in week one, usually with default settings and usually in a hurry.

Once an attacker controls a founder’s email, they effectively control the company.

IBM’s research found that generative AI has cut the time needed to produce a convincing phishing email from roughly 16 hours to about 5 minutes.

DMARC, an email authentication, policy, and reporting protocol, maintains accessible documentation, and configuring all three typically takes an afternoon.

Europe’s founders are building a generation of security companies to handle the sophisticated end of the threat landscape.

The new round also includes support from public institutions, including Bpifrance (French public investment bank) and the European Innovation Council.

Marco Bertone, co-founder and chief executive officer of Syntetica, said, “For decades, mixed nylon waste has been considered too complex and too expensive to recycle at scale.

The company has developed a proprietary solution capable of recycling both Nylon 6 and Nylon 6,6 from mixed textile waste in a single process.

The company is backed by French and European public funds, including Bpifrance and the European Innovation Council.

The company is backed by French and European public funds, including Bpifrance and the European Innovation Counc…

Omio Group, the Berlin-based multimodal travel scale-up, has today announced it has entered into an agreement to acquire Rail Europe, a French rail distribution platform founded over 90 years ago.

Björn Bender, CEO and Executive Chairman of Rail Europe, adds: “The past few years have been transformational for Rail Europe.

Rail Europe adds considerable rail experience, a trusted international consumer brand, and the strongest B2B distribution network.

Its portfolio includes Omio, Omio B2B, Rome2Rio, and, upon completion of the proposed acquisition, Rail Europe.

The proposed acquisition has the potential to create a new industry leader in rail distribution at a pivotal moment for rail travel.

Silicon Microgravity Limited (SMG), a Cambridge-based startup specialising in MEMS (microelectromechanical systems) semiconductor technologies, has secured €7.08 million (£6 million) in funding to accelerate commercial growth across the defence, space and semiconductor sectors.

The startup states that its proprietary technology enables the production of high-performance microelectromechanical systems (MEMS) devices designed for extreme operating environments.

These technologies are increasingly critical for modern defence systems, satellite communications, navigation, sensing and autonomous operations.

The second is gravity sensing, where its MEMS gravimeters offer robust, compact solutions…

In this exclusive interview, we sit down with Tim Schumacher, the visionary co-founder of saas.group and General Partner at World Fund, to explore the journey, philosophy, and future of his founder-friendly SaaS acquisition platform and his ClimateTech investments.

Tim shares how saas.group evolved from its first acquisition, DeployBot, to a thriving ecosystem of 18 independent SaaS brands spanning 30 countries.

Tim also reflects on the unique challenges and opportunities in the SaaS acquisition space.

From the importance of honest conversations about founders’ motivations to the practicalities of due diligence and integration, Tim pulls back the curtain on what it takes to create a dream e…

This week, we tracked more than 55 tech funding deals worth over €2.7 billion and over 10 exits, M&A transactions, rumours, and related news stories across Europe.

Alongside the week’s top funding rounds, we’ve highlighted key industry developments, as well as notable trends in European venture activity, investor moves and emerging sectors shaping the current funding landscape.

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The free, open-access Tech.eu Funding Explorer offers deeper insights into funding rounds, investor activity, company profiles …

Today sees the launch of Clean Tech for Clean Air (CT4CA), a coalition launched in Brussels to support the role of small sensors in Europe's clean air framework under the revised EU Air Quality Directive.

Together, the five companies specialise in small sensor systems, environmental data and air quality monitoring.

CT4CA was created to support the delivery of Europe’s clean air ambitions at a critical moment for EU air quality policy.

While Europe has made significant progress in reducing air pollution, 95 per cent of urban residents are still exposed to air pollutant concentrations that exceed World Health Organisation (WHO) guideline levels.

Emerging evidence also links long-term exposure…

But one London startup is tackling a different challenge: making sense of the enormous personal archives we've already created.

According to research by the startup Popsa, people now take an average of 551 photos per month — more than 6,600 per year.

It creates clutterPopsa uses AI to help people turn photos on their smartphones into personalised printed products.

It generated $58 million in revenue last year and expects to reach between $70 million and $80 million this year.

As our camera rolls continue to expand by thousands of photos every year, the challenge is no longer capturing life's moments, it's making sense of them.

SAP has acquired the German-founded frontier AI company Prior Labs for over €1 billion.

The transaction, which comes just 18 months after Prior Labs was founded, establishes it as one of Europe’s pre-eminent AI research labs.

Prior Labs pioneered tabular foundation models (TFMs), a category of AI purpose-built for enterprise data.

With the help of SAP's enterprise data ecosystem and global scale, the company plans to build the next generation of foundation models for enterprise data.

"Eighteen months ago, Prior Labs was a research project,” said Frank Hutter, Co-founder and CEO of Prior Labs.

EQT Life Sciences’ EQT Health Economics 3 Fund (EQT HE3), a multi-stage life sciences and medtech-dedicated fund has received €25 million from the British Business Bank.

EQT Life Sciences backs companies focused on the development of therapeutics, medical devices, diagnostics and healthtech.

This commitment is the latest in the British Business Bank’s ongoing work to back the UK’s high-potential life sciences companies, which is one of the eight growth sectors of the UK Industrial Strategy.

The Bank has an existing relationship with EQT Life Sciences, having co-invested in both Phagenesis’ (2023) $42 million Series D and Cyted Health’s (2025) $44 million Series B funding round.

Drew Burdon,…

Sightera Biosciences, a Belgian techbio company using generative AI to develop novel small-molecule therapies, has raised €3 million in a pre-seed funding round led by Entourage, Anacura and QBIC.

A spin-off from the University of Antwerp and Antwerp University Hospital (UZA), Sightera is developing an AI-native drug discovery platform focused on oncology and fibrosis.

Unlike many AI drug discovery companies that rely on public or generic datasets, Sightera trains its models using proprietary data generated from patient-derived biological samples collected from individuals with advanced, therapy-resistant disease.

The proprietary datasets underpin Sightera's AI platform, enabling it to desi…

ENGO, a French company developing smart eyewear for athletes, has raised €5.1 million in a funding round to expand its international presence and accelerate the development of next-generation heads-up display technologies.

ENGO develops lightweight smart glasses featuring an integrated augmented reality Micro-OLED display that projects real-time performance data directly into the wearer's field of view.

The investment will support ENGO's commercial and industrial expansion as it strengthens its position in the global smart sports eyewear market.

The funding will also accelerate research and development in ultra-miniaturised display technologies, optical innovation and energy efficiency, whi…

Uber and one of its affiliates have entered into a business combination agreement to acquire Delivery Hero, thereby extending the mobility and delivery platform to 99 countries.

Under the terms of the voluntary takeover offer, Uber will offer Delivery Hero shareholders €41.50 per share in cash (implying a fully diluted equity value of €13.0 billion).

Berlin-headquartered Delivery Hero currently operates in around 65 countries across Asia, Europe, Latin America, the Middle East and Africa.

It began as a food delivery service in 2011 and today runs its own delivery platform on four continents.

Additionally, Delivery Hero is pioneering quick commerce, the next generation of e-commerce, aiming …

Juno Bio, a UK-founded women’s health company dedicated to closing the gender health gap through precision vaginal microbiome testing and multi-omics, today announced the opening of its first sequencing lab built entirely for women’s health.

The new facility, in Oakland, California, marks a major step forward in expanding access to high-quality, clinically relevant microbiome testing.

To fuel this stage of growth, Juno Bio has raised $3.8 million in funding.

Investors include Ada Ventures, Artesian, Entrepreneur First, and Illumina Accelerator, investors known for backing early-stage startups spanning women’s health, deep tech and applied sequencing.

"Juno Bio is setting a new standard for …

Founded in 2023 during Russia's unprovoked full-scale invasion of Ukraine, Resist.UA operates at the intersection of international capital, military expertise, and battlefield-tested innovation.

Resist.UA operates through a hybrid model combining venture capital and private equity, with a strong focus on long-term company growth and manufacturing capacity development.

From Wall Street to Ukraine's defence evolutionSulzhyk has a rich history in finance.

"Long after the war ends, these are the people who will still be building companies, creating jobs and attracting international investment into Ukraine."

They're exceptional engineers who have spent the last three years solving battlefield pr…

Multimodal traveltech company Omio Group has signed a deal to acquire Rail Europe.

Upon completion, Rail Europe will become part of Omio Group, joining Omio's B2C booking platform, its B2B distribution business, and its travel discovery brand, Rome2Rio.

For 90 years, Rail Europe has helped make European rail travel accessible to travellers and travel businesses worldwide.

Headquartered in Paris, with teams around the world, Rail Europe continues to make rail travel simpler and more accessible.

The sector has been constrained by outdated systems and controlled by dominant players for far too long.”According to Björn Bender, CEO and Executive Chairman of Rail Europe, the past few years have b…

Hyperion Robotics, a Finnish physical AI company developing robotic manufacturing technology for infrastructure construction, has raised $7.4 million in a growth funding round to scale its robotic microfactories across Europe.

Hyperion says its approach also uses up to 75 per cent less material than traditional construction by shifting production from labour-intensive building sites to digitally controlled factories.

Fernando De los Rios, CEO of Hyperion Robotics, said the investment will enable the company to scale factory-based manufacturing as Europe faces growing infrastructure renewal needs alongside labour shortages, budget constraints and decarbonisation targets.

Europe doesn't have …

Arq, a UK quantum technology startup developing networking hardware for the quantum internet, has raised $1.4 million in a pre-seed funding round to accelerate the development of its quantum communication technology.

Founded in 2025 by quantum scientists Samuele Grandi and Emanuele Distante, Arq is developing quantum repeaters designed to connect quantum computers over long distances.

The company says the technology offers a faster and more cost-effective approach to networking quantum computers than existing alternatives and could provide the foundation for large-scale quantum networks.

Commenting on the investment, co-founder Emanuele Distante said the company is working with research ins…

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.

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.