Brynjolfsson et al Across the entire economy, relative employment effects in more heavily AI-impacted fields are relatively muted.

Brynjolfsson et al Brynjolfsson et al For entry-level workers, though, there is a large and widening gap between employment in fields that are or are not impacted by AI.

For entry-level workers, though, there is a large and widening gap between employment in fields that are or are not impacted by AI.

Brynjolfsson et al Across the entire economy, relative employment effects in more heavily AI-impacted fields are relatively muted.

Unsurprisingly, jobs where AI automation is prevalent are the ones showing the worst relative employment levels for entry-level workers…

Apple today released a new version of its Polishing Cloth on its online store.

In the U.S., pricing is now set at $9, down from $19 for the previous version of the cloth.

We have yet to determine if the new Polishing Cloth is smaller than the original or has any other notable changes beyond lower pricing.

Apple says the cloth continues to be made with soft, nonabrasive material that can be used to clean any Apple display, including those with a nano-texture coating.

The practice is turning picturesque coral reefs to “rubble.”Nicknamed the “Amazon of the Seas,” the Coral Triangle is the world’s most biologically diverse marine ecosystem.

Blast fishing — a globally banned technique that uses plastic bottles packed with explosives to stun and kill everything in a 90-foot radius.

The data revealed for the first time that bomb fishing takes place year-round, peaks during the mornings and significantly reduces on Fridays, the local day of prayer.

“Managing all illegal fishing, including blast fishing, is complex and varies from place to place, but in general equitable, consistent, and legitimate enforcement is key,” said Hampton-Smith, who first studied the …

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.

What CDC does differentlyChange Data Capture reads directly from MySQL's binary log (binlog), the same mechanism MySQL uses internally for replication.

What has to be true on the MySQL sideCDC via binlog has real prerequisites:Binary logging in ROW format, with FULL row images.

If your CDC connection is offline longer than that, it won't be able to resume from where it left off.

If your team is still running full-table batch syncs against production MySQL, the question worth asking isn't "how do we make this faster."

If you want to try this in practice, you can create an Erathos account and connect your MySQL source with CDC enabled in a few minutes.

Anthropic told staff in its San Francisco offices to start this week working from home because of a possible strike by its offices' security workers.

Anthropic then told its own workers they shouldn't come into San Francisco offices on Monday and Tuesday just in case, the person said.

The Service Employees International Union (SEIU), which represents workers at Allied, told Business Insider it is in protracted contract negotiations with Allied and other California security firms.

The union said it had not called a strike authorization vote or issued any strike threats for this week.

SEIU covers thousands of security workers in California and has been negotiating for a new contract since Apr…

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And with up to an 18-core CPU and 20-core GPU, Mac mini with M5 Pro is an ultracompact powerhouse for complex pro workflows.

Mac mini with M6 delivers:2Up to 13.5x faster LLM prompt processing in LM Studio when compared to Mac mini with M1, and up to 4.8x faster than M4.

Mac mini with M5 ProUnprecedented Pro PerformanceMac mini with M5 Pro redefines what’s possible on such a small desktop, enabling pro users to take on demanding workflows like app development, video rendering, scientific simulations, and more.

On the back, there are three Thunderbolt 4 ports on Mac mini with M6, and three Thunderbolt 5 ports on Mac mini with M5 Pro, along with HDMI and Ethernet.

Mac mini and the Environment…

Aug 24, 2026 • 5 min readUS data centers consumed an estimated 17 billion gallons of water in 2023, with electricity generation accounting for more than 80% of the total.

Source: The RegisterUS data centers used an estimated 17 billion gallons of water in 2023, roughly three times their consumption in 2014, according to a Congressional Research Service report published by the Library of Congress.

Cooling systems trade water for powerData centers can use several cooling approaches, and the choice depends on the facility’s size, location, climate and thermal requirements.

Their trade-off is substantial water consumption: evaporation removes heat efficiently, but the consumed water must be con…

Mac Studio with M5 MaxSerious Speed and Power for Pro WorkloadsBuilt for users who demand powerful performance in a compact footprint, Mac Studio with M5 Max is ideal for musicians, photographers, software engineers, and designers pushing real-time 3D and motion graphics.

Mac Studio with M5 Max enables:1Up to 10.7x faster LLM prompt processing in LM Studio when compared to Mac Studio with M1 Max, and 3.9x faster than M4 Max.

Mac Studio and the EnvironmentThe new Mac Studio was built with the environment in mind and drives progress toward Apple’s ambitious plan to be carbon neutral across its entire footprint by 2030.

Mac Studio with M5 Ultra starts at $5,499 (U.S.) and $5,099 (U.S.) for edu…

“Today, we’re debuting the next giant leap in performance and AI compute for Apple silicon with the incredibly advanced M6 and the most powerful M-series chip yet, M5 Ultra,” said Sri Santhanam, Apple’s vice president of Silicon Engineering Group.

M6 has a brand-new 12-core CPU complex — two more cores than M5 — that consists of 2 super cores, 4 performance cores, and 6 efficiency cores.

M6 supports up to 32GB of unified memory to multitask across demanding apps and run LLMs on device for secure and private agentic tasks.

M5 Ultra uses UltraFusion to connect two dual-die M5 Max chips to form the quad-die architecture — a first for Apple silicon.

Today, Apple leads the world in innovation wi…

Mais parfois il faut donner accès à des utilisateurs ou à des systèmes extérieurs dont on ne contrôle pas entièrement les conditions de sécurité.

Les attaquants ont obtenu des données de localisation à la minute près et des informations au niveau des comptes, sur des millions de personnes résidant aux États-Unis.

Ils avaient aussi l'historique des appels, qui appelle qui, à quelle heure, combien de temps et à quelle fréquence.

Elle aidera l'attaquant à trouver les failles plus vite, mais elle aidera tout autant le défenseur à les repérer et à les corriger.

Là où la France a la dissuasion nucléaire qui la rend crédible, nous n'avons pas de dissuasion IA de frontière.

Following several weeks during which ChatGPT users were subject only to a weekly usage cap, OpenAI announced today that it is restoring a five-hour limit on Codex and ChatGPT Work for Plus subscribers.

Thibault “Tibo” Sottiaux, OpenAI’s engineering lead for Codex and ChatGPT, announced tonight that a five-hour usage limit is returning to Codex and ChatGPT Work for Plus subscribers starting tomorrow (25).

Over the past few weeks, however, OpenAI temporarily lifted the five-hour usage limit for Codex and ChatGPT Work, leaving only the weekly cap in place.

However, as Tibo explained tonight on X:Tomorrow we will bring back the 5h limit for Plus accounts across ChatGPT Work and Codex.

Will you …

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Feature comparison of ack, ag, git-grep, GNU grep and ripgrepThere are many greplike tools available to choose from.

ripgrep is currently the fastest, which folks seem to focus on, but they have different features.

If you find this chart useful, consider making one for the projects you run, even if it includes "competing" projects.

The best project for someone might not be your project, and that's OK.

If you have updates to the chart, please submit as a GitHub issue.

Replacing a Rust Enum with a 64-bit Word Made My Interpreter 17% FasterThis blog post is the sixth in a series about my work building and optimizing the Plush language interpreter and virtual machine.

The diagram below illustrates how the value representation is structured in more detail:The tagged value representation.

The reason there are two kinds of pointers in this representation is that I wanted to make equality comparison between values fast.

Also, if an integer or float value exceeds the range we can fit in a tagged value, we have to allocate a heap object to box this value.

Impact on PerformanceThe graph below shows the speed of the interpreter with the new low-bit tagged value rep…

Aug 24, 2026 • Updated Aug 25, 2026 • 6 min readUS data centers consumed an estimated 17 billion gallons of water in 2023, with electricity generation accounting for more than 80% of the total.

The USGS put total US withdrawals at 322 billion gallons a day in 2015, about 117 trillion gallons across a year.

Thermoelectric power generation accounted for 133 billion gallons a day on its own, irrigation for roughly 118 billion and public supply for 39 billion.

Residential outdoor watering, mostly lawns, runs to nearly 8 billion gallons a day, and the EPA estimates household leaks waste 900 billion gallons a year.

Their trade-off is substantial water consumption: evaporation removes heat efficie…

The XY problem is asking about your attempted solution rather than your actual problem.

Others try to help user with Y, but are confused because Y seems like a strange problem to want to solve.

After much interaction and wasted time, it finally becomes clear that the user really wants help with X, and that Y wasn't even a suitable solution for X.

The problem occurs when people get stuck on what they believe is the solution and are unable step back and explain the issue in full.

There's no guarantee that every filename will have a three-letter extension, so blindly grabbing three characters does not solve the problem.

To use the Mastodon web application, please enable JavaScript.

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

Hunting Down a Go Runtime Bug on 32-bit Embedded SystemsOur daily work usually revolves around Linux and security topics, deep down in the software stack.

This led us straight to a report in the Go project’s issue tracker: runtime: netpoll: eventfd ready for something unexpected.

Instead of storing the raw pointer &netpollEventFd , the fix stores a nil pollDesc as a tagged pointer.

When unpacking the tagged pointer yields nil , the event belongs to the event fd, otherwise to a socket fd.

SummaryA Go application crashed sporadically on a 32-bit ARM embedded Linux system with a fatal netpoll error.

❦Spanning Tree Protocol Protocol Identifier : Spanning Tree Protocol ( 0x0000 ) Protocol Version Identifier : Rapid Spanning Tree ( 2 ) BPDU Type : Rapid/Multiple Spanning Tree ( 0x02 ) Root Identifier : 8192.02:00:00:01:00:01 Bridge Identifier : 8192.02:00:00:01:00:01Once a bridge receives a BPDU advertising a better root bridge, it propagates this new information to its neighbors.

Spanning Tree Protocol Protocol Identifier : Spanning Tree Protocol ( 0x0000 ) Protocol Version Identifier : Rapid Spanning Tree ( 2 ) BPDU Type : Rapid/Multiple Spanning Tree ( 0x02 ) Root Identifier : 4096.02:00:00:00:00:00 Bridge Identifier : 8192.02:00:00:00:00:01Assigning roles to ports#The second step is t…

As a modular, general-purpose computing platform, MNT Station is the most flexible MNT device yet designed!

With MNT Station you get a machine that’s designed to be stationary while maintaining the energy efficiency of a laptop.

Features & SpecificationsMNT Station is a versatile device: Upgrade your MNT Reform laptop to the latest mainboard version and use your previous mainboard with MNT Station.

Or, build your own Station choosing the MNT Reform Mainboard 3.0, a processor module of your choice, the MNT Reform Standalone Keyboard, and more.

Optional Add-onsMNT Reform Mainboard 3.0 (not included with MNT Station case)MNT Reform Processor Module (not included with MNT Station case) MNT Refo…

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Marissa Newman / Bloomberg:

Tel Aviv and NYC-based Alice, which works to protect AI models from misuse and rogue behavior, raised $140M led by Apax Digital at a valuation “close to $1B” — An Israeli startup that works to protect artificial intelligence models from misuse and rogue behavior has raised $140 million …

Michael Nuñez / VentureBeat:

Perplexity launches Portable Computer, a local AI agent platform running fully on-device with zero token costs, starting with Nvidia DGX Spark and RTX Linux PCs — Perplexity is launching Portable Computer today, a version of its agentic “Computer” platform that runs entirely …

Natalie Lung / Bloomberg:

Waymo plans to offer ride-hailing services in Germany, starting with Munich, by the end of 2027, marking its third international market and the first in the EU — Waymo is planning to offer driverless ride-hailing services in Germany by the end of next year, marking its third planned international market …

Kirsten Korosec / TechCrunch:

Autonomous trucking startup Gatik raised $200M, two months after striking a multi-year commercial agreement with PepsiCo, bringing its total funding to ~$500M — Gatik, the autonomous vehicle startup known for its self-driving box trucks, has raised $200 million just two months after striking …

Emma Roth / The Verge:

OpenAI says its Jalapeño chip delivered 1.5x-1.9x more AI work per watt and 1.7x-3.6x lower latency vs. Nvidia chips across GPT-OSS, DeepSeek R1, Kimi K2.5 1T — Jalapeño outperformed Nvidia's superchips on an AI inference benchmark test.

Nicole Nguyen / Wall Street Journal:

Apple raises Mac mini and Studio prices: the M6 and M5 Pro Mac mini are $899+ and $1,699+, $100 above M4 models, and the M5 Ultra Mac Studio is $5,499+, up $200 — Between the AI agent craze and the global memory-chip shortage, Apple might struggle to keep these refreshed little powerhouse Macs in stock

Aisha Malik / TechCrunch:

WhatsApp upgrades its two-step verification, letting users replace the six-digit PIN with a longer alphanumeric password, and adds support for multiple passkeys — WhatsApp announced Tuesday that it's launching new security features and updates to help users keep their accounts secure …

Steve Dent / Engadget:

Apple says M5 Ultra uses a quad-die 3nm architecture, “a first for Apple silicon”, with inter-die bandwidth of 4.4TB/s+ and up to a 36-core CPU and 80-core GPU — The M6 has also arrived with all-new 2nm process technology. — With the launch of the latest Mac mini and Mac Studio computers …

Jay Peters / The Verge:

Apple unveils M6, a 2nm chip with a 12-core CPU and GPU, and up to 32GB of unified memory, saying it provides “the world's fastest single-threaded performance” — Apple is introducing the M6 chip with a new Mac Mini. It's also launching a new M5 Ultra alongside an upgraded Mac Studio.

Apple:

Apple unveils a Mac mini with M6 and M5 Pro, with up to 4x faster AI performance and up to 2x faster graphics, for $899+ with M6 and $1,699+ with M5 Pro — Mac mini delivers up to 4x faster AI performance, up to 2x faster graphics and storage, along with enhanced connectivity — all in its ultracompact footprint

Apple:

Apple updates the Mac Studio with M5 Max and M5 Ultra, with up to 4.3x faster AI performance, faster graphics, and up to 512GB of unified memory for $2,499+ — Apple's most powerful Mac raises the bar for local AI with up to 4.3x faster performance, more advanced graphics, up to 512GB of unified memory, and extensive connectivity

Sean Hollister / The Verge:

Asus opens pre-orders for the standalone Xbox Ally X20 at $1,300+, with shipments from October 15; a $2,500 bundle includes the X20 and ROG Xreal R1 glasses — Is the best handheld screen worth an extra $300 to you? … The Asus Xbox Ally X20 looked like it could be one of the best handheld gaming PCs yet …

Mike Scarcella / Reuters:

Google launches Gemini Enterprise for Legal, expanding its platform with specialized AI agents and integrations with Thomson Reuters, LexisNexis, and Harvey — Alphabet's Google (GOOGL.O) on Tuesday expanded its Gemini Enterprise artificial intelligence platform with new tools for lawyers and law firms …

Aisha Malik / TechCrunch:

Fitbit co-founders James Park and Eric Friedman unveil the $250 Luffu Link, a screenless, jewelry-inspired LTE health and safety band, set to ship in early 2027 — Luffu, a new startup from Fitbit's co-founders James Park and Eric Friedman, on Tuesday launched Luffu Link …

Sri Muppidi / New York Times:

Emerald AI, which uses AI to optimize data center power consumption based on grid demands, raised $150M led by DCVC and Energize Capital at a $1.05B valuation — Emerald AI, now valued at $1.05 billion, uses software to keep power demand at the computing facilities from getting out of control.

Kai Nicol-Schwarz / CNBC:

OpenAI bans a cluster of Russian ChatGPT accounts that used VPNs to evade restrictions and run an influence operation, including creating social media comments — OpenAI has banned a cluster of ChatGPT accounts originating in Russia that it said were being used to support a covert online influence campaign to spread misinformation.

Jeffrey Dastin / Reuters:

Accelerated Understanding launches an enterprise-focused physics AI model that uses neural operators and handled 5T pieces of data in a single prompt in tests — A research duo, once pitched to lead the Jeff Bezos-backed Project Prometheus, on Tuesday unveiled what they've built on their own …

Iris Deng / South China Morning Post:

Xiaomi unveils the Xring O100, a 6nm AI accelerator to boost its MiMo models when paired with its O3 mobile chip, and the 3nm Xring D100 for autonomous driving — Chinese tech giant's Xring O3 3nm AI processor scheduled to debut aboard folding smartphone in September

Adamya Sharma / Android Authority:

Google is rolling out Motion Assist, a feature to reduce motion sickness by showing visual cues on the screen, to Android 17, starting with select Pixel devices — Pixel phones appear to be the first devices to get Google's Motion Assist feature. — • … TL;DR

Adrienne Klasa / Financial Times:

A profile of French software maker ChapsVision, which won a contract to replace Palantir at France's domestic intel agency in June and targets an IPO by 2030 — ChapsVision pursues defence and intelligence contracts across the region as governments look to reduce reliance on US technology

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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ai-memory run claude , then ai-memory run codex --yolo , then ai-memory run command-code , transparently resumes one logical workstream with native per-harness sessions, a portable visible-event ledger, and full-ledger search.

Kiro defaults to v2; ai-memory run kiro --v3 selects v3, while a returning linked v3 workstream selects its engine transparently.

Re-run with # `--agent codex`, `--agent command-code`, `--agent devin`, `--agent opencode`, `--agent gemini-cli`, # `--agent grok`, `--agent kimi-code`, `--agent kiro-cli`, `--agent omp`, # `--agent oh-my-pi`, `--client cursor`, # `--client gemini-cli`, `--client grok`, `--client kiro-cli`, etc.

The Docker wrapper protects .ps1 fallback com…

OpenLogi⚡️ A native, local-first alternative to Logitech Options+, written in Rust 🦀Unlock the full capabilities of Logitech mice, keyboards, and webcams over HID++ and UVCFed up with Options+?

follows = "nixpkgs" ; } ; outputs = { nixpkgs , openlogi , ... } : { nixosConfigurations .

enable = true ; } ] ; } ; } ; }All Linux packages install udev rules that grant your user access to /dev/hidraw* , /dev/uinput and your Logitech mouse's /dev/input/event* node without sudo .

Windows support has been validated end-to-end on Windows 11 with real hardware (a wired keyboard and a Unifying-receiver mouse), including install, in-place upgrade, and uninstall of the MSI.

"Logitech", "MX Master", and "O…

Modular PlatformThis repo hosts open-source components of the Modular Platform, a unified platform for AI development and deployment, including the MAX Framework🧑‍🚀 and the Mojo Language🔥.

Get startedTo get started with the Modular Platform and serve a model using the MAX framework, see the MAX quickstart guide.

About the repoWe're constantly open-sourcing more of the Modular Platform and you can find all of it in here.

The main components include:Mojo compiler: /KGENMojo standard library: /mojo/stdlibMAX accelerator library: /max/kernelsMAX inference server: /max/python/max/serve (OpenAI-compatible endpoint)MAX model pipelines: /max/python/max/pipelines (Python-based graphs)Code examples: …

FreebuffEnglish | 简体中文Five free AI products for coding, building, and research.

Freebuff brings specialized agents and a choice of leading models to your terminal, desktop, browser, and GitHub repositories.

Text ads support access to the included models.

Choose your FreebuffQuick startRun Freebuff in any project from your terminal:npm install -g freebuff cd ~ /my-project freebuffThen describe what you want.

Depending on the task, agents gather context, plan, edit or research, run tools, and review the result.

The Welcome screen guides you through three steps - model directory, server start, and first model download.

CLI# Managed background server (macOS app or Homebrew install) omlx start omlx stop omlx restart # Foreground server attached to this terminal omlx serve --model-dir ~ /modelsThe server discovers LLMs, VLMs, embedding models, and rerankers from subdirectories automatically.

Homebrew ServiceIf you installed via Homebrew, you can run oMLX as a managed background service:omlx start # Start via brew services omlx stop # Stop omlx restart # Restart brew services start omlx # Start (auto-restarts on crash) brew services stop omlx # Stop brew services restart omlx # Restart brew services in…

或者An error occurred while synchronizing the model Systran/faster-whisper-large-v3 from the Hugging Face Hub: An error happened while trying to locate the files on the Hub and we cannot find the appropriate snapshot folder for the specified revision on the local disk.

Please check your internet connection and try again.

Trying to load the model directly from the local cache, if it exists.

What is OpenVikingOpenViking is an open-source context database for AI agents.

viking:// ├── resources/ # Resources: project docs, repos, web pages, etc.

Agent experience (tau2-bench): experience memory lifts task success by +6.87pp (retail) and +11.87pp (airline) over the same LLM without memory.

: detects OpenViking CLI, Claude Code, Codex, Cursor, Trae, and OpenCode, then configures supported plugin, MCP, Hook, and CLI integrations.

Local memory and skill management: views local memory / rule files and SKILL.md skills, then syncs them to OpenViking.

Run Code in a Sandboxuse microsandbox :: Sandbox ; # [ tokio :: main ] async fn main ( ) -> Result < ( ) , Box < dyn std :: error :: Error > > { let sandbox = Sandbox :: builder ( "my-sandbox" ) .

image ( "python" ) .

run ( main ()) Ruby Example → require "microsandbox" sandbox = Microsandbox :: Sandbox .

image ( "python" ) .

Fatal ( err ) } sandbox , err := microsandbox .

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open-source replacements for bloated vendor software.

every listing is a forum — anyone can post, no account needed.

★ Featured GPL-3.0 –replaces Vendor DVR / cable-box appsOpen TV streaming server and DVR.

ATSC, DVB, IPTV, HDHomeRun.

0 post(s) » Vendor DVR / cable-box appsOpen TV streaming server and DVR.

$ file hello hello: SQLite 3.x database, application id 0x53454c46, user version 1 $ ./hello Hello, world!

If we were to replace ELF with SQLite, what would fall out and can all of the necessary information be represented in a SQLite database?

The tool reads the ELF, extracts the program headers and symbol table, and writes them into the SQLite database.

§The system is a closureA SQLite database though need not merely be a single executable.

nix run .#self-vm boots a NixOS VM where hello is a SQLite database.

“Churn” is the time Claude was actually working, with the long idle gaps removed.

All five devices together came out to about 13 hours of churn and 98 prompts, spread across two weeks of evenings.

This then lets us transfer a staged firmware update to the device’s internal FAT filesystem, which the device then applies to itself on reboot.

This route does require user intervention to reboot with a replug, but there’s actually another command channel that exposes arbitrary read/write of files and a reboot command over the USB vendor class.

There’s no protection on the firmware update path.

Anger, Anxiety and AgencySean Goedecke wrote a post arguing that you should never be angry at work — a post with which I strongly agree.

For me, the emotions I would expect in tech vis-a-vis these new developments are disorientation and anxiety, but not anger.

But anger is different from anxiety because anger needs to be directed somewhere.

I don’t know what the future of this industry will look like, and I don’t know who will benefit from it and I don’t think I’m alone with that.

However I can only urge anyone who feels anger and looks for a villain right to instead remain curious instead.

Figmimic A bookmarklet to copy any webpage into Figma as editable layersWhat is it?

Figmimic is a bookmarklet that captures the current web page and copies it to your clipboard as Figma frames.

Install Drag this bookmarklet to your bookmarks bar: Figmimic Building… The bookmarklet is big (around 400 KB) because Figma's capture library travels inside it.

The bookmarklet runs fine in Firefox once installed — there is just no way to install it there.

The capture isn't lost: click anywhere on the page and the copy runs from that click.

Add more machines pointed at the same bucket and they serve the same repositories, consistently, with nothing to coordinate.

And because the WAL is the truth, there is complete provenance: every push and every repack, replayable to any point.

A push: our receive-pack indexes the pack ( git index-pack --fix-thin --rev-index in a scratch dir), checks connectivity and policy, uploads pack ∥ idx ∥ log entry , then CASes the manifest.

Any number of serve hosts may point at one bucket; give each repository one maintainer (placement globs) and you are done.

Placement is configured, never inferred; refs-level reads work everywhere, object work only where placed.

Unlimited streamsCreate a stream per use case instead of packing every record of a kind into one topic.

Each stream is independently addressable, bottomless, and can scale from idle to high throughput.

SleeperA16z led a $20 million Series B in May 2020 and participated in a $40 million Series C in September 2021.

Ex-Human's consumer product Botify AI hosts over one million AI characters.

ZenefitsA16z led a $15 million Series A in January 2014 and a $66.5 million Series B in June 2014.

Health IQA16z led a $34.6 million Series C in November 2017 Led a $34.6 million Series C in November 2017.

And they’re backing AI companies that want to “move fast and break things,” with little regard for the damage they’re causing.

WHAT EACH TEAM MEMBER GETSUnderstand your harnesses’ capabilities.

Munder Difflin doesn't give your team one shared bot.

It acts as a clone of the individual and controls their computer.

Fast drilldown dashboards from a single Parquet file One 40MB Parquet data cube, an 18KB reader, an R2 bucket, and a few unassuming http range requests.

Stack all of the grouping sets in one Parquet file, one section per set, and you have a data cube.

The same totals could be summed from daily rows, but there are fewer rows to fetch if we precompute by weeks and years.

The low latency in the dashboard requests is due to how the rows in the Parquet file are sorted and scanned.

That is why clicking NYPD in the agency leaderboard reads about 260KB out of the 40MB file rather than the whole file.

BitCam1-bit camera & editorfor iPhone/iPad/MacThe Verge "An ode to Mac OS of ages past""I don’t think I can put into words the little tickle in my heart I get when I see the color photos taken with this app."

★★★★★- 900tonesDaring Fireball "Gorgeous, unbelievably faithful one-bit camera app"

Viewport essentialThe viewport meta tag allows us to adjust the viewport width, which is necessary for responsive web design.

The viewport meta tag should come as early as possible in the document to ensure proper document rendering.

The page title requiredUnique page title - My SiteThe unique title of the page.

Page description essentialThe unique description of the page, for example, displayed on search result pages.

It's hard to tell wether there is a fallback to the canonical meta tag if the og:url meta tag doesn't exist.

This impacts both speed and precision of prefill, while requiring different cuda kernels for every GPU family / SM compute capability 1.3.

A notable piece of information for our mathnasium is the actual CUDA kernel / GEMM (general matrix multiplication) / MMA (matrix multiply accumulate) instructions being run to calculate the logits for each quant are different:Weights/activations: BF16 weights, BF16 activationsBF16 weights, BF16 activations Linear/GEMM: UnquantizedLinearMethod → torch.nn.functional.linear.

Weights/activations: Static, symmetric, channel-wise INT8 linear weights; BF16 activations (W8A16).

Static, symmetric, channel-wise INT8 linear weights; BF16 activations (W8A16).

The ch…

However, there’s one thing that I do think is solid advice: you should never be angry at work.

I certainly used to get angry — in fact, I wrote about the angriest I’ve ever been at work here.

When these people are angry at work, people will not work around them, because they are the ones deciding what gets worked on.

If you then take that level of emotion into your normal everyday work, you’re almost certainly overshooting.

A cynical person might say here that I’ve stopped caring about my work, so of course I don’t get angry anymore.

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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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.

Most business leaders are reevaluating their business models in light of advances in agentic AI.

Scaling agentic AI must begin with sufficient resources to transform the workforce.

Nearly two-thirds of business leaders are reevaluating their business models due to advances in agentic AI.

Only 1 in 5 businesses said their workforce is ready for agentic AI; a lack of employee reskilling and upskilling can be a major obstacle.

By 2030, 74% of business leaders noted that nearly half of business processes will be redesigned or rebuilt around AI agents.

Labor Day is just around the corner, and there are already some great deals available at Amazon, Best Buy, Walmart, and more.

The Blink Outdoor 2K+ security camera and Blink Battery Doorbell 2K+ are on sale in this bundle deal, but not for long.

Apple says it will no longer ditch using its icloud.com domain for hiding people's email addresses.

Tested on SemiAnalysis’ InferenceX benchmark, Jalapeño registered both more tokens per user and more throughput per kilowatt than the currently available state-of-the art.

Apple unveils these new processors alongside an updated Mac Mini and Mac Studio.

The funding, Gatik's largest so far, was led by Qatar Investment Authority and Koch Disruptive Technologies.

The base model of the Mac Mini comes with 256GB of storage, 16GB of RAM, and costs $899.

Uber said no one will be able to access the video once the ride ends

Now exiting stealth mode with a $26 million seed round, Keenable has been building a vast web search index for AI agents.

The social app founded by Bonobos co-founder Andy Dunn is expanding beyond events with new digital homes for groups to connect, organize, and make plans.

WhatsApp’s two-step verification previously relied on a six-digit PIN, but now users can choose a longer, alphanumeric password with special characters.

A developer says AliExpress is using the browser's WebAudio API to help fingerprint users by playing inaudible audio and measuring tiny differences in how their devices process it. CyberNews reports: The developer, "laserphile," wrote on their blog that they recently ran into some weird issues with their Bluetooth headphones. They couldn't play music via their phone when, at the same time, the AliExpress website was open on their PC. The headphones, laserphile explained, support multipoint Bluetooth audio so they can be connected to the PC and phone at the same time, for instance, playing music on the phone and announcing notifications through the PC. "Shortly after loading the AliExpress h…

An anonymous reader quotes a report from the BBC: The world's oceans are hotter than ever recorded, new data suggests, as they suffer from human-caused climate change and the growing El Nino weather phenomenon. The average surface temperature of the planet's seas outside the polar regions hit 21.1C (70F) on Saturday, according to figures from the European Copernicus climate change service. That edges past the 21.09C recorded on three separate days in March 2024, and is far above average for the time of year. [...] The data is based on sea temperatures 10m (32ft 10in) below the surface, using measurements from buoys, ships and satellites, which are combined to produce a global estimate. Whil…

Amazon has raised the prices of its hardware devices by as much as 60%, blaming "significant increases in memory and storage component costs." TechCrunch reports: The price explosion impacted Fire TVs, Echos, Kindles, and Eeros. One egregious example that's been cited is that of the Echo Dot, one of Amazon's cheapest smart speakers, the price of which jumped 60% overnight, from $49.99 to $79.99. Price-tracking sites like CamelCamelCamel show the stark uptick, which has previously hovered much lower. [...] The company also said that it would continue to offer occasional promotions to customers over the course of the next year. Amazon said in a statement: "The consumer electronics industry is…

The SEC is investigating the near-collapse of AI-focused hedge fund Situational Awareness, sending subpoenas to major Wall Street banks for details about the fund's trades, borrowing, and communications with lenders. The fund, founded by former OpenAI researcher Leopold Aschenbrenner, managed over $30 billion and borrowed tens of billions more before leveraged bets unraveled, forcing it to sell most of its stock portfolio to Citadel at a discount. The New York Times reports: The subpoenas asked for details on the timing of Situational Awareness's trades and for its communications with lenders about the money it was borrowing, also known as "leverage," two of those people said. The subpoenas…

The Trump administration is proposing to make permanent a $103,265 fee on certain new H-1B visas, dramatically increasing costs for employers that rely on highly skilled foreign workers in tech, education, and research. "A federal judge in June ruled that the fee was illegal and blocked the Trump administration from collecting it," reports Reuters. "A Boston-based appeals court is reviewing that decision while a different court considers whether a judge properly rejected a challenge to the fee by a major business group." From the report: Trump's temporary fee increase expires in September, one year after it was issued. The proposed rule by the U.S. Department of Homeland Security, posted in…

Raspberry Pi has published an official guide for building a cyberdeck, leaning into a viral trend of homemade portable computers built from repurposed cases, purses, and other oddball hardware. The guide uses a Raspberry Pi 5, keyboard, battery, and Pelican-style case. The Verge reports: Raspberry Pi's head of social, Ashley Whittaker, acknowledged the cyberdeck trend today, saying "we haven't been able to get away from cyberdecks this year." Raspberry Pi has also increased its prices multiple times this year due to rising costs for RAM and other components, which could be another reason to support this growing market of active and would-be hobbyists. The 16GB version of the Raspberry Pi 5 …

An anonymous reader quotes a report from Ars Technica: Taiwan has indicted nine people -- reportedly including an Nvidia senior manager and two Supermicro employees based in the country -- who allegedly helped forge documents to cover up illegal exports of high-end AI servers to China in violation of US export controls. On Monday, Reuters reported that prosecutors in Keelung did not release any names but confirmed that the suspects were "charged with breach of trust and document forgery." One suspect linked to a related case remains at large, accused of the "siphoning of funds from a distributor company involved" in helping China get access to restricted Nvidia chips. Since 2022, the US has…

China has delayed its ambitious Chang'e 7 lunar mission until at least 2027 after scrubbing an August 24 launch. Poor weather conditions were likely a factor, with China's Manned Space Agency (CMSA) saying the decision reflects the need for "absolute safety." Scientific American reports: China and the U.S. are in a race to send humans back to the moon, a feat that that U.S. accomplished in the 1960s and that has never been achieved by any other country. Chang'e 7 is to play to a crucial part in China's ambitions: the probe is designed to search for frozen water in the Shackleton Crater, a pit that spans some 21 kilometers (13 miles) and sits beside the lunar south pole. No spacecraft has ev…

The FDA has cleared the first Alzheimer's blood test for symptomatic patients as young as 40. The test measures amyloid and tau biomarkers from a single blood draw and identified positive biomarkers with 97.6% accuracy in a validation study. New Atlas reports: PrecivityAD2 is a single blood test that quickly assesses the proteins amyloid and tau, using mass spectrometry to measure plasma AB42/40 and p-tau217/np-tau217. The results are then scored, qualifying as negative, likely positive, or positive for AD. "Just over a year ago, there were no FDA-cleared blood tests for Alzheimer's, and now we have three," Isobel Coleman, chief executive officer of the Alzheimer's Drug Discovery Foundation…

Two humanoid robots competing at the World Humanoid Robot Games in Beijing on Saturday ran the 100-meter dash faster than Usain Bolt's 9.58-second world-record time. "[T]he Tiangong Ultra humanoid robot completed the 100-meter dash in 9.39 seconds during a preliminary heat," reports Engadget. "Developed by Beijing Humanoid Robot Innovation Center, the record-holding robot overtook Honor's Lightning robot, which completed the sprint in 9.47 seconds. From the report: Despite the impressive finish times, don't expect these humanoid robots to be used for any commercial purposes yet. After their sprints, they slammed directly into pads and some even required human assistance to be stretchered of…

An anonymous reader quotes a report from Gizmodo: Dr. Dre, the pioneering rapper and seven-time Grammy-winning producer behind hit songs like Tupac's "California Love" and Eminem's "The Real Slim Shady," is very much pro using artificial intelligence tools to make music. In an interview with the New York Times, Dr. Dre and Interscope Records co-founder Jimmy Iovine spoke about artificial intelligence's recent foray into music production, with the producer characterizing those who oppose AI song generation tools as "afraid of learning new things." "I don't see it as a threat. I think the only people that see it as a threat are the people who have trouble creating," Dr. Dre said. "I had a dis…

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…

Nvidia is finding new ways for its customers to raise money, and it's expanding the risk of the AI buildout significantly.

Я сделал схему трамвайных маршрутов Белграда. Хочу получить комментарий эксперта. Особенно интересует мнение по поводу пересадок в центре схемы — стоит ли их изображать одной большой таблеткой или показать, как они работают на самом деле?

Apple's earnings (and stock) are limited not by memory but rather chip shortages; then, more on Amazon's earnings and Andy Jassy's market analysis.

I’ve had an idea rattling around to get more detail from coverage

measurement. Can we measure the coverage in a function separately for each

caller of the function?Here’s why I want it: in Acidica, my toy

BASIC interpreter, I have code to implement the built-in functions that looks

something like this:match func_name: case "LEN": if len(args) != 1: raise TypeError(f"Wrong arguments for LEN, got {len(args)}") return len(args[0]) case "LEFT$": if len(args) != 2: raise TypeError(f"Wrong arguments for LEFT$, got {len(args)}") return args[0][:args[1]] # ... 19 other built-ins ... I didn’t like the repeated code here: each different func_name has to

check that it got its expected number of argume…

The best Stratechery content from the week of August 3, 2026, including earnings exposure, OpenAI's answer to Apple, and all about LeBron in Philly.

The side project cemeteryYour side project deserves a proper funeral.

Give the app you stopped building a permanent obituary.

Tell the honest story, preserve its link, and send curious visitors toward whatever you build next.

Write the obituary · $12 Pay your respects ↓Permanent page · old link + next venture · no login

oc open fetches a page and hands back a compact, numbered view instead of raw HTML or a screenshot, so agents like Claude Code, Codex, and Antigravity can browse without burning tokens.

Set HTTP_PROXY and HTTPS_PROXY explicitly and keep NO_PROXY to plain host and suffix entries when the two need to agree..

Seed them once per session, then browse normally:printf %s " session=...; auth=... " | oc login --cookie - --domain example.com --expires 2h --session work oc open https://example.com/dashboard --session work oc logout workPrefer --cookie - , which reads the header from stdin.

When cookies expire or the site returns a login page, oc says so plainly (exit 2) instead of distilling the logi…

Quickstart | AI SDK DevTools | Viewer | For Agents | Skills | Trace FormatsSee where your agent's tokens actually go.

Generation detail - only the messages new since the previous generation, tool calls paired with their results, raw JSON one click away.

When stdout is not a TTY, bare unbox-ai trace.json prints the summary instead of starting a server, so agents never spawn one by accident.

Drop this in your AGENTS.md:To inspect AI trace files, use ` npx unbox-ai ` (read-only, bounded output): ` unbox-ai summary ` , then ` unbox-ai event ` to drill in, ` unbox-ai messages --grep ` to search, and the printed ` get ` pointers to fetch full values.

- a JSON object with of entries carrying …

One link to highlight your open-source contributions.

The link-in-bio for your merged pull requests.

Curate your proudest work, hide the noise, and share one page that proves you ship.

Netra Kernel compiles model operations into fixed-contract raw-assembly kernels and packages them as loadable Netra Engines.

Get started · Explore the architecture · Read the engine format · Integrate another engine · ContributeWhat Netra deliversNative performance without a model-locked codebase.

The separate gfx1151 wave32 kernel track remains available but is not emitted by the gfx950 compiler.

This keeps the library extensible without making the runtime kernel generic.

Contributions to the compiler, runtime, documentation, model frontends, validation infrastructure, and fixed-contract kernel library are welcome.

Memory backend — jarviscore memory init RAG + Search Document retrieval and live internet search.

mesh = Mesh () mesh .

get ( "data" , []) return { "status" : "success" , "output" : [ x * 2 for x in data ]} mesh = Mesh () mesh .

# List all registered atoms jarviscore atom list # Test a custom atom before registration jarviscore atom test my_atoms/fetch_orders.pyBrowser AutomationAgents can launch headless browser sessions for web research, form filling, and scraping.

github, slack) jarviscore nexus list # List registered providers jarviscore nexus test # Open browser OAuth flow for a provider jarviscore memory init # Initialize Athena MemOS backend jarviscore memory status # Check Athena he…

The gameA 60-year-old lesson that still surprises everyone.

You manage one stage of a beer supply chain.

Your only decision: how much to order each week.

But delays, incomplete information, and human psychology create massive oscillations.

A small demand bump of 4 → 8 at the customer becomes a tidal wave by the factory.

zoetropeWatch a Claude Code session as a live flow graph, in your terminal or your browser.

Behind the live edge it paces forward; at the edge it pins and folds in new appends as they land.

A live session and a saved recording differ only in where the playhead starts.

Behind the live edge it paces forward; at the edge it pins and folds in new appends as they land.

feat(timeline): index the playhead by event instead of wall-clock , fix(tailer): fold appends at the live edge without rebuilding ).

And when a glance isn't enough, one click opens a real chart - high, low, range, one-minute to daily candles.

Choose what earns a place in the menu bar - the rest wait in the dropdown.

Candlebar turns that habit into a glance: always there, never in the way - the answer, exactly where your eyes already are.

Search by name or symbol, add it, and choose whether it lives in the menu bar or waits in the dropdown.

+ Yes - search any US-listed stock or ETF and it gets the same quiet treatment: price in the menu bar, chart on click.

You version a crilio.yaml of prompts + natural-language rules, Crilio calls your model (BYOK), judges the response with another model, and reports PASS / FAIL per rule.

Usagecrilio init [--force] [--yes] crilio run [-c crilio.yaml] [-m gpt-4o] [--judge-model gpt-4o-mini] [--verbose] [--json] [--dry-run] crilio validate [-c crilio.yaml] [--json] crilio --version crilio --docs # full interactive guideinit : creates crilio.yaml .

Provider keys are never a flag — use env:Provider Env Default target Default judge openai OPENAI_API_KEY gpt-4o-mini gpt-4o-mini anthropic ANTHROPIC_API_KEY claude-3-5-sonnet-latest claude-3-5-haiku-latestprovider is inferred from env if not set in crilio.yaml .

GitHu…

Hi all.I'm working on GitBiased platform. Basically the idea is to let you or your team (manager) know what is happening at the moment in your development life.I myself use it lot, for having PRs of all my GitHub projects in one place. Also you can enable weekly mail with all things you have done for the previous week.Permission-wise each widget requires its own permissions. At the moment we do not require any write permissions first of all and none of them allow to read the code of the repo(s).I'm writing this post because I've recently released iOs version of the app.https://gitbiased.com

https://apps.apple.com/gb/app/gitbiased/id6782933062

GitBiased Comments URL: https://news.ycombinator…

React + TypeScript + ViteThis template provides a minimal setup to get React working in Vite with HMR and some Oxlint rules.

Currently, two official plugins are available:React CompilerThe React Compiler is not enabled on this template because of its impact on dev & build performances.

To add it, see this documentation.

Expanding the Oxlint configurationIf you are developing a production application, we recommend enabling type-aware lint rules by installing oxlint-tsgolint and editing .oxlintrc.json :{ "$schema" : " ./node_modules/oxlint/configuration_schema.json " , "plugins" : [ " react " , " typescript " , " oxc " ], "options" : { "typeAware" : true }, "rules" : { "react/rules-of-hooks" …

Why a CLIsktime is a Python library, so trying a forecaster usually means opening an editor:import pandas as pd from sktime .

PeriodIndex ( y . index , freq = "M" ) forecaster = NaiveForecaster ( sp = 12 ) forecaster .

predict ( fh = range ( 1 , 13 )))The same forecast, from the shell:sktime-cli run fit-predict " NaiveForecaster(sp=12) " --data airline.csv --fh 1:12Both print the same twelve numbers.

Installationuv tool install sktime-cli # or: pip install sktime-cliCheck the setup and see which optional dependencies are available:sktime-cli doctorQuickstart# What can I use?

sktime-cli datasets load airline --output airline.csv sktime-cli data inspect airline.csv # Fit, predict, evaluate.

05Same hardware, same load generator, both frameworks tuned in good faith.

When a setup is unfair to a competitor, we fix the setup — not the chart.

faster server-side rendering than Next.js, per core ~2.2× smaller HTML than Next.js for the same page 2–3× FastAPI's throughput on database-heavy pages, at 8 workers 1.3× errors under sustained loadMeasured July 2026 on Pyxle 0.7.1, and not re-measured for the 0.9 line.

Reproduce them yourself — full methodology, hardware, and harness at /benchmarks →Beyond raw speed — the full picture against Django, FastAPI, and Next.js is in the comparison →

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Every "PDF to Excel" tool I tried for bank statements just... dumps rows. No check that the numbers actually add up. So if the PDF extraction messes up a row (merged cells, weird OCR, whatever), you don't find out until your books don't balance three weeks later. Built BalanceProof to fix that: before you're allowed to download an export, it runs a reconciliation check opening balance + Σ transactions = closing balance running-balance continuity row by row duplicate & date-order detection a confidence score per statement Stack is Next.js 14 (web/API) + FastAPI/pdfplumber worker for extraction, Postgres for jobs. Bank-specific parsers with a generic fallback. It's very early (v0.1, just PDF→…

I used to judge restaurants when their online menu prices were outdated. i figured it was just laziness. Now that I run a small cafe, I realize that 'just updating your website' is a massive lie. Last week, our supplier raised egg prices again, so I had to bump up our breakfast sandwich from $7.50 to $9.00. i just made the quick edit in menuforma, printed new copies for the counter, and actually thought the job was done. Then a customer walked in and confidently showed me a screenshot of the $7.50 price tag. That's when I remembered that to a customer, 'online' is just one place. To a business owner, its a scattered graveyard of internet fossils. i started digging and the deeper I went, the…

I keep seeing "what are you building with Claude Code" threads so figured I'd share the real list — not the toy experiments, the actual apps I put time into: - **levensduur-coach** — mobile app (Expo/React Native) that tracks how long your belongings/appliances last, so you know when to expect maintenance or replacement. Add an item, get a profile of its lifespan. - **fit-check-ai** — outfit-rating app. Take a photo of your fit, AI analyzes and roasts/rates it, build a streak, compete on a leaderboard with friends. - **congress-ai-bot** — automated trading bot that tracks US congress member stock trades and mirrors them via Interactive Brokers, with a Next.js dashboard to monitor positions.…

so my best friend's been trading for 5 years, I've never touched a chart in my life. I'm the dev, he's the trader, we've known each other 10 years. started building this because he kept doing the same dumb thing over and over (revenge trading after a bad close) and no journal app actually caught that pattern, they just show you numbers after the fact. looked at tradezella and the other big names before building this, they're like $30-50/month for basically a fancy spreadsheet with charts. felt insane for what it actually does, so we priced ours way below that. built auto-journaling that pulls straight from MT4/MT5 (had to build our own docker/wine setup for this, most existing integrations …

Sharing this because the pivot was a bigger leap than it looked from the outside. I'm on the team at Modulify. For the last couple of years we built as a Webflow accelerator — our AI assembled sites from pre-built components, and the built site would be exported into Webflow to publish, host, and manage the CMS. We sped up the building part, but Webflow did everything downstream. Worked well for Webflow users, but it capped us at a specific audience and left the parts that mattered most — publishing, hosting, data, auth — on someone else's platform. We've now launched v2 as a full standalone platform. Proper AI code generation, own hosting, built-in CMS, database, authentication, analytics,…

It's flashcards for manipulation techniques. You get a short passage and answer questions about it — is this propaganda, what emotion is it engineered to produce, what is it actually trying to achieve. Then it names the mechanism and explains why that move works. The card in the screenshot is a good example of why "is it true?" is the wrong question. The claim about officials and pensioners might be entirely accurate. The engineering is in "this isn't a government — it's a mockery", which converts a fact into contempt and stops you asking what the raise actually was. Built solo over evenings: SwiftUI, StoreKit 2 for a one-time unlock, three languages. No backend at all — content ships encry…

bidjob.dev I took outbid.lol's mechanic (pay to be listed, rank is the total paid, outbidding costs the difference) and pointed it at job ads. That's the right-hand column. The left-hand column is the part outbid doesn't have, and it's where most of the work went. 1,534 fully remote engineering jobs ranked by a published formula: pay floor, how narrow the stated range is, how many countries it's open to, freshness, and how consistently that company states pay elsewhere on its own board. Money can't get into it. Two things I changed from outbid. A slot lasts 60 days instead of forever, because outbid's #1 settled at $15,000 and became unreachable, and on a job board a permanent slot means a …

I originally built DianDian Weight Loss for my girlfriend. She wanted to lose weight, but we kept running into the same problem: There is almost too much weight-loss advice. Most of it isn’t necessarily wrong. The real question was: “Which of these actually applies to me - and what should I change first?” That became the problem I wanted to build around. Instead of making another app that mainly asks you to log more data, I wanted to see whether an assessment could narrow a large set of possible behavior changes down to a few things that might actually be worth focusing on right now. So I started building a small tool for her. It gradually became much bigger than I expected. We ended up wit…

Over four years ago I had a static HTML file with about a dozen niche job boards. That was JobBoardSearch. Today it has: • 800+ job boards, all submitted organically by their founders • $100K+ lifetime revenue • 26K members in the subreddit • 6K+ members in the Telegram community • Multiple revenue streams • And it's still mostly just me running it The interesting part is that I never scraped the job boards. Many of the boards provide an API, XML or RSS feed, so I fetch those feeds and reuse the data in several different ways. Each job board has its own page on JobBoardSearch, where I show jobs from its feed. I call this the "meta" part of the site. Those same feeds power: → The main job se…

I’ve been building a small iPhone app for people who sell their time in sessions — personal trainers, tutors, yoga instructors, music teachers, coaches, etc. The idea is pretty simple. I didn’t want another huge business management app with a million features. I just wanted to make the basic workflow easier: * Add your clients * Schedule sessions on a calendar * Create session packages (like 10 sessions) * See how many sessions each client has left * Complete a session and automatically deduct it from their package * Keep a history of completed sessions * Track basic income and session stats The free version lets you add up to 3 clients, so you can actually use it and see if it fits your wo…

I'm a product designer, not a developer. This started as a personal Google Sheet I kept tweaking to figure out my own take-home pay, TFSA/RRSP room, and retirement math. It got tangled enough that I rebuilt the logic as a proper web app, partly to make it usable for other people, partly to force myself to actually learn the front end side of my job. What it does: take-home pay by province, budget split, growth projections for Canada's main tax-sheltered accounts (TFSA, RRSP, FHSA, roughly Canada's answer to a Roth IRA, 401k, and a first-home savings account), a retirement/coast FIRE timeline, net worth tracking, debt payoff (snowball vs avalanche), portfolio rebalancing, rent vs buy math. C…

I launched my site at the end of February with a focus on local AI deployment and hardware benchmarks. Initially, traffic was slow, but the trajectory completely shifted when I started building interactive utilities instead of just writing articles. I put together a Laptop Finder Tool and tablet finder tools , Local LLM VRAM Calculator and various other tools. That’s when the Amazon Associates graph finally started moving. Here are the stats from my first six months (Jan-Aug 2026): Total Earnings: $255.58 Clicks: 2,707 Conversion Rate: 3.03% August Spike: Cleared $100 this month alone. The initial bump in March gave me hope right after I joined the affiliate program, but seeing the growth c…

Check it out submitted by /u/Initial_Ruin_2608 [link] [comments]

Port22 puts coding agents running on your Mac onto your iPhone. You can see what each agent is doing and handle approvals directly from your phone. What's new in v1.1: Live diffs now render directly in the transcript as edits happen Refined UI with smoother loaders and transitions Fixed connection-related bugs Supported: Claude Code, Codex, OpenCode Coming next: Pi, Hermes, OpenClaw Coming next: launch new sessions directly from your phone Pricing: Free for 1 Mac and 2 sessions Unlimited is $19.99/year at the founding price. App Store: https://apps.apple.com/us/app/port22-coding-agents-anywhere/id6784157957 Mac agent: https://www.tryport22.com/ Product Hunt: https://www.producthunt.com/prod…

So my app has been live on the App Store for 3 weeks now and I have to say I’m astounded by the progress I have made in such a short time. I never expected to be making actual money and having over 1500 users so soon. BUT, the caveat is that all of this came from 1 viral tik tok video. Which is amazing, but it’s a lottery, and I don’t want to become over reliant on vitality as a means for growth. What strategies would you lovely people recommend to help me to continue growing n an upwards trajectory. I have proof that people like the app, and are willing to pay for it, now I just need to get more eyes on it Thanks submitted by /u/Academic-Bathroom710 [link] [comments]

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MAASH, a Brussels-based fermentation company specialising in the development and production of mycoproteins for the food industry, has secured a €12.15 million funding package combining equity investment and public financing.

The package includes a €5.85 million equity raise from five new investors: Ambra Capital, InvestPro, Bpifrance, Amorçage Industriel, Nordzucker and Tereos.

It also includes €4.3 million in support from Bpifrance through the Première Usine programme and a €2 million Bpifrance loan through its Prêt d’Amorçage Investissement, supported by France 2030.

The company states that with LoCylia™, its fermentation-derived mycoprotein, it is positioning itself as a B2B ingredient …

The European Innovation Scoreboard 2026 still classifies Portugal as a Moderate Innovator.

The government seeks to proliferate the success with seven additional “Sines”-style data centre zones across the north, centre, Lisbon and Tagus Valley, and interior Alentejo.

Things like universities, technical training, applied research, early-stage capital, technology transfer, and the people willing to build companies locally.

With its Atlantic geography, renewable energy capacity, EU political alignment, strong universities, and burgeoning startups, Portugal has the ingredients that Brussels wants to see.

Portugal’s emerging status is not a guarantee of it becoming an innovation capital.

eComID, a Stockholm-based startup that claims to be building the “shopping passport for the future of commerce”, today announced a €14.58 million ($17 million) Seed round.

This round lets us move faster, enter new markets and build the infrastructure we believe the next era of commerce will run on.”Founded in 2023, eComID calls itself the shopping passport for modern commerce.

Its “Shopping Passport” lets shoppers carry relevant context across connected brands, helping each store understand them from the first visit.

Since its launch in 2024, eComID reports that it now works with more than 60 brands and reaches 20 million shoppers each month.

“eComID is solving a structural problem in digit…

BOOKR Kids, a Budapest-based EdTech company behind BOOKR Class, has completed a €6.1 million Series A raise to develop their learning platform focused on literacy, language development and AI readiness.

This investment allows BOOKR to build the learning infrastructure behind those capabilities – and to take it to millions more children around the world,” says Dr. Dorka Horváth, PhD, CEO and co-founder of BOOKR Kids.

BOOKR Kids’ Series A comes amid continued 2026 investment in European language-learning and AI-supported education platforms.

EU-Startups previously reported on BOOKR Kids in 2020, when the company raised €2 million in funding alongside a further €2 million convertible note to s…

Neno, an Amsterdam-based AI-native financial services startup for small and medium-sized businesses, has raised €6.6 million in Seed funding to launch a new research unit, grow its accounting and tax teams, and expand into new European markets in 2027.

The business owner’s only touchpoint is reviewing what’s already been handled,” said Nick Knuppe, founder and CEO of Neno.

Through its AI-native financial workspace, Neno is targeting Europe’s accounting, tax and professional services market, worth more than €200 billion a year, according to the company.

“AI-native financial infrastructure with embedded professional services is one of the most compelling untouched opportunities in modern fint…

Today’s funding also follows an oversubscribed €2.7 million ($3.2 million) Seed round in 2025.

Boldr’s pre-Series A comes amid continued 2026 investment in European technologies for building energy management, heating and cooling, and grid flexibility.

“The team has identified HVAC contractors as a critical partner in the electrification of the home.

The company is building an energy management platform designed to connect equipment inside homes and other buildings, initially focusing on HVAC systems.

One of its products is the Universal Thermostat, a hardware-agnostic climate control system developed to simplify installations for HVAC contractors.

Why expansion is no longer about certaintyThe biggest risk in international expansion is no longer entering the wrong market.

As those insights build, businesses can adapt their go-to-market strategy with greater confidence before committing significant resources.

Over time, businesses build a clearer picture of where opportunities are strongest.

A more efficient way to grow internationallyThe goal of international expansion hasn’t changed.

The foundation of international expansion should no longer be tied to physical expansion, but to the outcome of proven demand.

NEURA Robotics, a Metzingen-based cognitive robotics startup, today announced that it is acquiring 100% of the shares in Adlatus Robotics, an Ulm-based maker of autonomous cleaning robots.

The deal was carried out through NEURA Mobile Robots GmbH, the group’s logistics and automated-vehicle arm, and folds Adlatus’s installed base of cleaning and sweeping robots into NEURA’s broader “Neuraverse” platform.

David Reger, founder and CEO of NEURA Robotics, said, “We’re not buying ADLATUS just to add another cleaning robot to our portfolio.

Headquartered in Hamburg, NEURA Mobile Robots develops and delivers mobile transport robotics for production and warehouse logistics at international companie…

Embedd, a London-based startup building infrastructure for physical AI, has raised €2.3 million ($2.7 million) in pre-Seed funding to continue developing its platform and expand its work with semiconductor companies.

The round was led by Seedcamp, with participation from Cocoa, Connect Ventures, 2100 Ventures, Vesna Capital, U.ventures, Underline Ventures, Common Magic and Roosh Ventures.

Since its commercial launch in April 2026, Embedd has also reported signing contracts with multiple semiconductor companies.

Lazarenko added, “The promise of physical AI is enormous, but today’s hardware fragmentation is slowing innovation.

This funding enables us to expand our platform and help more semic…

Unlike a traditional startup pitch competition, the Pitch Marathon will not be about rankings, prizes or choosing a winner.

MeOut Summit 2026 expects to welcome more than 1,000 attendees and 50+ speakers over its two-day programme.

The MeOut Summit and EU-StartupsThe MeOut Summit 2026 is being co-organised by the EU-Startups team together with MeOut Group, and additionally supported by the Global Startup Awards (GSA).

Click here to applyJoin the MeOut Summit 2026The MeOut Summit 2026 will take place at Akvárium in Budapest on 25–26 November 2026, from 10:00 to 21:00.

Want to join the MeOut Summit 2026 in Budapest?

RunwayVC, a Norwegian early-stage venture firm, has reached a €40 million first close for Fund II, targeting early-stage companies across industrial AI and software, robotics, automation and autonomous systems.

Aker was the sole LP in Fund I and continues as a cornerstone investor in Fund II.

New LPs in Fund II include Halliburton, Aker BP and Aker Solutions, alongside KLP, Norway’s largest pension company, and state-owned Investinor.

“We are in the middle of a technology shift in industry that will create the next generation of global technology companies.

The same investment team that built Fund I is now taking the model forward in Fund II.

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…

Revolut has today launched a unit dedicated to AI research across financial services, as it sets out its belief in building as much of the AI stack in-house and not relying on third parties.

Revolut says the division, called Revolut Research, will be the centre of Revolut's proprietary AI and machine learning activities and will work with leading academic and tech institutions developing AI.

According to Revolut, its model, PRAGMA, “learns patterns across the entire customer journey, creating a single AI foundation that can support fraud detection, credit decisions, product recommendations and customer service”.

Revolut believes its AI models and products will benefit from the sheer volume …

The co-founders of Danish challenger bank Lunar have launched an AI audit startup, which has secured over €8 million in pre-seed funding.

Called Repodo, it has four co-founders in total, including the three co-founders of Lunar, the challenger bank which has raised over €500m in funding and has over one million customers and from which the three have left their executive roles.

The €8.2m pre-seed round in Repodo, which is launching in Denmark, is led by Hedosophia and Seed Capital, which backed Lunar, along with "prominent investors".

Repodo aims to reduce the manual work involved for both businesses and auditors, creating a “faster, lower-friction and more affordable audit experience”.

Kla…

Amsterdam-based AI-native financial services company Neno has raised €6.6 million in seed funding to develop its technology, expand its accounting and tax services and enter additional European markets.

Launched in the first quarter of 2026, Neno provides AI-native financial services to small and medium-sized enterprises, combining accounting, tax and financial administration through a single platform.

Rather than seeking to replace accountants, Neno is using AI to increase the number of businesses each accountant can support.

This enables a single Neno accountant to manage hundreds of customers instead of the traditional thirty, without compromising on advisory quality,said Knuppe.

Neno wi…

Norwegian construction technology company Volve has raised $3 million (NOK 30 million) in seed funding to further develop its intelligence platform for construction tendering and preconstruction and support its expansion across Europe.

Despite this, tendering and preconstruction remain among the less digitised parts of the construction industry.

Construction represents more than €1.6 trillion in annual investment across Europe, according to data cited from the European Construction Industry Federation, while construction contracts account for close to one in five public tenders.

Although individual construction projects differ, many of the commercial decisions involved are recurring.

The co…

Chronic Obstructive Pulmonary Disease (COPD), a group of lung diseases that cause breathing problems, is another major burden.

TidalSense develops novel diagnostics for respiratory diseases, including chronic conditions like asthma and COPD.

It aims to develop technology that addresses the needs of patients, healthcare providers, and the broader health system.

NHS clinics currently using the technology are running 10- to 15-minute appointments, enabling clinicians to see four to six patients an hour using traditional diagnostic spirometry.

Your new technology’s got to add value.”Beyond COPD: tackling childhood asthmaWhile TidalSense is focused currently on COPD diagnosis, it has its sights …

UK energy management startup Boldr has raised $5 million in a pre-Series A round to expand its technology for connecting residential energy equipment and turning it into flexible capacity for the power grid.

Boldr is developing an energy management platform that connects equipment inside homes, starting with heating, ventilation and air conditioning (HVAC) systems.

The company is initially focusing on HVAC, one of the largest sources of residential energy consumption in the US.

By connecting these systems, Boldr aims to enable homes to participate in distributed energy networks.

Over time, Boldr plans to extend its platform beyond HVAC to other residential energy assets, including batteries…

NEURA Robotics is expanding its Physical AI ecosystem to include another important application area.

NEURA Mobile Robots is acquiring 100 per cent of the shares of ADLATUS Robotics from Ulm, an established provider of autonomous cleaning robots.

This transforms a specialised autonomous device into an intelligent actor within a larger physical AI ecosystem.

Andreas Lindemann, Managing Director of NEURA Mobile Robots, adds:“Our aim is to expand mobile robotics beyond traditional material handling.

Lead image: Adlatus' Stefan Erhardt, David Reger from NEURA Robotics, Andreas Lindemann from NEURA Mobile Robots.

Last week, we tracked more than 45 tech funding deals worth over €684 million and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

📊 The top three industries that raised the most were fintech (€239.2 million), robotics (€178 million), and artificial intelligence (€99 million).

At the country level, 🇨🇭 Switzerland took first place (€172.5 million), followed by 🇫🇷 France (€150 million) and 🇬🇧 the UK (€122.9 million).

❗ Be sure to check out the Tech.eu Funding Explorer, free and open to everyone, for deeper insights into funding data, investor activity, company profiles, and market trends.

Now, let's get you up to speed on everything that happened last week.

Berlin-based mobile cybersecurity startup Kazimi has raised €2.2 million in an oversubscribed pre-seed round to scale its technology for securing and verifying first-party data used by app developers for marketing analytics and AI.

Kazimi is developing security technology that helps mobile app developers determine whether activity within their apps comes from genuine users or automated bots.

Its solution secures communication signals generated by an app, enabling developers to collect and verify first-party data, identify non-human activity and maintain user privacy.

Data from Cloudflare indicates that bot activity exceeded human activity on the internet in 2026, while AppsFlyer reports tha…

This week, we tracked more than 45 tech funding deals worth over €684 million and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

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

❗ Want to explore the data in more detail?

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

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

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.