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Our AI agents are already outperforming human collectors by 2X, and we’re doing so at a fraction of the cost.

With a team of five, we scaled to a $2 million annualized run rate in just a few months, and we are now hiring an AI Agent Engineer to help us reach $10 million within the next year.

About the roleCollectWise is hiring an AI Agent Engineer to build the infrastructure, prompting systems, and core architecture behind our voice AI agents.

What you’ll doBuild our voice AI infrastructure in LiveKitDesign and own the architecture of our real-time voice agent systems, including orchestration, state management, latency optimization, prompting and reliability.

What we’re looking for2+ years …

This one post will focus on research around harness engineering and how it contributes to RSI.

Harness Optimization#The progression in the object being optimized in the harness system is roughly: instruction prompts → structured context → workflow → harness code → optimizer code.

Agentic Harness Engineering (AHE; Lin et al.

The same frozen harness, without further evolving, transfers to SWE-bench-verified, indicating that the evolved harness is able to encode engineering experience into harness components rather than doing benchmark-specific optimization.

“Harness Engineering for Self-Improvement”.

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For a while I have been wondering why Anthropic named its most powerful AI model Mythos.

A safety company.

When Anthropic names their frontier model Mythos, they are encoding an instruction.

And if you are the one honest actor, your safety claims do not require external verification.

Anthropic is a safety company that has built a mythos.

Native Apps Should Be Avoided Whenever PossibleTL;DR: What you should do: Openly refuse apps, and vocally advocate for the web instead.

Meanwhile, the actual binary contained ten analytics frameworks, including the full OneSignal SDK with a sub-framework specifically for location tracking.

A single package can appear in hundreds of apps, feeding location data on millions of people to a single aggregator.

In a separate case, Google paid $391.5 million to settle claims from 40 states for continuing to collect location data even when users explicitly disabled location tracking.

Military and intelligence agencies purchase location data from prayer apps, dating apps, and fitness trackers.

Why did we wait so long for the bicycle?

Early bicycles were inconvenient and dangerous.

A bicycle, from what I’ve read, was cheaper to buy than a horse, and it was certainly cheaper to maintain (if nothing else, you don’t have to feed a bicycle).

And it turns out that inventors were interested in the problem of human-powered vehicles, dispensing with the need for horses, for a long time before the modern bicycle.

Sources and further reading: Excerpt from Bicycle, by David V. Herlihy, “Of Velocipedes and Draisiennes”, “Who Invented the Bicycle?”, and many Wikipedia articles including “History of the bicycle”.

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Comments

First Principles: Running Code at AllWhen I first started exploring the ZX Spectrum, I was very pleasantly surprised at how easily the BASIC could coexist with machine code.

Files on cassette identify themselves as BASIC code, BASIC data, or binary data.

To load machine code from tape, we put the keyword CODE after the filename.

The general strategy was this:The BASIC program is saved so that it begins execution on line 30 instead of 10.

Working More Closely With the System ROMThere are six bytes in the system variables that interact with text display:ATTR-T at IY+85 : the “temporary” text attributes.

Since everyone is talking to the same models, “skilled prompters” are getting the same results as people touching LLMs for the first time.

But the idea here — that domain knowledge makes you better at using LLMs — is something I’ve also experienced in my own work.

If you have no domain knowledge, you can cling onto the LLM to at least get something.

Most of us will have to do a mix of both these approaches, since we have domain knowledge in some areas but not others.

The usefulness of domain knowledge suggests that human expertise will continue to be useful even as models get stronger.

Other analyses suggest so-called hidden debt at the five U.S. tech giants has ballooned, meaning the AI boom’s true price tag is only partly reflected in the bond markets that everyone’s watching.

Here is what is visible—and just barely visible—in the hyperscalers’ debt loads.

Explosion in hidden debtAccording to a study by Nikkei, so-called hidden debt at U.S. tech giants has exploded by 8x in just four years to $1.65 trillion.

That amount doesn’t appear on balance sheets and even exceeds the $1.35 trillion in debt that does appear on their books.

Much of the hidden debt will also become official at some point, especially when data centers start operations.

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Can't load pageThis is temporary.

Wait a moment and then try reloading the page.

It may help to:Clear your browser cache or use an incognito (private) browsing mode.

Off-campus McGill users: please ensure you're connected to the McGill VPN.

Be sure to include:Type of error: Content blocked by network security rulesYour support ID is 20260803T210007Z-r18f6f576d55hkpbhC1FRAhtrw00000008zg000000000315Thank you for your understanding.

An open source fully-buildable reimplementation of Call of Duty 4's Multi-Player .exeAimed towards mod developers and COD4 enthusiasts.

Learn about the Development of KisakCOD here: https://lwss.github.io/Duty-Of-Kisak/

Now that the shooting gallery is done and dusted, it’s time to turn to a piece of our initial tour of the ZX Spectrum that has been left untouched: sound.

Here is our playback program:org $7000 ld b,8 ; Play 8 notes ld hl,scale ; Load from pointer loop: push bc ld c,(hl) ; Load frequency into BC inc hl ld b,(hl) inc hl ld e,(hl) ; Load duration into HL inc hl ld d,(hl) inc hl push hl ; Stash pointer... ld h,b ; ...

The basic idea is to repeatedly add our frequency code to a running counter and toggle the speaker every time that counter overflows.

Can't pop AF ld a,b ; until after the branch or or c ; we lose the Z flag value!

Can't pop AF ld a,b ; until after the branch or or c ; we lose th…

So we're launching a new Billable Usage API for self-serve accounts: a single endpoint that returns your account's usage and cost, broken down by product and by service period.

Cloudflare spend, next to the rest of your cloud spend: our partnership with VantageWe've partnered with Vantage on a native Cloudflare integration.

Connect your Cloudflare account in the Vantage console , and your costs appear next to everything else you run.

When you grant programmatic access to your Cloudflare account, you need programmatic visibility into what it's costing you.

The Billable Usage API is that shape.

Two of the most capable, and most demanding, are Moonshot's Kimi K-series and Z.ai's GLM.

For a long-context model, it grows quickly, and it is usually the KV cache, not the model's weights, that fills up GPU memory first.

Model accuracy stays within 0.8 points of the FP8 model across every benchmark we run, making its quality indistinguishable.

That efficiency is the whole point, but it also means hundreds of requests are reading and writing pages of the same physical KV cache.

So we built KV cache integrity checking as a layer of defense.

As mentioned quickly in another thread, Bibliograph is an appview for applications to build against to build an opportunistic experience for books and reviewing books on ATProto.

It’s currently powering a project of mine that’s in alpha, Livtet and was born of discussion with some folks on how to handle book discovery on-protocol.

If a book is not known to Bibliograph, it searches Google Books and OpenLibrary for it.

Failing that, one can attempt to create a unverified book and someone with the librarian account label and approve it; a bit similar to how Hardcover, Fable and OpenLibrary currently operates; permitting transparency.

I’d love to get feedback on it, have people kick its tires a…

👀BorrowSanitizer is a dynamic analysis tool for detecting Rust-specific aliasing bugs in multi-language applications.

However, if developers use unsafe code incorrectly, then they can break the rules of Rust’s aliasing model, which the compiler relies on to be able to optimize programs.

Rust developers can find aliasing bugs using Miri, an interpreter.

Miri is the only tool that can find violations of Rust’s latest Tree Borrows aliasing model, but it cannot find these bugs in foreign code.

BorrowSanitizer is an LLVM sanitizer for finding aliasing violations.

Q2 What if I copy-paste ShieldFont text into ChatGPT?

ShieldFont changes only about 25% of all words, but nearly half of the content words.

ShieldFont aims for the point between these outcomes, where text can pass a filter without communicating the same meaning.

ShieldFont does not need to make OCR impossible; it needs to make it too costly to be worthwhile.

ShieldFont does not end the arms race; it gives the open web a way to make unauthorized scraping harder and more expensive, especially when people build on it together.

Get startedThe recommended way to install Soppo is through SOPMOD, a version manager that handles installing, updating, and switching between versions.

It also manages Go, which Soppo uses internally for compilation.

curl -fsSL https://soppolang.dev/install.sh | shThen add to your PATH and install:export PATH="$HOME/.sopmod/bin:$PATH"sopmod install sop latestOr install just the sop binary using Cargo, without SOPMOD (requires Rust and Go):cargo install soppo

That’s what inspired [vanheusden] to start working on an emulator for the machine in 2018, which has since been developed to run on a wide variety of platforms.

The emulator, named “Kek,” is quite capable, able to run Unix 5 up to an d including Unix 7 in multi-user mode, along with BSD 2.11 Unix depending on what it’s running on.

The emulator can also run on a wide variety of platforms.

Beyond that, you can even get it going on a Teensy 4.1 or an ESP32 if that’s more your jam.

Modern microcontrollers are just that powerful that emulating a PDP-11/70 just isn’t a challenge anymore.

Comments

All day, every day, engineers use programs written by others to write programs for others.

How to Personalize SoftwareIt is astonishingly easy to personalize software today.

As long as the agent is open source, it does not even require programming.

Which means we need the source code.

The source code is the extension system.)

How to programmatically upload attachments to GitHub Issues, Pull Requests, and Comments, finally, for nowIt’s possible to programmatically upload images to GitHub Issues, Pull Requests and Comments via automation.

It’s fairly well known that for the longest time, GitHub has not had a programmatic interface for uploading images and attachments.

It’s possible in the browser, by dragging-and-dropping your image, but not via something you can script or curl.

I mean, you can be more clever than curl or whatever, but that’s the idea.

I don’t know if this endpoint always accepted an Auth Token and no one tried or noticed or talked about it, or if that’s new.

You can get your hands on a Baochip-1x by pre-ordering the Dabao Evaluation Board in this campaign: a Baochip-1x mounted on a cost-optimized 2-layer board, targeted at entry-level embedded developers and hobbyists.

The Dabao’s Baochip-1x features the "BIO", a 700 MHz, quad-core PicoRV-powered I/O coprocessor that enables a wide range of I/O applications.

Dabao backers will receive the dabao evaluation board in antistatic packaging.

April 2026 - About 500 chips become available for Dabao production from the engineering test lot for -A1 wafers.

- About 500 chips become available for Dabao production from the engineering test lot for -A1 wafers.

Comments

Since everyone is talking to the same models, “skilled prompters” are getting the same results as people touching LLMs for the first time.

But the idea here — that domain knowledge makes you better at using LLMs — is something I’ve also experienced in my own work.

If you have no domain knowledge, you can cling onto the LLM to at least get something.

Most of us will have to do a mix of both these approaches, since we have domain knowledge in some areas but not others.

The usefulness of domain knowledge suggests that human expertise will continue to be useful even as models get stronger.

Once the operating system grabs the ⌘ shortcuts it requires (⌘M to minimize, ⌘H to hide, ⌘Q to quit, etc.

At this point things feel barren, and some web apps start reaching instead for less common modifier keys (⇧, ⌥, ⌘⇧), and others go straight to no modifier zone, or override those of the above shortcuts that they can.

On top of that, repurposing a key to be a modifier key – especially one that already has a job or two – will also have a long tail of strange consequences.

The other big keys – the spacebar, Return, and Backspace – would be radioactive for this purpose.

When you hold a regular modifier key and then change your mind and simply release it, no action oc…

Pandoc 0.1 consisted of about 3000 lines of Haskell code, with no dependencies aside from GHC’s standard library.

Further releases in 2010 and 2011 added support for EPUB output, Org-mode output (due to Puneeth Chaganti), and Textile input (due to Paul Rivier).

To handle the equations properly, I added support for Word’s OMML format to texmath .

The third was the ability to create custom writers in Lua, allowing ad hoc output formats to be supported by users.

MarLinn added an ODT reader, Chris Forster added a TEI writer, and Ivo Clarysse added support for DocBook 5.

Harry McCracken / Fast Company:

A look at Alphabet's moonshot lab X and interviews with its staff, including CEO Astro Teller, on reinventing itself and what its next big thing might be — X, formerly Google X and the most ambitious innovation lab of our time, isn't content just to watch its hits like Waymo and Wing take off.

Reuters:

Filing: Apple asks a US judge for a preliminary injunction barring two former staff and OpenAI from accessing, acquiring, using, or disclosing confidential info — Apple on Monday asked a U.S. judge for a preliminary injunction barring two former employees and OpenAI from accessing …

OpenAI:

OpenAI disputes Apple's account of pre-lawsuit contacts, rejects claims that ex-staff used confidential information, shares iMessages and emails, and more — Apple is one of the greatest companies of all time, and built a reputation for obsessing over the smallest details.

Nilay Patel / The Verge:

Q&A with Bluesky CEO Toni Schneider on the AT Protocol, ActivityPub, scaling moderation, Bluesky's reputation as a progressive social media network, and more — Today, I'm talking with Toni Schneider, who is the brand new CEO of the social platform Bluesky — he formally took over after a short stint as interim CEO.

Nikkei Asia:

Sources: HP, Asus, and Acer have started using small amounts of DRAM chips from CXMT in their laptops for non-US markets, amid an unprecedented memory shortage — TAIPEI — Leading PC makers HP, Asus and Acer have started to use small amounts of chips from China's ChangXin Memory Technologies amid …

Marcus Mendes / 9to5Mac:

Apple says it “briefly removed Telegram from the App Store” over CSAM on Monday, restoring it after Telegram “promptly removed the content and banned the user” — Update: 11:00 p.m. ET: In a statement to 9to5Mac, Apple said: … Apple's statement came about 20 minutes after access to the app was restored.

Wall Street Journal:

Sources: to fight critics on social media, DHS sent platforms hundreds of subpoenas and asked posters to sign letters saying speech about ICE “may” be a crime — Agency says its surveillance program searches for threats to agents, but critics see free-speech infringements

Dietrich Knauth / Reuters:

TikTok agrees to settle three more teen social media lawsuits ahead of trial; 2,600 cases with similar claims are pending in California federal court — TikTok has agreed to settle three lawsuits brought by young people who accuse social media companies of designing their platforms …

The Texas Tribune:

Texas halts approval of data center grid connections until audits are performed; projects representing 474+ GW are in the queue, over 5x the grid's peak demand — On Monday, the governor ordered the Public Utility Commission of Texas and the Electric Reliability Council of Texas to audit …

Jeran Wittenstein / Bloomberg:

Amazon becomes the fifth company to reach a $3T market cap, joining Nvidia, Alphabet, Microsoft, and Apple; its stock closed up 4.58% on Monday — Amazon.com Inc. surpassed $3 trillion in market value for the first time, becoming only the fifth company to ever reach the milestone.

Jonathan Vanian / CNBC:

Snap reports Q2 revenue up 19% YoY to $1.6B, vs. $1.54B est., DAUs up 5% to 493M, vs. 487M est., forecasts Q3 revenue above est.; SNAP jumps 10%+ after hours — Snap reported better-than-expected revenue and earnings for the second quarter and issued a forecast for the current period that topped analysts' estimates.

Samantha Subin / CNBC:

Palantir reports Q2 revenue up 93% YoY to $1.94B, vs. $1.8B est., US commercial revenue up 149%, and raises FY 2026 revenue guidance; PLTR jumps 9%+ after hours — Palantir topped second-quarter earnings on Monday and more than doubled commercial revenue growth from a year ago.

Zack Whittaker / TechCrunch:

Samsung says it's restricting app registrations and removing apps with SDKs that can turn smart TVs into residential proxy exit nodes, after a similar ban by LG — Several popular Samsung smart TV apps contain code that share the owner's internet connection with strangers …

Devlin Barrett / New York Times:

Court docs: an FBI agent has been charged with amassing ~$1M worth of cryptocurrency, largely by making unauthorized withdrawals from a criminal target overseas — The agent confessed to making unauthorized withdrawals from a criminal target overseas, according to court papers.

Michael Kan / PCMag:

US satellite internet provider Hughesnet files for Chapter 11 after losing subscribers to Starlink and plans to focus on business and government customers — US satellite internet provider Hughesnet has filed for Chapter 11 bankruptcy after running low on cash and losing subscribers to Starlink.

The Verge:

Leaked doc: Microsoft plans to bring Xbox 360 games to PC, and the games will be able to run on the next-gen Project Helix console, “Xbox PCs”, and handhelds — The disc to digital program seems like it's close to launching, too.

Maria Curi / Axios:

The White House says it has met its deadline to establish a voluntary framework for evaluating advanced AI models; it did not provide details of the framework — The White House said on Monday it met its deadline to establish a voluntary framework for evaluating advanced AI models …

Eduardo Baptista / Reuters:

China has revised regulations to tighten protection of chip layout designs, including punitive damages for serious infringement, taking effect on October 15 — China has revised regulations protecting integrated-circuit layout designs, tightening registration standards and allowing punitive damages …

bitchat for AndroidA decentralized peer-to-peer messaging app with dual transport architecture: local Bluetooth mesh networks for offline communication and internet-based Nostr protocol for global reach.

This is the Android implementation of bitchat, fully protocol-compatible with the iOS version for cross-platform mesh communication.

bitchat.freeGitHub ReleasesSee it in actionOffline mesh conversation Geohash globe pickerLicenseThis project is released into the public domain.

Release APKs and the Android App Bundle can be rebuilt byte-for-byte in the pinned Linux container.

See Reproducible builds for the build trust model and public GitHub/Google Play verification procedures.

Native and Compact Structured Latents for 3D Generationtrellis2.mp4(Compressed version due to GitHub size limits.

TRELLIS.2 is a state-of-the-art large 3D generative model (4B parameters) designed for high-fidelity image-to-3D generation.

Image to 3D GenerationMinimal ExampleHere is an example of how to use the pretrained models for 3D asset generation.

The dataset configuration includes:base : Root dataset directory.

: Root dataset directory.

Chat Completions — one API across providersThe chat API provides a high-level abstraction for model interactions.

Model names use the format : ; aisuite routes the call to the right provider with the right parameters:import aisuite as ai client = ai .

create ( model = model , messages = messages , temperature = 0.75 ) print ( response .

create ( model = model , messages = messages , stream = True ): print ( chunk .

, tools = [ * ai .

It is an open-source alternative to Claude Cowork and Codex for macOS, Windows, and Linux.

Add one OpenWork MCP to Codex, Claude Code, Cursor, or another compatible agent and reuse the same skills, MCPs, and connected services across your tools, teammates, and machines.

Import Anthropic-compatible plugins and make their supported skills and remote MCPs available through the OpenWork MCP.

Local developmentFor one checkout, keep using pnpm dev ; with no extra environment variables it reuses the existing shared dev profile.

Dev startup prints a banner like [openwork] dev profile=... cdp=http://127.0.0.1:9223 ; use it to find the profile directory and pass the CDP URL to local tooling.

Artificial Intelligence for Beginners - A CurriculumAI For Beginners - Sketchnote by @girlie_macExplore the world of Artificial Intelligence (AI) with our 12-week, 24-lesson curriculum!

To clone without translations, use sparse checkout: Bash / macOS / Linux: git clone --filter=blob:none --sparse https://github.com/microsoft/AI-For-Beginners.git cd AI-For-Beginners git sparse-checkout set --no-cone ' /* ' ' !translations ' ' !translated_images ' CMD (Windows): git clone --filter=blob:none --sparse https://github.com/microsoft/AI-For-Beginners.git cd AI-For-Beginners git sparse-checkout set --no-cone " /* " " !translations" "!

We will illustrate the concepts behind these important topics usi…

bitchatA decentralized peer-to-peer messaging app with dual transport architecture: local Bluetooth mesh networks for offline communication and internet-based Nostr protocol for global reach.

bitchat.free📲 App Store📲 Play StoreGetting a copy you can trustInstall from the App Store, or build from source you have verified.

FeaturesDual Transport Architecture : Bluetooth mesh for offline + Nostr protocol for internet-based messaging: Bluetooth mesh for offline + Nostr protocol for internet-based messaging Location-Based Channels : Geographic chat rooms using geohash coordinates over global Nostr relays: Geographic chat rooms using geohash coordinates over global Nostr relays Intelligent Messag…

[Code] [Models] [Report]2026-03-12: 🚀 VibeVoice-ASR is now integrated into Azure AI Foundry Labs!

You can now use our speech recognition model directly through the Hugging Face Transformers library for seamless integration into your projects.

⭐️ VibeVoice-ASR is natively multilingual, supporting over 50 languages — check the supported languages for details.

2025-12-03: 📣 We open-sourced VibeVoice‑Realtime‑0.5B, a real‑time text‑to‑speech model that supports streaming text input and robust long-form speech generation.

Since responsible use of AI is one of Microsoft’s guiding principles, we have removed the VibeVoice-TTS code from this repository.

Project AIRIRe-creating Neuro-sama, a soul container of AI waifu / virtual characters to bring them into our world.

Note We've got a whole dedicated organization @proj-airi for all the sub-projects born from Project AIRI.

Therefore, this project, AIRI, offers another possibility here: let you own your digital life, cyber living, easily, anywhere, anytime.

pnpm i pnpm devStage Web (Browser Version at airi.moeru.ai)pnpm devStage Tamagotchi (Desktop Version)pnpm dev:tamagotchiA Nix package for Tamagotchi is included.

Special ThanksSpecial thanks to all contributors for their contributions to Project AIRI ❤️

HarperHarper is an English grammar checker designed to be just right.

LanguageTool is great, if you have gigabytes of RAM to spare and are willing to download the ~16GB n-gram dataset.

Besides the memory requirements, I found LanguageTool too slow: it would take several seconds to lint even a moderate-size document.

That's why I created Harper: it is the grammar checker that fits my needs.

If you find a fix to any performance issue, we would appreciate the contribution.

GeoLibreA free and open-source, lightweight, cloud-native GIS platform for visualizing, exploring, and analyzing geospatial data.

It runs everywhere you do, in the web browser, on the desktop, on mobile, and inside Jupyter notebooks, all while keeping your data local and private.

The same workspace runs as a native desktop app, a native Android app, in any modern web browser, and adapts responsively to mobile and small screens.

AcknowledgementsGeoLibre is built on the free and open-source geospatial and web communities — including MapLibre GL JS, deck.gl, DuckDB-WASM Spatial, Turf.js, Tauri, React, and many more.

GeoLibre: A lightweight, cloud-native GIS platform for visualizing, exploring,…

Turn any technical book, document folder, or collection of sources into a unified agent skill — ready to study, reference, and use while you work in GitHub Copilot CLI, Amp, or Claude Code.

Works with any host that supports the open Agent Skills standard — GitHub Copilot CLI, Amp, and Claude Code all read the same SKILL.md format.

Claude Code and Amp pick it up on the next session.

This does not register the agent skill; it only installs the extraction engine.

✨LicenseMIT — applies to the converter (code + skill definition) in this repository, not to any book or document you process with it.

The full full-stack framework for RustTopcoat is a modular, batteries-included Rust framework for building full-stack apps.

use topcoat :: { Result , router :: { Router , RouterBuilderDiscoverExt , page } , view :: { component , view } , } ; # [ tokio :: main ] async fn main ( ) { topcoat :: start ( Router :: builder ( ) .

unwrap ( ) ; } # [ page ( "/" ) ] async fn home ( ) -> Result { view !

DOCTYPE html> hello ( name : "World" ) } } # [ component ] async fn hello ( name : & str ) -> Result { view !

search_results ( query : $ ( query .

StoresEach package has its own Zustand store for managing state:Store Package Responsibility useScene @pascal-app/core Scene data: nodes, root IDs, dirty nodes, CRUD operations.

useEditor apps/editor Editor state: active tool, structure layer visibility, panel states, editor-specific preferences.

Access patterns:// Subscribe to state changes (React component) const nodes = useScene ( ( state ) => state .

nodes ) const levelId = useViewer ( ( state ) => state .

levelId ) const activeTool = useEditor ( ( state ) => state .

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By “don’t do anything,” I mean don’t move, don’t fidget, don’t indulge any thoughts or daydreams.

It’s oddly difficult to do nothing, and while you’re doing nothing, it’s oddly difficult to feel at ease.

When you stop doing everything and just exist, you almost feel like you’re dying.

Popular alternative to existenceHow to become more comfortable with existenceYou can develop the ability to exist a lot more comfortably.

Grabbing a few minutes to exist between meetingsNaturally, if you can learn to calm your allergy to existence a bit, life gets easier in nearly every situation.

Diátaxis is a way of thinking about and doing documentation.

Diátaxis identifies four distinct needs, and four corresponding forms of documentation - tutorials, how-to guides, technical reference and explanation.

Diátaxis, from the Ancient Greek δῐᾰ́τᾰξῐς: dia (“across”) and taxis (“arrangement”).

Diátaxis solves problems related to documentation content (what to write), style (how to write it) and architecture (how to organise it).

As well as serving the users of documentation, Diátaxis has value for documentation creators and maintainers.

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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Looks like the server had a hiccup.

Try reloading the page to see if the issue has cleared up.

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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.

Keep your coffee, tea, or hot chocolate at the perfect temperature with the Ember self-heating mug.

We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites.

And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing.

When you click through from our site to a retailer and buy a product or service, we may earn affiliate commissions.

Neither ZDNET nor the author are compensated for these independent reviews.

Our editors thoroughly review and fact-check every article to ensure that our content meets the highest standards.

ZDNET's key takeawaysCrowdStrike warns AI is both a target and a weapon.

AI: The new weapon and target"AI is not just the tool or weapon that is being used, but it is also the attack surface," Adam Meyers, head of threat intel at CrowdStrike, commented.

LLMJacking: LLMJacking occurs when a threat actor gains access to keys or credentials used to access a company's AI models.

Meyers said these creations are becoming more bespoke, with custom tools generated by AI and LLMs to manage different defense scenarios.

According to CrowdStrike, response times are going to become shorter and shorter -- no doubt due in part to the weaponization of AI.

1 priority for commerce leaders.

The report found that 71% of commerce leaders agree that AI is a core part of commerce operations.

Only 29% of commerce leaders find that their commerce platforms meet only basic needs.

To expand their capabilities, commerce leaders are looking to add AI-powered personalization (46%), order management (40%), and content management (39%).

Also: How small businesses can survive AI shopping: 7 essential stepsTrapped data results in trapped value-creation opportunities for commerce organizations.

Mission Center is a system monitoring app for Linux that very quickly became my go-to.

If I really want to dig into the battery information, I'll most likely need a third-party or command-line tool.

Also: The best Linux distros for beginnersI've had Mission Center installed on my desktop for some time.

Mission Center even gives me detailed information about my mouse battery, too.

My Logitech Mouse battery is shown here.

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.

You could attach an external drive to your machine, but that limits you to accessing those files from one particular computer.

You could share that drive to your network, but some sharing protocols can be slow and insecure.

On the resulting page, click the New Folder button near the top right and give the new folder a name.

An expert weighs inGo back to the folder in the Files listing, click the three-dot menu, and select Manage Samba Share.

From there, click Add member > Create new member.

Freeze your travel card until the moment you pay.

Use AI cautiouslyGenerative AI is being used everywhere, from Facebook posters to last-minute term papers.

Then, for my Spanish solar eclipse trip this month, someone suggested I try AI for travel logistics.

A physical eSIM is a SIM card that allows your SIM-only phone to make use of eSIMs.

This is a physical SIM card that you can load eSIMs onto.

Here we're going to focus on destructive duress passcodes and PINs for smartphones.

If you've been looking for the duress passcode feature on your smartphone, I have bad news for you.

Duress passcodes can mean troubleProsecutors have charged Tunick under 18 U.S.C.

It's not just in the US that using a duress passcode could land you in trouble.

There are also apps with built-in duress passcodes.

Last week, the Chrome security team released a blog post detailing how it is using AI to "improve vulnerability discovery, triage, and patching."

Then, for M149 and M150, Google fixed 1,072 bugs, "surpassing the total number of security bugs fixed across the prior 23 milestones combined."

That flaw lived in the Chrome code, passing test suite after test suite, for more than a decade.

And who's to say that the vulnerabilities Google finds and fixes are the same ones that the bad guys find and exploit?

At Stage 1, AI agents help filter out the bad reports, duplicate reports, and bug reports that don't really describe a Chrome security vulnerability.

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.

After a quarter that delivered $1 billion in profit, Palantir CEO Alex Karp on Monday once again warned that AI frontier labs are too untrustworthy for enterprises.

When asked about product-market fit, Spiegel said he believes mass-market consumer adoption won't occur until the end of the decade.

AWS now allows vibe coding tool Superblocks to be embedded into the private clouds of AWS customers. It's another step towards decoupling apps from models.

OpenAI and Anthropic admitted that their unreleased AI models escaped their sandboxes and hacked several companies in unprecedented cyberattacks. Who is legally to blame? Should prosecutors charge the two AI frontier labs? Can victims sue them? We spoke to lawyers who specialize in computer hacking laws to find out.

DesignArena is used by 5.3 million people around the world, providing critical human evaluations to frontier labs.

OpenAI’s first-ever influencer brand trip is sparking online backlash as tensions over the use of AI continue.

Apple has appealed a new legal demand by the U.K. government, which critics say could threaten the privacy rights of users all over the world.

Apple’s long-awaited AI overhaul finally makes Siri the assistant it was always supposed to be. But after years of delays, the launch lands in an AI landscape where chatbots have evolved into agents that can code, reason, create media, and complete complex tasks. Siri AI is genuinely useful, yet it arrives at a moment when simply being a capable AI assistant no longer feels revolutionary.

Founded by the creators of viral offline events like San Francisco’s citywide scavenger hunt Pursuit, Outernet's app helps users save places and events they discover online, then nudges them to actually go.

Meta says it’s restoring access to WhatsApp accounts that were mistakenly flagged and placed “under review” after users reported being unexpectedly locked out of the messaging app.

Valar Atomics raised $1 billion at a $6 billion valuation after signing a development deal with Nvidia in June.

Base Power’s $1 billion round will help the startup ramp production of its home batteries.

House spending records show OpenAI's ChatGPT dominates paid AI use on Capitol Hill, with congressional offices relying on the chatbot to draft memos, summarize legislation, and assist constituent communications.

An anonymous reader quotes a report from Forbes: The cost of producing new results on ten longstanding mathematical problems just fell to $2,000, according to OpenAI, which says its Astra model generated machine-checkable proofs for questions that had resisted human progress for decades. OpenAI published the work on August 1 and used it to give its next major model family a name: Astra. The results run across group theory, high-dimensional geometry, coding theory, quantum complexity, lattice cryptography and extremal combinatorics. They arrived as a 249-page manuscript collection and, alongside it, something the field has not seen attached to an AI claim before at this scale: a machine-chec…

An anonymous reader quotes a report from Ars Technica: Earlier this summer, nearly 160,000 applicants took the entrance exam for UNAM, Mexico's largest university. For the first time, they did it completely remotely, using a "lockdown" browser and AI-powered webcam proctoring software, over several weeks from late May through early June. It was a disaster. When exam results came in, they bore little resemblance to past results, especially at the top. Between 2021 and 2025, 3.5 percent of test takers scored 100 or more on the 120-question UNAM test. This year, 16.3 percent did so. The story was even worse at the highest of the high end. Between 2021 and 2025, 0.9 percent of test takers score…

Apple says its lower-cost MacBook Neo is beginning to displace Windows laptops and Chromebooks in K-12 schools, with several districts purchasing thousands of units. According to the company's latest earnings call, nearly half of the large MacBook Neo purchases made by U.S. educational institutions last quarter reportedly replaced competing platforms. 9to5Mac reports: Apple's commentary highlighted some large district deployments moving to Neo Pinellas County Schools, one of the largest districts in Florida, which is moving its 25k students off Windows and onto MacBook Neo across its 18 high schools. In Washington, Peninsula School District 401 moved over its 8,000 students from Chromebooks…

Microsoft reportedly plans to let developers bring Xbox 360 games to PC and next-generation Xbox devices, with a gradual rollout expected between 2027 and 2028. A separate disc-to-digital program would also give players transferable digital licenses tied to their physical Xbox discs, preserving the ability to resell or trade them. The Verge reports: With 360 games, developers can opt into making them backward compatible, and they will have control over things like a game's price and if it's available on Game Pass. The feature is expected to have a "gradual" rollout between 2027 and 2028 "across next-gen devices." The "full launch" of original Xbox games on PC is also set for October 2026; t…

theodp writes: During Microsoft's 2026Q4 earnings call, CEO Microsoft Satya Nadella took time to tout a dashboard he personally created using AI from a Morgan Stanley analyst's PDF research report, which suggested a rosy payback for the so-called MAG7's ('Magnificent 7' companies) massive capital expenditures on AI (to which Nadella later added a "not financial advice" disclaimer). "It would be fun for you, Adam. I think one of your colleagues put out an ROIC [Return on Invested Capital] document. I took that document to Copilot, which is a PDF, and I said, 'Build me a new Power BI dashboard, essentially.' But here is the thing. It built a rich semantic model that went into my Fabric with O…

Apple's practice of mixing employees' work files with personal iCloud accounts reportedly left some former staff with continued access to confidential documents, messages, and even new updates after leaving the company. "The former employees said many Apple files they had been shared on over their careers at the company -- including planning documents for product launch events -- continued to sync to their personal devices through the iCloud storage service after they left Apple," reports The Information. "In some cases, they even received notifications about fresh updates to the documents. Some former employees said they were petrified to delete the files for fear that doing so would attra…

An anonymous reader quotes a report from TechCrunch: Several popular Samsung smart TV apps contain code that share the owner's internet connection with strangers, potentially putting millions of Samsung smart TVs at risk of hijacking, according to new security research published on Monday. Some of these apps claim to have been installed on hundreds of millions of smart TVs in people's homes, per the app developers. At least one of the smart TV apps was a simple Pac-Man game that Samsung had endorsed and prominently featured in its "Editor's Choice" section on customers' TV screens. These apps contain software that funnels outsiders' web traffic through ordinary home and office internet conn…

Reddit CEO Steve Huffman criticized Google's AI Overviews for summarizing publishers' content without delivering the traffic benefits of traditional search, arguing that users increasingly value Reddit's human perspectives and firsthand experiences. Ars Technica reports: First, there was a letter to investors (PDF), wherein Huffman spun his narrative about Reddit's value proposition and general strategic direction amid the proliferation of AI tools. He wrote: "As the internet becomes flooded with synthetic content, people are craving real human perspective. We are the antidote to an automated web. AI compresses the internet into summaries. Reddit delivers the opposite: deep discussions, pas…

South Korea recorded its highest temperature since modern observations began in 1904, with the city of Yangsan reaching 42.5C as temperatures exceeded 40C for a fifth consecutive day. Authorities warned residents to "immediately stop all outdoor activities." The Guardian reports: More than 20 localities in South Korea were under emergency heatwave alerts on Sunday -- a new warning category introduced this year to better address rising temperatures. An emergency alert is issued when areas experiencing a heatwave are forecast to hit perceived temperatures of 38C or an actual temperature of 39C for the day. Issuing a heat warning, the weather agency urged people to "immediately stop all outdoo…

An anonymous reader quotes a report from 404 Media: Following 404 Media's reporting that book database company ISBNdb claimed to source printed books to then sell to AI companies for AI training, the company deleted the part of its website offering the service and walked back claims that it would train AI models, and instead called it "a test of market interest." On July 30, nine days after 404 Media's reporting, ISBNdb added a note to its homepage and an update on its news page about the change. "We've seen the recent coverage about a marketing landing page on our site, and we understand the concern it raised. The facts: ISBNdb has never purchased, scanned, or sold a book -- for AI trainin…

"AI's decimation of call center jobs has begun," reports Bloomberg: Companies including the Commonwealth Bank of Australia, Microsoft Corp., Uber Technologies Inc. and Hyatt Hotels Corp. are using automated chat and phone systems to handle work that previously required humans. In some cases, they've already wiped out sizable chunks of their customer service operations, together representing thousands of workers. The specter of automation has long loomed over the call center industry, which employs millions worldwide from the U,S, to India to the Philippines. But until recently, generative artificial intelligence wasn't good enough to move the needle. Now, AI advancements — and pressure on e…

Slashdot reader prisoninmate shares this report from 9to5Linux: Coming ten days after the previous Linux kernel security update, which only fixed 12 vulnerabilities that may lead to a privilege escalation, denial of service, or information leaks, the new Debian 13 Linux kernel security update is a massive one, and it patches no less than 68 security vulnerabilities in the Linux 6.12 LTS kernel. ebian 13 "Trixie" kernel security update are CVE-2026-64530, a use-after-free in the traffic-control subsystem leading to remote denial-of-service with potential for remote code execution, and CVE-2026-64531 (a.k.a. OVSwrap), a local-root vulnerability in the Open vSwitch datapath leading to local pr…

Even as Hollywood performers protest and Hollywood studios sue "in their war on AI," reports the Los Angeles Times, "the entertainment industry is deepening its dependence on it." Among hundreds of job postings in late June, more than one in 10 was likely connected to AI. The top studios' public postings suggest they have been recruiting people to build AI tools. They are also recruiting teams to defend their intellectual property against unauthorized AI use. "There are plenty of studios that are hiring [for AI] but never talk about it in public," said Yoland Yan, a co-founder of ComfyUI, a company that helps studios juggle different AI tools. Companies have been hesitant to detail how they…

Подскажите, пожалуйста, какие ошибки в вёрстке и типографике я мог совершить?

Здравствуйте, Илья!

Я разрабатываю игру и столкнулась с задачей, в которой не могу найти удачное визуальное решение. В левом верхнем углу экрана у меня отображаются квесты. Верхняя строка — это глобальная цель («Покиньте подводный комплекс»), а ниже отображается текущий квест и его этапы, которые ведут игрока к глобальной цели. Мне кажется, что сейчас эти два уровня задач недостаточно хорошо отличаются друг от друга, из-за чего игрок может воспринимать их как один список.

Как бы вы пересобрали интерфейс квестов, чтобы различие между глобальным и текущим стало понятным с первого раза? Спасибо!

Когда что-то мучает, крутится в голове и рядом не находится ни одного несчастного знакомого, готового выслушать длиннющую, сбивчивую цепочку рассуждений, «train of thought» из шестидесяти вагонов, нагруженных слабо связанными материалами — справляется блог. Это и есть моя психотерапия: выписать всё, что накопилось, сложить камни на берегу и некоторое время не бросать их обратно.

Stratechery is on vacation the week of July 27. There will be no Weekly Article or Updates. The next Update will be on Monday, August 3. Sharp Tech, and Greatest of All Talk will also return the week of August 3. Sharp China and Asianometry will continue to publish, and there will be one episode of Dithering next week. The […]

My latest fun project is a BASIC interpreter called

Acidica. Classic BASIC is an

old-school language first developed in 1964 that saw an explosion of

implementations on microcomputers in the ‘70s and ‘80s. It’s much more primitive

than the Visual Basic that you might be familiar with.A simple BASIC program:10 INPUT "What is your name"; U$

20 PRINT "Hello "; U$

30 INPUT "How many stars do you want"; N

40 S$ = ""

50 FOR I = 1 TO N

60 S$ = S$ + "*"

70 NEXT I

80 PRINT S$

90 INPUT "Do you want more stars"; A$

100 IF LEN(A$) = 0 THEN 90

110 A$ = LEFT$(A$, 1)

120 IF A$ = "Y" OR A$ = "y" THEN 30

130 PRINT "Goodbye ";U$

140 END Run it, and you get this:What is your name? Ned

Hello Ned

How many stars…

Есть ли сейчас смысл добиваться какой-то частоты контента в личном или профессиональном блоге? Или это миф, что контент должен выходить регулярно? Несколько лет назад слышал, что для отображения в лентах нужно постить регулярно. Насколько это актуально для ТГ?

The best Stratechery content from the week of July 20, 2026 including Chinese models and frontier futures, what happened to Hugging Face, and the NBA and its second apron bet.

OpenAI accidentally hacked Hugging Face, but the takeaways are more encouraging than people realize.

Netflix's earnings were fine, and befitting a mature company whose most exciting days are likely behind them.

Как наиболее правильно делать презентацию логотипа?

Достаточно ли просто отправить его, скажем, на фоне разного цвета и чёрно-белый вариант или логичнее расположить логотип на какой-то продукции клиента (сайт, автомобиль, зажигалка, витрина и т. д. ) для большей наглядности?

Очевидно, что клиенту будет понятнее, если мы покажем, как логотип будет работать в жизни, но и каждый раз «натягивать» логотип на какие-то картинки может отнять достаточно много времени.

Everyone is worried about Chinese models, but the frontier labs will be fine; we need to enable open U.S. alternatives.

Everyone is worried about Chinese models, but the frontier labs will be fine; we need to enable open U.S. alternatives.

Niki is looking for a next gig

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?

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Hey everyone, I'm just a CS kid who is trying to get ahead of the stock market :) I've been building this Discord bot that would get the earning report, analyze and deliver it within 1 minute of the report release! Currently, I'm looking for some early users. You can leave a comment if you are interested and I can send you the Discord bot invite link that you can add it to your server. No subscription, no strings attached, just need users and feedback :D Thanks everyone!! (Attached is the earnings report from PLTR this afternoon Aug 3rd, not financial advice LOL) submitted by /u/IamWorkingOnDying [link] [comments]

I have been burning the midnight oil in pursuit of greatness and the time is almost here. I believe gamers should be given the mainstream attention they deserve when it comes to treating games as more than just pixels on a screen. I have been building Geecoz - a social gaming tracker and discovery platform which will tailor recommendationa to gamers on their mood ( you read that right) and an entire social layers above it too. Need gamers with an interest in social activiy and library tracking to sign up for early access to the app and be the folks who drive feedback for the same. Waitlist page - https://geecoz.com/ submitted by /u/Plastic_Resort_7523 [link] [comments]

Hi guys, over the past few months I've been building FundReadyBench, a free tool that helps early-stage founders assess how prepared they are for fundraising. It isn't meant to predict whether you'll raise funding. Instead, it gives an indicative readiness summary based on factors like traction, team, market, funding history and growth, while (with permission) collecting de-identified startup metrics to build future aggregate benchmarks. I'm at the stage where I need real founder feedback rather than more coding. A few questions I'd love your thoughts on: Was the assessment clear? Did any questions feel unnecessary or confusing? Was the summary actually useful? What information were you exp…

I've lost count of how many good ideas I've had that just evaporated before I could do anything with them. The pattern was always the same. I'd get an idea or remember something important, then spend n seconds figuring out where to put it, then my brain would get hijacked by something else. Thought gone. It sounds small but when it happens it not only makes you feel stupid but it has real consequences. I tried everything. Apple Notes, Voice Memos, digital note takers, a physical notebook. The problem wasn't the tools, it was the friction. By the time I'd opened the right app or found the right page, I'd already lost the thread. So I built Olly. The concept is simple: tap your Lock Screen, s…

I’m a software engineer, and I built Aplitar because I kept seeing two tasks consume far more time than they should: Tailoring cover letters and resumes / cvs for individual jobs Creating and presenting slide decks For job applications, Aplitar starts with raw information about you. You can upload an existing resume, project notes, or other supporting material, then paste in a job description URL. Aplitar uses that material to create a tailored resume/CV and cover letter. You can also share a link with a recruiter, who can voice-chat with an AI avatar about your experience, projects, and documents. It gives them a much richer view of your background than a traditional resume alone. Slide de…

I have tried the habit trackers, the streak apps, the journals. all of them stopped working in week two. the only thing that ever worked for me was a $10 daily bet with a friend: whoever skips the gym that day pays the other guy. So i spent a while thinking the mechanism was the money. it isn't. the money is just the excuse. the actual mechanism is that a specific person i respect knows whether i did it. an app can move $10 around trivially. what it can't do is manufacture someone whose opinion you care about. So I have been building around that constraint: it's called Huntz. Content creators host challenges to their own audience. 30 days of the gym, 30 days of posting, 30 days of job appli…

If anyone wants to try it: https://play.google.com/store/apps/details?id=com.pythonandvba.focuscell ...and sorry, Apple users. There's no iOS version yet because the Apple Developer Program costs USD 99 per year... 😬 submitted by /u/coding_is_fun123 [link] [comments]

Warehouse manager by day. This one's personal, though. I struggled to speak as a child. I had things to say and no way to get them out. That feeling never really left. So I built Talking Cards. It's an AAC app, basically a talking picture board. A kid taps cards, and the app speaks a real sentence out loud. Tap "want" + "water" and it says, "I want some water," not "I... want... water" like most tap-to-talk apps do. The part I'm actually proud of: it does this in five languages: English, Arabic, Spanish, French, and Turkish. Each one has its own grammar engine, so Arabic actually conjugates, Turkish builds its suffixes, and English handles articles and plurals. And every single word has a r…

Last year (around october or november of 2025) I had some extra money and I saw that Freepik (Magnific now apparently) had a really nice yearly plan, so I bought it. For the context at that time I had a plan on what to use it on, but long story short that idea ended up being bad and unscalable at the time so I didn't do it. And now we're close to reach october of 2026 and I only used like 5% of my credits so far. And I know that I'll feel guilt and regret if I don't utilize it. The problem is that I don't know what to use it for, I squeezed my brain and couldn't come up with an idea that is worth my time and that I maybe can generate some income from it. Can you please help me. If you had a…

I'm an android dev and built this on the side over the last few months. It's called ReviewFlow. It allows business owners to quickly manage and reply to unanswered google reviews from a single dashboard, with a single click. Basically... You connect your Google Business Profile, it pulls your unanswered reviews from the last 90 days, you click Generate, and the AI writes a professional reply in seconds — using your business name, reviewer's name, and your chosen tone. Then you click "Reply on Google" and it posts directly. No copy-pasting, no switching tabs. Got Google API approval after waiting about 3 weeks. Product is fully live with Stripe billing, trial enforcement, the whole thing. St…

So. Long story short. I used to be a personal trainer... Now I work in an unrelated field. Became a dad at 40 and realized life added about 75 lbs over a decade of not paying attention. After getting back in shape again, the thought of helping others do the same reentered the realm of possibilities. I've now built an app that allows me to provide top tier online personal training at a fraction of the cost. (I'm priced $0.01 above the base Netflix subscription atm)... My first members were all free for debugging and feedback. My first paying member, a referral from a free user, and he even invited his wife to join, so my first paying clients are actually married...! While I can't accept anym…

Every video I watch, someone says "without further ado" and they start talking about the subject. It just would be nice to have an app that just skips to that because I don't want to hear their life story. I just want to hear the tutorial. submitted by /u/soulmagic123 [link] [comments]

Hi all! I’m trying to build an open source web app(maybe an NGO one day) that currently maps relationships between our actions and their impacts on Earth. It looks at changes in biodiversity, infra, wildlife changes, water, global temp and more. Each phenomenon looks at its impact on the planet, impact on us humans and what we can do about it ( backed with sources and citations from public sources). I’ve also added an experimental urgency score, which tells you how serious we need to think through the problem and work towards a solution for it. TULIP is still an exploration tool that’ll help people understand climate impact better with the hope that it’ll keep getting information rich. I’m …

Built this as a portfolio project while learning FastAPI + frontend basics. It's a simple browser tool for: cleaning extra whitespace/empty lines, deduplicating lines and converting a plain list into a JSON array Free, no login. Link: https://albertomariapareti.github.io/devclean/front.html GitHub repo: https://github.com/AlbertoMariaPareti/devclean Would love any feedback on the code or UX still learning! submitted by /u/Ok-Platypus9515 [link] [comments]

I kept noticing I'd spend 30 seconds writing a prompt, then another 5 minutes answering follow-up questions because I forgot to specify constraints, output format, or context. So I built Zapper, a Chrome extension that sits beside your AI prompt box. It takes a rough prompt, rewrites it into a scoped, executable request, and lets you send the improved version in one click. Fewer follow-ups, fewer retries, and a much better first response. Example Before Build me a dashboard for my SaaS. After Build a responsive Next.js dashboard for a SaaS analytics platform. Include sidebar navigation, KPI cards, revenue charts, recent activity, dark mode support, and reusable TypeScript components. Use Ta…

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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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OLIX, a London-based AI chip startup building the infrastructure for frontier AI inference, today announced a €270.5 million ($312 million) Series B financing round at a €2.8 billion ($3.3 billion) valuation, two years after it was founded. The round included Fundomo, Arm and Hudson River Trading, alongside angel investors including Reed Hastings, the co-founder of […]

The post UK AI chip startup OLIX raises €270.5 million at €2.8 billion valuation just two years after its founding appeared first on EU-Startups.

Aflabox, an Italian AgTech startup that aims to revolutionise food safety by making aflatoxin detection accessible, affordable, and efficient, has closed a €1.35 million Seed funding round. The round was completed through FoodSeed, the programme within CDP Venture Capital’s National Accelerator Network dedicated to agrifood startups and managed by Eatable Adventures. The round also saw […]

The post Italy’s Aflabox raises €1.35 million to scale AI-powered portable aflatoxin detection across Africa and Europe appeared first on EU-Startups.

Europe has the talent and the ambition to lead in AI, but it is struggling to translate that into sustained scale. The issue is whether it can keep moving and translate momentum into impact. Across industries, a familiar pattern is emerging: promising prototypes, successful pilots, and early traction, followed by a slowdown just as companies […]

The post Europe’s AI challenge is not invention, but momentum appeared first on EU-Startups.

Aiforia, a Helsinki-based life-science company providing deep learning AI solutions for pathology, has secured €20 million in venture debt financing from the European Investment Bank (EIB). Supported under the European Commission’s InvestEU programme, the financing will accelerate Aiforia’s product development and boost its commercial operations. The financing is divided into three tranches, with a first […]

The post Helsinki-based Aiforia secures €20 million EIB financing to advance AI-powered cancer diagnostics appeared first on EU-Startups.

Index Ventures, the global venture capital firm, has raised approximately €1.7 billion ($2 billion), bringing its total investing capital to nearly €3 billion ($3.5 billion) across all stages: Seed, venture, and growth. The capital comprises a €346.9 million ($400 million) Seed fund, a €780.4 million ($900 million) venture fund, and an additional €607.01 million ($700 […]

The post Index Ventures raises €1.7 billion, bringing total investing capital to nearly €3 billion appeared first on EU-Startups.

This article is visible for CLUB members only. If you are already a member but don’t see the content of this article, please login here. If you’re not a CLUB member yet, but you’d like to read members-only content like this one, have unrestricted access to the site and benefit from many additional perks, you […]

The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (July 27 -July 31) appeared first on EU-Startups.

Apolownia, a Paris-based company developing high-integrity coastal ecosystem restoration projects, has announced the closing of its first Seed round, totalling €1 million. The round was completed with the support of LITA, Bpifrance and a group of business angels and individual investors. “At a time when everyone is chasing efficiency and technology has never been more […]

The post Paris-based Apolownia raises €1 million to scale coastal restoration and blue carbon projects appeared first on EU-Startups.

Europe offers many advantages entrepreneurs admire: strong institutions, advanced infrastructure, research excellence, deep talent, sophisticated investors, and stable markets. But learning should not flow in only one direction. As Europe confronts slower growth, cautious funding, geopolitical uncertainty, climate pressure, and technological disruption, emerging markets offer a vital lesson in entrepreneurial resilience. Founders in these markets […]

The post Lessons in resilience: What Europe can learn from emerging markets appeared first on EU-Startups.

Keiron Printing Technologies (Keiron), an Eindhoven-based DeepTech company specialising in Laser-Induced Forward Transfer (LiFT) precision solder paste printing, has closed a €20.7 million Series A round. The round was co-led by Invest-NL, DeepTechXL and Waves Capital, alongside existing and new investors, Ramphastos Investments, ATUM Ventures, Cottonwood Technology Fund and TNO Ventures. “Solder paste printing has […]

The post Eindhoven’s Keiron raises €20.7 million to tackle one of electronics manufacturing’s most expensive problems appeared first on EU-Startups.

Atomic One, a Málaga-based technology company behind an AI operating system for e-commerce brands, has completed a two-tranche financing round totalling €5.6 million. As part of this closing, Arcano Partners, through the Impacto Andalucía Innovación y Desarrollo SICC, S.A.U. fund, invested an additional €660k, bringing the fund’s total investment in the company to €2.5 million. […]

The post Málaga-based Atomic One raises €5.6 million to automate e-commerce operations with AI agents appeared first on EU-Startups.

GenePlanet, a Ljubljana-based genomics and laboratory platform delivering advanced genetic testing and next-generation sequencing (NGS) services worldwide, has secured a strategic investment from Lauxera Capital Partners, a specialist HealthTech investor. With this investment, the company’s existing investor BlackPeak Capital has partially exited its investment. It, however, retains a meaningful shareholding in the Slovenian company. Niklas […]

The post “Now there is a real chance to become a unicorn”: Slovenia’s GenePlanet secures strategic investment from Lauxera appeared first on EU-Startups.

As a journalist, trust and relationships are everything.

So, I'm struggling to understand why the agency felt the need to create more than a dozen fictional PR personas.

I get dozens of press pitches via email or LinkedIn messaging weekly — quite a few which result in interviews and articles.

Most people don’t really understand the difference between PR and journalists and often don’t care.

​ But the relationship between journalists and PR professionals has always been strong.

Italy-based agritech startup Aflabox has raised €1.35 million in seed funding to accelerate the commercialisation and industrial scaling of its AI-powered food safety monitoring platform.

Founded by Luca Alinovi and Fabrizio Cardillo, Aflabox is developing a field intelligence platform that enables rapid testing of mycotoxins, commercial quality assessment and food safety monitoring directly across agricultural supply chains.

The platform combines portable hardware, UV and white-light imaging, artificial intelligence, geolocated data collection and cloud-based dashboards.

Aflabox is addressing the limitations of conventional mycotoxin testing, which typically relies on specialised laborator…

One of the UK’s hottest chip startups has raised over $300m at a $3.3bn valuation, tripling its valuation, and plans to bring its first chips to market next year, it says.

Olix, founded by 25-year-old entrepreneur James Dacombe, has raised a $312m Series B round, two years after it was founded.

The new $3.3bn valuation marks more than a tripling of its $1bn valuation when it raised $220m in February this year.

Olix says: “Olix believes the industry's approach to building AI inference hardware is reaching its efficiency limits.

Instead, the token factory runs every stage on the same general purpose chip.

Last week, we tracked more than 50 tech funding deals worth over €878 million and over 10 exits, M&A transactions, rumours, and related news stories across Europe.

📊 In H1 2026, European tech companies raised €44.1 billion across 1,740 funding deals, driven by a mix of early- and late-stage rounds.

The UK led the region with €18.7 billion in investment, while AI startups secured €5.92 billion, underscoring the sector's continued momentum.

More than 6,410 investors participated in funding rounds, and 252 exits were recorded across Europe.

❗ 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,…

This week, we tracked more than 50 tech funding deals worth over €878 million, 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.

This week, we tracked more than 50 tech funding deals worth over €878 million and over 10 exits, M&A transactions, rumours, and related news stories across Europe.

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The f…

Nuggit creators include Arsenal fan channel AFTV, food travel creator Only Scrans, and lifestyle and family creator Anna Saccone.

The Creator Growth Fund is targeted at high-potential YouTubers who have reached an inflection point for professionalising their business.

This is exactly what the £5 million Creator Support Fund is designed to address.

Alongside funding, Nuggit provides strategic and operational support designed to help YouTubers professionalise their operations, and become brand-ready creators.

“The paradox of the creator economy is that successful creators build their channels by being incredibly self-reliant and resourceful.

Swedish vibe coding startup Lovable has acquired the team behind AI agent startup Nalvin, as it looks to drive growth by cherry-picking top founders from startups.

Stockholm-based Nalvin is an AI agent platform that automates repetitive tasks for businesses.

Anton Osika, Lovable CEO and co-founder, said: “I really like these founders and I'm very excited to have them on board.

“I believe Lovable is the best place for great talent to do their life's work and every team like this makes me more sure of it.

Last valued at $6.6bn, Lovable is reportedly in talks to raise $300m at a $13.2bn valuation, doubling its valuation.

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.

Apple is adding renewable power to offset customer charging and support its operations, including third-party manufacturing in China.