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Today we’re excited to launch Obsidian Community, the new directory and developer dashboard for Obsidian plugins and themes.

Incredibly, Obsidian plugins have passed 120 million total downloads!

The new system allows us to shift our efforts towards plugins that require deeper inspection such as popular plugins, featured plugins, and issues flagged by the community.

In the coming months we will make it easier for teams to manage which community plugins are allowed, and distribute private plugins to team members.

Teams that publish official Obsidian plugins can now apply for the Official badge in the Community directory.

Trusted by product teams that require the best"Data drives all of our decisions at True Classic, but we didn’t have a way to track AI performance.

Voker made it possible to monitor and optimize our AI features quickly."

Senior developers worry about stability because they take responsibility for the business to continue serving customers.

Keep things working, keep things understandable, keep things debuggable, keep things fixable, keep things teachable, keep things stable.

Senior developer’s fail to communicate because they express their problems in terms of complexity management when they should be expressing their solutions in terms of uncertainty reduction.

This is what senior developers learn to do: they learn how to give people what they want by being resourceful with existing software.

Ah, well, it can’t yet do the one thing senior developers still do.

Bambu Lab is abusing the open source social contractLast year I said I'd probably never recommend another Bambu Lab printer again.

For example, they indicated the fork used an impersonation attack, despite the fork using Bambu Studio's upstream code verbatim.

— OrcaSlicer-bambulabs developer's responseBambu is abusing the open source social contract, and using their legal might, to suppress a tiny number of their users, for who knows what reason.

Instead, they wrote a blog post blaming an individual open source developer for their own infrastructure and security problems.

— Bambu Lab blog postI don't think they understand open source culture.

State machine guardrails that control which tools your AI agent can use in each phase.

State machines constrain the tool and solution spaces so the model reasons in a focused context at each step.

Then start a workflow:❯ start the bugfix workflow — fix the failing tests in calc.py ◆ statewright — statewright_start (workflow: bugfix) ◆ [statewright] Workflow activated: bugfix ◆ statewright — statewright_get_state (MCP) ◆ Current phase: planning.

Read 2 files [statewright] planning => implementing ◆ statewright — statewright_transition (READY) Edit calc.py: 1 line changed [statewright] implementing => testing ◆ statewright — statewright_transition (DONE) Bash: pytest -x — 7 passed [statewrigh…

The US-Israel war in Iran, and the resulting effective closure of the key Strait of Hormuz shipping lane, has led to a jump in oil prices and this has caused a surge in the price of gas in the US.

Rendering Planets We’re finally reaching the part you probably came here for in the first place: rendering a realistic atmosphere around planets!

Vector3 ( 0.0 , 0.0 , 0.0 ) , 15 sunIntensity : 15.0 , 16 planetSurfaceColor : '#8B4513' , 17 } ; Just replacing our constants with these gives us a more dusty, orangy atmosphere.

y <= 0.0 ) { 34 gl_FragColor = vec4 ( 0.0 , 0.0 , 0.0 , 1.0 ) ; 35 return ; 36 } 37 38 39 float atmosphereNear = max ( atmosphereHit .

y <= 0.0 ) { 14 gl_FragColor = vec4 ( 0.0 , 0.0 , 0.0 , 1.0 ) ; 15 return ; 16 } 17 18 19 20 float atmosphereNear = max ( atmosphereHit .

isBackground ) { 13 vec4 aerialPerspective = sampleAerialPerspectiveLUT ( uv ) ; 14 color = color * …

OVERVIEWUnDUNE II is a demake of the classic (and original) RTS game DUNE II, re-created from scratch in PICO-8.

CONTROLSMouse (Recommended)LMB : Select Unit/Building, Choose destination/target: Select Unit/Building, Choose destination/target RMB: Deselect/CancelGamepad/KeyboardGAMEPLAYIf you've never played the original (or an old-school RTS) before, the basic principle of UnDUNE II is as follows.

Build up your base by ...building!

Refinery's take raw Spice (mined by Harvesters), which are converted into credits, to allow you to build more!

as soon as you can (via Hi-Tech Factory) - as they will pick-up/drop-off units (such as Harvesters and retreating units) MUCH faster.

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The roleWe are excited to open applications to our “No AI Summer” internship.

You’ll spend the summer tackling hard challenges and learning.

We want rockstars on our team to help us build amazing products – (ironic em-dash) to do that we’re banning AI in this internship.

We build productivity products, our primary product is Text Blaze with over 700,000 users with a 4.9/5 ★ rating with 1,800 reviews.

We want to work hard with you to help you become a great engineer who thinks critically and can do amazing work.

Comments

Today, I’m excited to share that we have completed the Coursera-Udemy combination, bringing together two mission-driven companies to create one of the world’s most comprehensive skills development platforms.

To adapt and thrive, learners and organizations need a platform that keeps pace with technology acceleration and helps them master new and emerging skills with confidence.

We’re moving from a content catalog to a true skills delivery platform — one that connects learning with real-world outcomes.

Customers: There are no immediate changes to course offerings, pricing, platform access, or existing agreements.

By bringing together the strengths of Coursera and Udemy, we can better support …

Comments

Comments

If AI becomes conscious tomorrow, which one of you cowards is gonna be the first to apologize?

Learning Software ArchitectureIn reply to an email asking about learning software design skills as a researcher physicist:I was attached to a bioinformatics lab early in my career, so I think I understand what you are talking about, the phenomenon of “scientific code”!

My thoughts:First meta observation is that “software design” is something best learned by doing.

Softwaregenesis repeats the social architecture of the organization producing software.

I suspect that the difference you perceive between industrial and scientific software is not so much about software-building knowledge, but rather about the field of incentives that compels people to produce the software.

As for the actual book…

At the beginning of the month was the surprise milestone of AMD posting AMDGPU kernel driver patches for HDMI 2.1 Fixed Rate Link (FRL) support .

The HDMI FRL patches have since been updated to also enable HDMI 2.1's Display Stream Compression (DSC) functionality for higher resolutions and higher refresh rates with the open-source AMDGPU driver.Display Stream Compression with HDMI 2.1+ allows for higher refresh rates and resolutions like 4K@240Hz and 8K@120Hz with this visually lossless, low-latency compression for better bandwidth efficiency.

AMD tacked on HDMI FRL DSC support to the HDMI FRL patch series they've been working through to get into the mainline Linux kernel.

As for what chang…

The vadi tells you what a story is fundamentally about: whether it is a story of pursuit, reversal, crisis, incitement, or revelation.

Samvadi The Supporting Note In music: The samvadi is the vadi's consonant partner, always a fourth or fifth away.

The samvadi provides contrast and complicates the vadi, often determining the specific character of a story within its family.

In a raaga, the nyasa determines whether a phrase feels resolved or suspended.

The nyasa determines resolution level: full resolution (Sa'/Ni), mid-register tension (Pa/Dha/Ma), or irresolution (Ri/Ga/Sa).

Community Check The Noisy Room A Story About Common ConfusionIt began with a study.

See the Room Let's visualize this as a single room with 100 people inside.

Pattern 4 Politicians Follow the Perceived Room, Not the Real One Elected officials are very good at sensing political sentiment.

🇺🇸 Citizens United was CORRECT @liberty_caucus_tv Follow #FreeSpeech #CitizensUnited 🔥 ♡ 5,247 💬 612 ↗ 1,742 See what platform users and Americans think → Community Check ✕ What do platform users and Americans think?

Follow my other work here See FAQ ↓ See technical specifications ↓Your Turn A Community Check on Community Check Live Two quick questions.

1987 • 1024 × 768 PNG (57 KB) IRIS Multiple Exposure (mex) Screen capture: SGI IRIS 3130 — GL2-W3.6 with sample mex tools running.

1988 • 640 × 480 PNG (6 KB) GEM Desktop 3.0 Screen capture: GEM Desktop 3.0 in 16-color VGA mode.

1988 • 1152 × 900 PNG (46 KB) Network Extensible Window System Screen capture: Sun 3/60 — SunOS 3.5, showing unbundled NeWS environment.

1989 • 1024 × 768 PNG (614 KB) Media Logic Artisan Screen capture: SGI IRIS 3130 — GL2-W3.6, showing the Media Logic Artisan paint program.

1990 • 1024 × 768 PNG (28 KB) Microsoft Windows 3.0 Screen capture: Compaq Deskpro 386 & Western Digital Paradise 8514/A+ — Windows 3.0, showing CorelDRAW!

Bambu Lab is abusing the open source social contractLast year I said I'd probably never recommend another Bambu Lab printer again.

For example, they indicated the fork used an impersonation attack, despite the fork using Bambu Studio's upstream code verbatim.

— OrcaSlicer-bambulabs developer's responseBambu is abusing the open source social contract, and using their legal might, to suppress a tiny number of their users, for who knows what reason.

Instead, they wrote a blog post blaming an individual open source developer for their own infrastructure and security problems.

— Bambu Lab blog postI don't think they understand open source culture.

The event recorder struct is just a wrapper around kube::runtime::events::Recorder from the kube-rs library, which includes a few helper functions for generating and sending the events.

} pub async fn send_event_B(&self) -> Result<(), Error> { let event_b = events::Event::new( /* make an event */ ); Ok(self.recorder.publish(event_a).await?)

Method 1: Boxed TraitThis first approach is the most common, and it uses interfaces and dependency injection to provide a real event recorder in your production code and a fake event recorder for your tests.

} } #[cfg(test)] impl SkEventRecorder { pub async fn send_event_A(&self) -> Result<(), Error> { Ok(()) } pub async fn send_event_B(&self) -> Result<…

guix time-machine -C channels.scm -- shell …If you’re lucky, perhaps you can download a channel file.

guix time-machine \ -C <(wget -O https://guix.bordeaux.inria.fr/eval/latest/channels.scm?spec=guix-science) \ -- shell …Is it a good idea though?

Changes that have just landed in guix pull and guix time-machine aim to address these seemingly contradictory needs.

guix time-machine \ -C https://ci.guix.gnu.org/eval/latest/channels.scm?spec=master \ -- …Crucially, this command is not equivalent to the naïve -C <(wget -O …) trick we saw above.

To address that, we define a new rule: only trusted channels may be deployed; if a channel file lists untrusted channels, guix pull and guix t…

A Senior Engineer losing their coding edge and becoming "rusty" over time as they move into managerial roles and practice coding less is not a new phenomenon.

This is the contradiction that has many AI boosters talking out of both sides of their mouths: The use of coding agents is actively diminishing the very skills needed to effectively manage the coding agents.

If your entire team is using agentic coding as the default, your expense account will need to remain highly nimble.

What I am advocating for, though, is leveraging LLMs and coding agents as secondary processes.

Despite the countless failed attempts at trying to democratize coding while not understanding coding, we're faced with th…

Killing a `Cow` made my JSON formatter 42% faster Em dashes: 12 May 5, 2026A formatter styles code consistently, usually improving human readability.

A 1MB file will be formatter faster than a 3MB file, but MB/s is comparable for both!

Any + s can be skipped since 1e5 and 1e+5 are equivalentpub enum Token <' a > { Number { mantissa : Cow <' a , str >, exponent : Cow <' a , str > }, }This approach works, but lowers performance across the board.

In Rust terms, the data is “borrowed”fn to_lowercase ( string : & str ) -> Cow <' _ , str > { if string .

is_lowercase () { // reference input string Cow :: Borrowed ( string ) } else { // make a new string Cow :: Owned ( string .

Comments

May 12, 2026 App ÂA recently discovered bug in Android 16 allows any app to leak traffic outside the VPN tunnel.

As reported in the post The Tiny UDP Cannon: An Android VPN Bypass, Android 16 introduced a bug that allows a malicious app to send traffic outside the VPN tunnel, including with “Always-On VPN” + “Block connections without VPN” turned on.

Having traffic leak outside the tunnel means your real IP address becomes visible on the Internet, which could potentially be used for tracking or surveillance purposes.

After consulting with the report author (https://x.com/cybaqkebm), we reported the issue on the Android issue tracker.

You can protect against it by applying the mitigation abo…

Learning Software ArchitectureIn reply to an email asking about learning software design skills as a researcher physicist:I was attached to a bioinformatics lab early in my career, so I think I understand what you are talking about, the phenomenon of “scientific code”!

My thoughts:First meta observation is that “software design” is something best learned by doing.

Softwaregenesis repeats the social architecture of the organization producing software.

I suspect that the difference you perceive between industrial and scientific software is not so much about software-building knowledge, but rather about the field of incentives that compels people to produce the software.

As for the actual book…

It can fuzz structs natively, run grammar-based fuzzing with Nautilus, detect bug classes that it couldn’t detect before, and create a fuzzing campaign coverage report in one command.

Grammar-based fuzzing was never an option.

F ) { f . Add ( Input { Data : [] byte ( "hello" ), S : "world" , N : 42 }) f . Fuzz ( func ( t * testing .

F ) { f . Add ( `{"postOfficeBox":123}` ) f . Fuzz ( func ( t * testing .

They wouldn’t have been easy to find via the native Go fuzzer, but our grammar-based fuzzer via gosentry was able to easily detect them.

Typically at this point someone will suggest a DropBox-style file sync software like Syncthing.

I continued searching for a lightweight file sync utility for *nix and mostly hit dead ends but then Unison came up.

Enter Unison Unison ...

(Of course, to do this they must understand the protocol that Unison uses to communicate between client and server, but all they need for this is a copy of the Unison sources.)

/usr/local/bin/unison default -listen 127.0.0.1 -socket 8081 Note I could have made Unison listen on a unix socket instead of 127.0.0.1:8081 , but I'll leave that as an exercise for the reader.

Here is the step-by-step process for compiling a highly optimized Emacs binary and packages.

While the main Emacs build uses your global CFLAGS , this variable specifically instructs libgccjit on how to handle every .el file it encounters.

This ensures the Emacs build scripts coordinate the optimization properly across all compiled object files to produce the fastest possible executable.

This ensures the Emacs build scripts coordinate the optimization properly across all compiled object files to produce the fastest possible executable.

(I omitted the aot flag to instruct the build system to skip compiling the built-in Lisp files during the make step.

The agentic era affords GitLab the largest opportunity in our history as a company, and we're making the structural and strategic decisions to meet it.

Each one is underway and we plan to deliver without disruption to GitLab customers that depend on us every day.

After three days walking through Act 2 together, you have the picture you need to decide whether GitLab is the right place for you in the next chapter of your career.

If you've ever been frustrated at GitLab by how long it took to get something obvious done, Act 2 is engineered around removing that friction.

Our new consumption buying programs will make it far easier to sell GitLab and for customers to buy GitLab seats + credits an…

Pritam Biswas / Reuters:

Isomorphic Labs, an AI-powered drug discovery spinoff from Google DeepMind, raised $2.1B led by Thrive, after raising $600M in its first round in March 2025 — Isomorphic Labs, an artificial intelligence-driven drug discovery company, said on Wednesday it has raised $2.1 billion …

Reuters:

The US DOD says it is deploying Mythos to find and patch software vulnerabilities across the US government, even as it works on a transition away from Anthropic — WASHINGTON, May 12 (Reuters) - The Pentagon is deploying Anthropic's Mythos cybersecurity model to find and patch software vulnerabilities across …

Marina Temkin / TechCrunch:

Exaforce, which uses AI agents to detect and thwart cyberattacks, raised a $125M Series B at a $725M valuation, bringing its total funding to $200M — As bad actors weaponize AI to exploit software vulnerabilities at unprecedented speed, companies are increasingly recognizing the need to bolster their cybersecurity defenses.

Bloomberg:

Sources: Wispr AI, the developer of the voice dictation tool Wispr Flow, is in talks to raise ~$260M in a round that could more than double its valuation to $2B — Wispr AI Inc., the developer behind the popular voice dictation tool Wispr Flow, is in talks to raise a new round of funding …

Mauro Orru / Wall Street Journal:

SAP launches its new Autonomous Enterprise software suite, integrating data, cloud, AI, and automation features to streamline business processes — German group seeks to stay on top of a technology that cast doubt on the sustainability of the software industry

Sadie Gurman / Wall Street Journal:

PayPal agrees to forgo ~$30M in transaction fees to end a DOJ probe into allegations that the company adopted unlawful preferences for minority-owned businesses — Case is part of Trump administration campaign against corporate DEI initiatives — PayPal agreed to forgo approximately $30 million …

Anna Irrera / Bloomberg:

London-based blockchain analytics company Elliptic raised $120M led by One Peak Partners at a $670M valuation; the platform screens 1B+ transactions per week — Blockchain analytics firm Elliptic Enterprises Ltd. has raised $120 million in a new funding round backed by Deutsche Bank AG …

Cory Weinberg / The Information:

OpenAI stands to hold ~$2.6B in combined CoreWeave and Cerebras stock that it acquired by committing to buy cloud services and chips, and to lend Cerebras money — Chipmaker Cerebras brought in one of the greatest pitchmen in tech, Sam Altman, to appear in a video to promote its $5.5 billion initial public offering.

Etiido Uko / Tom's Hardware:

Microsoft says it is investigating a Mistral AI PyPI package v2.4.6 compromise; researchers say it is likely part of the Mini Shai-Hulud supply chain attack — The malware reportedly refused to run on Russian-language systems but could execute a destructive payload under certain geographic conditions.

Yazhou Sun / Bloomberg:

SAP invests in German workflow automation platform n8n at a $5.2B valuation, up from $2.5B after an October 2025 equity raise, and agrees to embed n8n's tools — SAP SE is investing in workflow automation platform n8n, doubling the startup's valuation to $5.2 billion, as the German software giant builds …

Jess Weatherbed / The Verge:

Spotify celebrates its 20th anniversary with a Wrapped-like experience that features “never-before-shared data” going back to when users first joined Spotify — The company will include ‘never-before-shared data’ as part of its 20th anniversary celebrations.

Financial Times:

Delivery Hero says founder Niklas Östberg plans to step down as CEO by March 2027, as the German food delivery group faces mounting activist investor pressure — Founder Niklas Östberg will leave German food delivery group by next March — Delivery Hero founder Niklas Östberg …

Jagmeet Singh / TechCrunch:

AI voice startup Vapi raised a $50M Series B led by Peak XV, a source says at a $500M post-money valuation, after Amazon chose Vapi to handle 100% of Ring calls — Amazon Ring, facing a surge in customer-support calls during last year's holiday season, evaluated more than 40 AI voice vendors …

Olivia Poh / Bloomberg:

Sea reports Q1 revenue up 47% YoY to $7.1B and net income up 6% YoY to $428M, both above est., after warding off rivals in Southeast Asia's e-commerce market — Sea Ltd. reported quarterly earnings that topped analysts' estimates after warding off rivals in Southeast Asia's competitive e …

Sarah Perez / TechCrunch:

Amazon launches Amazon Now, its 30-minute delivery service, in dozens of US cities including Atlanta, Dallas-Fort Worth, Philadelphia, and Seattle, after pilots — Amazon deliveries keep getting faster. On Tuesday, the online retailer announced the launch of its 30-minute delivery option …

John Koblin / New York Times:

YouTube is shifting its creator monetization strategy by acting as a matchmaker between creators and sponsors, as Netflix and TikTok increasingly woo creators — The company is trying to help streaming influencers, who are increasingly being wooed by competitors like Netflix and TikTok.

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

Secure your code as you buildCode security Secure your code as you buildYou signed in with another tab or window.

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Reload to refresh your session.

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Avoid data preprocessing : Do not apply data scaling or one-hot encoding when feeding data to the model.

TabPFN EcosystemChoose the right TabPFN implementation for your needs:TabPFN Client Simple API client for using TabPFN via cloud-based inference.

Manual DownloadDownload the model files manually from HuggingFace: Classifier: tabpfn-v2.5-classifier-v2.5_default.ckpt (Note: the classifier default uses the model fine-tuned on real data).

A: Try the following:Download the newest version of tabpfn pip install tabpfn --upgradeEnsure model files downloaded correctly (re-download if needed)Q: What environment variables can I use to configure TabPFN?

Example:export TABPFN_MODEL_CACHE_DIR= " /path…

Islands DarkA dark color theme for Visual Studio Code inspired by the easemate IDE.

Step 7: Enable Custom UI StyleOpen Command Palette ( Cmd+Shift+P / Ctrl+Shift+P ) Run Custom UI Style: Enable VS Code will reloadNote: You may see a "corrupt installation" warning after enabling.

This is expected since Custom UI Style injects CSS into VS Code.

TroubleshootingChanges aren't taking effectTry disabling and re-enabling Custom UI Style:Command Palette > Custom UI Style: Disable Reload VS Code Command Palette > Custom UI Style: Enable Reload VS Code"Corrupt installation" warningThis is expected after enabling Custom UI Style.

If styles conflict, reinstall VS Code to get a clean workbench.html , th…

Context-Aware Retrieval : Retrieval depends on your full context (e.g., conversation history and domain knowledge), and easily incorporates new context.

🧪 Quick Hands-on🔥 Agentic Vectorless RAG ( latest ) — a simple but complete agentic vectorless RAG example with self-hosted PageIndex, using OpenAI Agents SDK.

Agentic Vectorless RAG: An ExampleFor a simple, end-to-end agentic vectorless RAG example using PageIndex with OpenAI Agents SDK, see examples/agentic_vectorless_rag_demo.py .

Please cite this work as:Mingtian Zhang, Yu Tang and PageIndex Team, "PageIndex: Next-Generation Vectorless, Reasoning-based RAG", PageIndex Blog, Sep 2025.

@article { zhang2025pageindex , author = { Mingtian Z…

const agent = await init ( { model : 'anthropic/claude-sonnet-4-6' } ) ; const session = await agent .

KNOWLEDGE_BASE ) ; const agent = await init ( { sandbox , model : 'openrouter/moonshotai/kimi-k2.6' } ) ; const session = await agent .

const agent = await init ( { sandbox : 'local' , model : 'anthropic/claude-opus-4-7' , } ) ; const session = await agent .

const agent = await init ( { model : 'anthropic/claude-sonnet-4-6' , role : 'coder' } ) ; const session = await agent .

import { Bash , InMemoryFs } from 'just-bash' ; const fs = new InMemoryFs ( ) ; const agent = await init ( { sandbox : ( ) => new Bash ( { fs , cwd : '/workspace' , python : true } ) , model : 'anthropic/claude-sonnet…

IntroductionEnglish | 简体中文TARS* is a Multimodal AI Agent stack, currently shipping two projects: Agent TARS and UI-TARS-desktop:Agent TARS UI-TARS-desktop agent-tars-book-hotel.mp4 computer-use-triple-speed.mp4 Agent TARS is a general multimodal AI Agent stack, it brings the power of GUI Agent and Vision into your terminal, computer, browser and product.

[2025-06-25] We released an Agent TARS Beta and Agent TARS CLI - Introducing Agent TARS Beta, a multimodal AI agent that aims to explore a work form that is closer to human-like task completion through rich multimodal capabilities (such as GUI Agent, Vision) and seamless integration with various real-world tools.

We released an Agent TARS B…

DeepSeek TUI is a coding agent that runs in your terminal.

You can also set it ahead of time:deepseek auth set --provider deepseek # saves to ~/.deepseek/config.toml deepseek auth status # shows the active credential source export DEEPSEEK_API_KEY= " YOUR_KEY " # env var alternative; use ~/.zshenv for non-interactive shells deepseek deepseek doctor # verify setupIf deepseek doctor says the rejected key came from DEEPSEEK_API_KEY , remove the stale export from your shell startup file, open a fresh shell, or run deepseek auth set --provider deepseek .

To rotate or remove a saved key: deepseek auth clear --provider deepseek .

Auto ModeUse deepseek --model auto or /model auto when you want Deep…

InsForge gives your coding agent database, auth, storage, compute, hosting, and AI gateway to ship full-stack apps end-to-end.

Configure primitives: Deploy edge functions, run database migrations, create storage buckets, set up auth providers, and configure other backend resources directly.

SetupYou can run InsForge locally using Docker Compose.

Or run from source:# Run with Docker git clone https://github.com/insforge/insforge.git cd insforge cp .env.example .env docker compose -f docker-compose.prod.yml up2.

Manage them with:docker compose -f docker-compose.prod.yml --env-file .env.project1 -p project1 ps # status docker compose -f docker-compose.prod.yml --env-file .env.project1 -p proje…

Install globally:npm install -g 9router 9router🎉 Dashboard opens at http://localhost:201282.

Connect a FREE provider (no signup needed):Dashboard → Providers → Connect Kiro AI (free Claude unlimited) or OpenCode Free (no auth) → Done!

Think of it as a "savings tracker" showing how much you're saving by using free models or routing through 9Router!

The current FREE providers (Kiro, OpenCode Free, Vertex) are genuinely free with no hidden charges.

OpenCode Free (No auth, auto-fetch models) Dashboard → Connect OpenCode Free → No login required (passthrough proxy) → Models auto-fetched from opencode.ai/zen/v1/models Pro Tip: Fastest setup.

Browserbase SkillsA set of skills for enabling Claude Code to work with Browserbase through browser automation and the official bb CLI.

Add marketplace Enter the marketplace source: browserbase/skills Press enter to select the browse plugin Hit enter again to Install now Restart Claude Code for changes to take effectUsageOnce installed, you can ask Claude to browse or use the Browserbase CLI:"Go to Hacker News, get the top post comments, and summarize them ""QA test http://localhost:3000 and fix any bugs you encounter""Order me a pizza, you're already signed in on Doordash""Use bb to list my Browserbase projects and show the output as JSON"to list my Browserbase projects and show the output…

ACE-Step UIThe Ultimate Open Source Suno AlternativeSeamless integration with ACE-Step 1.5 - The Open Source AI Music Generation ModelDemo • Why ACE-Step • Features • Installation • Usage • Contributing🎬 DemoGenerate professional AI music with a Spotify-like interface - 100% free and local🚀 Why ACE-Step UI?

ACE-Step 1.5 is the open source Suno killer that runs locally on your own GPU - and ACE-Step UI gives you a beautiful, professional interface to harness its full power.

Start ACE-Step UI (in another terminal) cd ace-step-ui start.batLinux / macOS - One-Click Start (Easiest!)

Start ACE-Step UI (in another terminal) cd ace-step-ui start.batOpen http://localhost:3000 and start creating!

⭐ I…

Star us ❤️ → · · ·CocoIndex turns codebases, meeting notes, inboxes, Slack, PDFs, and videos into live, continuously fresh context for your AI agents and LLM apps to reason over effectively — with minimal incremental processing.

text )) @ coco .

fn async def main ( src ): table = await postgres .

items (), table ) coco .

React — for data engineeringSee the React ↔ CocoIndex mental model →Incremental engine for long-horizon agentsData transformation for any engineer, designed for AI workloads —with a smart incremental engine for always-fresh, explainable data.

Local Deep Research🚀 What is Local Deep Research?

Supply Chain Security: Docker images are signed with Cosign, include SLSA provenance attestations, and attach SBOMs.

Detailed Architecture → | Security Policy → | Security Review Process →🔒 Privacy & DataLocal Deep Research contains no telemetry, no analytics, and no tracking.

AcknowledgementsLocal Deep Research is built on the work of many open-access initiatives, academic databases, and open-source projects.

If Local Deep Research is useful to you, consider giving back to the open-access ecosystem that makes it possible:📄 LicenseMIT License - see LICENSE file.

SymphonySymphony turns project work into isolated, autonomous implementation runs, allowing teams to manage work instead of supervising coding agents.

In this demo video, Symphony monitors a Linear board for work and spawns agents to handle the tasks.

The agents complete the tasks and provide proof of work: CI status, PR review feedback, complexity analysis, and walkthrough videos.

Symphony is the next step -- moving from managing coding agents to managing work that needs to get done.

Use our experimental reference implementationCheck out elixir/README.md for instructions on how to set up your environment and run the Elixir-based Symphony implementation.

Each ships as a Cowork plugin and as a Claude Managed Agent template you deploy via /v1/agents .

Each ships as a Cowork plugin as a Claude Managed Agent template you deploy via .

Vertical plugins — the underlying skills, slash commands, and data connectors, bundled by FSI vertical.

Each agent plugin is self-contained — it bundles the skills it uses, so installing the agent is all you need.

For Managed Agent deployment — agent.yaml , leaf-worker subagents, steering-event examples, and per-agent security notes — see managed-agent-cookbooks/.

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Im going back to writing code by hand09 May, 2026This dev-log is getting a lot of attention on HN (scary!

gvr && m . resourceWatcher != nil { m . resourceWatcher .

creationTimes m . allResources = nil m . allCreationTimes = nil }See the if msg.gvr.Resource == k8s.ResourceNodes && m.fleetView != nil conditional?

ResourcePods { // ... 20 lines to look up selected pod, get name, namespace ... return m , m . commandWithPreflights ( m . execIntoPod ( selectedName , selectedNamespace ), m . requireConnection , ) } if m . currentGVR .

ResourceContainers { // ... container exec logic ... return m , m . commandWithPreflights ( m . execIntoContainer (), m . requireConnection ) } return m , nilOne key…

Quick Start • Benchmarks • vs Competitors • Agents • How It Works • MCP • Viewer • iii Console • Powered by iii • Config • APIagentmemory works with any agent that supports hooks, MCP, or REST API.

Session ReplayEvery session agentmemory records is replayable.

Gemini CLI ~/.gemini/settings.json gemini mcp add agentmemory npx -y @agentmemory/mcp --scope user (auto-merges).

Codex CLI .codex/config.toml TOML shape: codex mcp add agentmemory -- npx -y @agentmemory/mcp , or add [mcp_servers.agentmemory] manually.

Launch alongside agentmemory:# agentmemory viewer holds port 3113, so run the console on 3114.

Automated accessibility tools like axe, Lighthouse, and Playwright's @axe-core/playwright integration only catch an estimated 30–40% of real WCAG violations.

accessibility.spec.ts import { test , expect } from ' @playwright/test ' ; import AxeBuilder from ' @axe-core/playwright ' ; test ( ' accessibility scan ' , async ({ page }) => { await page .

accessibility.spec.ts test ( ' accessibility scan on hovered button ' , async ({ page }) => { await page .

accessibility.spec.ts test ( ' accessibility scan on focused button ' , async ({ page }) => { await page .

Automated accessibility tools like Lighthouse, axe, and Playwright tests (leveraging axe-core) are a floor, not a ceiling.

Open Source • MIT License The Agent ThatGrows With You.

Not a coding copilot tethered to an IDE or a chatbot wrapper around a single API.

An autonomous agent that lives on your server, remembers what it learns, and gets more capable the longer it runs.

About this resourceTyler McBrien built this interactive map from a community-edited Google Doc started by Ally Jarmanning.

It is a living document — coverage is uneven, links can break, and policies change.

Always verify with the relevant court before reporting.

To suggest a correction, open the source .

Report filed: 03:47 UTCStatus: Resolved (accidentally)Severity: Critical → Catastrophic → Somehow FineDuration: 73 hoursAffected systems: YesExecutive Summary: A security incident occurred.

She opens an issue titled “your build script downloads and runs a shell script from the internet?” The issue goes unanswered.

snekpack vendors vulpine-lz4 because “Rust is memory safe.”Day 2, 18:00 UTC — snekpack version 3.7.0 is released.

The legitimate maintainer, reached by email from his new goat farm, says he “hasn’t touched that repo in two years” and “thought Cargo’s 2FA was optional.”Day 3, 15:22 UTC — Incident declared resolved.

This is the third incident report this quarter.

Universal Access to ALL Knowledge.

Internet Archive Switzerland is an independent Swiss foundation, which is operating as an non-profit organisation based in Sankt Gallen.

Our primary goal is: Universal Access to All Knowledge.

Together with like-minded partners we collect and preserve digital information for learning and research.

Although at first glance one might think that the digital content available on the internet is inexhaustible and endlessly growing, it is also evident that digital information is actually short-lived.

For the last decade, fast-to-ship beat fast-to-run. Not anymore.

A study that claimed OpenAI’s ChatGPT can positively impact student learning has been retracted nearly one year after publication.

Its meta-analysis calculated the effect size between various studies’ experimental groups that used ChatGPT in education and control groups that did not use the AI chatbot.

That analysis supposedly showed how “ChatGPT has a large positive impact on improving learning performance” along with a “moderately positive impact on enhancing learning perception” and “fostering higher-order thinking,” according to the researchers who authored the paper.

The now-retracted results first appeared in the journal Humanities & Social Sciences Communications, published by Spring…

I’ve been experimenting with running local models on and off for a bit and I’ve finally found a setup that seems to work reasonably.

exs : 23 - assert length ( tags ) > 0 How to Fix Replace each length ( list ) > 0 with list != [ ] : blog_controller_test .

ConclusionAnyway, LLMs are incredibly flexible and there’s a million things even a local model could do.

Local models have serious tradeoffs, but they come with some pretty attractive benefits:No internet connection required, you can work on the plane!

Experimenting with local models feels like a more sustainable and positive way to interact with this technology.

Model Tokens/s Training iterations/s Training versus llm.c llm.c 0.926 0.175 100% Basic Swift 0.054 0.014 7.3%The Swift code is between 15 and 20 times slower.

static func matmul_forward ( out : inout [ Float ], inp : [ Float ], weight : [ Float ], bias : [ Float ]?, B : Int , T : Int , C : Int , OC : Int ) { var out = out .

static func matmul_forward ( out : inout [ Float ], inp : [ Float ], weight : [ Float ], bias : [ Float ]?, B : Int , T : Int , C : Int , OC : Int ) { var out = out .

Model Tokens/s Training iterations/s Training versus llm.c llm.c 0.926 0.175 100% Multithreaded Swift 4.356 1.014 558.5% AMX 5.884 1.678 958.8%Another 1.67 times faster on training.

y ; bool inBounds = bt …

A bunch of the findings these AI tools reported were confirmed vulnerabilities and have been published as CVEs.

Steps involved in keeping curl secureMay 6, 2026It was with great anticipation we received the first source code analysis report generated with Mythos.

On average, every single production source code line of curl has been written (and then rewritten) 4.14 times.

Yes, the AI thinks they are confirmed, but the curl security team has a slightly different take.

AI finds existing kinds of errorsIt should be noted that the AI tools find the usual and established kind of errors we already know about.

I’ll get straight to the point: your AI coding agent, the one you use to write code, needs to reduce your maintenance costs.

Let’s say you asked a crowd of, say, 50 developers what those maintenance costs were.

Or maybe... and this feels more likely to me... their maintenance costs were exactly that bad, and they papered over the problem instead.

If you double your output and hold your maintenance costs steady, two times one means you’ve still doubled your maintenance costs.

You need AI that reduces your maintenance costs, and in proportion to the speed boost you get from new code.

Here’s the key point though: the summary is generated on-device using Apple’s local model APIs.

In the last year, Apple has invested heavily here to allow developers to make use of a built-in local AI model easily.

Local AI shines when the model’s job is transforming user-owned data, not acting as a search engine for the universe.

And if you’re building a local first app, this is the difference between “AI as novelty” and “AI as a trustworthy subsystem”.

If you try to use a local model as a replacement for the entire internet, you will be disappointed.

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

The action you just performed triggered the security solution.

There are several actions that could trigger this block including submitting a certain word or phrase, a SQL command or malformed data.

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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.

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

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

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

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

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

Changelog News!

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

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

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Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

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.

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

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

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

At an unbeatable price.

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

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

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

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

Try it risk-free with a 14-day money-back guarantee at nordlayer.com/thechangelogFly.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.

ZDNET's key takeawaysBoth elementary OS and Linux Mint are great for new users.

Ergo: elementary OS and Linux Mint.

Also: Elementary OS 8 continues the tradition of a beautiful, user-friendly desktopBased on the LTS release of Ubuntu, elementary OS benefits from the same reliability as found in its mothership, and it's just as user-friendly (if not more so).

If you're coming from Windows, there's a Linux distribution right up your alley, and it's called Linux Mint.

Where elementary OS opts for a more modern look, Linux Mint might seem slightly outdated.

ZDNET's key takeawaysPowerToys now lets you control your monitor's display from the taskbar.

For that, I have to find and press the right buttons on the monitor itself or dig into Windows settings to get to the correct controls.

Now a new tool available through Microsoft's PowerToys lets me adjust the monitor settings without leaving the taskbar.

Also: Yes, you can get Microsoft 365 free - here's howThe actual controls vary based on your monitor.

Head to the specific Settings page for the new tool to turn it on or off.

ZDNET's key takeawaysLow Latency Profile aims to help Windows apps launch faster.

Microsoft is currently testing a new technology in Windows 11 designed to provide some oomph to many of the actions you perform in the OS.

Low Latency Profile works by ramping up the CPU frequency in short bursts when you launch certain apps and menus.

At this point in the latest Windows 11 insider build, there's no on/off switch to enable or disable Low Latency Profile.

Low Latency Profile is just one of many that could start to alter the perception of Windows as slow and bloated.

Kingston IronKey Locker+50 G2 3.5 / 5 Good pros and cons Pros Military-grade encryptionBuilt-in brute-force protectionStarts at only $50.

I recommend that anyone who needs a flash storage device should use hardware-encrypted flash drives.

ZDNET's buying adviceKingston offers the IronKey Locker+50 G2 in four capacities: 32GB, 64GB, 128GB, and 256GB.

If you want to carry data on a flash drive, you need an encrypted drive to keep your personal information safe.

For the price, the IronKey Locker+50 G2 offers a lot, and is one I can confidently recommend to most people.

An anonymous reader quotes a report from the Guardian: Singing, painting or visiting a gallery or museum helps people age more slowly, according to the latest study to link taking an active interest in art and culture with improved health. The findings are the first to show that both participating in arts activities and attending events, such as viewing an exhibition, lead to people staying biologically younger. "These results demonstrate the health impact of the arts at a biological level. They provide evidence for arts and cultural engagement to be recognized as a health-promoting behavior in a similar way to exercise," said Prof Daisy Fancourt, the lead author of the research and the hea…

The Musk v. Altman trial entered its third week Monday, with Microsoft CEO Satya Nadella and former OpenAI co-founder and renowned AI researcher Ilya Sutskever taking the stand. Nadella testified that Elon Musk never raised concerns to him that Microsoft's investments in OpenAI violated any special commitments, and said he viewed the partnership as clearly commercial from the start. He also described OpenAI's 2023 board crisis as "amateur city." Meanwhile, Sutskever testified that he had raised concerns about Sam Altman because he feared OpenAI could be "destroyed." He expressed concerns about Altman's behavior to the board, in part because he said he felt "a great deal of ownership" over t…

A Georgia data center developed by QTS used nearly 30 million gallons of water through two unaccounted-for connections before residents complained about low water pressure and the county utility discovered the issue. "All told, the developer, Quality Technology Services, owed nearly $150,000 for using more than 29 million gallons of unaccounted-for water," reports Politico. "That is equivalent to 44 Olympic-size swimming pools and far exceeds the peak limit agreed to during the data center planning process." From the report: The details were revealed in a May 15, 2025 letter from the Fayette County water system to Quality Technology Services, which outlined the retroactive charge of $147,47…

Digg is relaunching again, this time as an AI-focused news aggregator rather than the Reddit-style community site it recently abandoned. TechCrunch reports: On Friday evening, the founder previewed a link to the newly redesigned Digg, which now looks nothing like a Reddit clone and more like the news aggregator it once was. This time around, the site is focused on ranking news -- specifically, AI news to start. In an email to beta testers, the company said the site's goal is to "track the most influential voices in a space" and to surface the news that's actually worth "paying attention to." AI is the area it's testing this idea with, but if successful, Digg will expand to include other top…

Nvidia's real AI moat isn't "a piece of hardware," writes Wired's Sheon Han. It's CUDA: a mature, deeply optimized software ecosystem that keeps machine-learning workloads tied to Nvidia GPUs. An anonymous reader quotes a report from Wired: What sounds like a chemical compound banned by the FDA may be the one true moat in AI. CUDA technically stands for Compute Unified Device Architecture, but much like laser or scuba, no one bothers to expand the acronym; we just say "KOO-duh." So what is this all-important treasure good for? If forced to give a one-word answer: parallelization. Here's a simple example. Let's say we task a machine with filling out a 9x9 multiplication table. Using a comput…

cURL creator Daniel Stenberg says Anthropic's hyped Mythos bug-hunting model found only one confirmed low-severity vulnerability in cURL, plus a few non-security bugs, after he expected a much longer list. He argues Mythos may be useful, but not meaningfully beyond other modern AI code-analysis tools. "My personal conclusion can however not end up with anything else than that the big hype around this model so far was primarily marketing," Stenberg said a blog post. "I see no evidence that this setup finds issues to any particular higher or more advanced degree than the other tools have done before Mythos." He went on to call Mythos "an amazingly successful marketing stunt for sure." The Reg…

GM is laying off about 500 to 600 salaried IT workers, mainly in Austin, Texas, and Warren, Michigan, as it restructures its technology organization and trims costs. "GM is transforming its Information Technology organization to better position the company for the future. As part of that work, we have made the difficult decision to eliminate certain roles globally. We are grateful for the contributions of the employees affected and are committed to supporting them through this transition," the automaker said in an emailed statement. CNBC reports: GM reported employing about 68,000 salaried workers globally as of the end of last year, including 47,000 white-collar employees in the U.S. Despi…

Apple says end-to-end encryption for RCS messages between iPhone and Android is now available in iOS 26.5, though the feature is still considered beta and depends on carrier support on both sides. MacRumors reports: Apple says that it worked with Google to lead a cross-industry effort to add E2EE to RCS. iOS users will need iOS 26.5, while Android users will need the latest version of Google Messages. End-to-end encryption is on by default, and there is a toggle for it in the Messages section of the Settings app. Encrypted messages are denoted with a small lock symbol. On iPhones not running iOS 26.5, RCS messages between iPhone and Android users do not have E2EE, but the new update will pu…

An anonymous reader quotes a report from 404 Media: Speaking to graduates of University of Central Florida's College of Arts and Humanities and Nicholson School of Communication and Media on May 8, commencement speaker Gloria Caulfield, vice president of strategic alliances at Tavistock Group, told graduating humanities students that AI is the "next industrial revolution," and was met with thousands of booing graduates. "And let's face it, change can be daunting. The rise of artificial intelligence is the next industrial revolution," Caulfield said. At that point, murmurs rippled through the crowd. Caulfield paused, and the crowd erupted into boos. "Oh, what happened?" Caulfield said, turni…

Google says it has seen the first evidence of cybercriminals using AI to create a zero-day vulnerability. "Google reported its findings to the unnamed firm affected by the vulnerability before releasing its report," reports Politico. "The company then issued a patch to fix the issue." From the report: Google Threat Intelligence Group researchers detailed the development in a report released Monday. Zero-day exploits are considered the most serious type of security flaw because they are not detected by security companies and have no known fixes. The report noted that this was the first time Google had seen evidence of AI being used to develop these vulnerabilities -- marking a major change i…

Apple now requires Education Store shoppers in the U.S. and several other countries to verify their student, educator, parent, or homeschool-teacher status through UNiDAYS, ending the previous honor-system approach. 9to5Mac reports: Starting today, Apple requires shoppers in the United States to complete verification when making a purchase via the Education Store. This change also applies to Australia, Hong Kong, Turkey, Canada, and Chile. In many other markets around the world, such as the UK, Apple already required verification. As a refresher, people eligible for Apple's Education Store include current and newly accepted college students and their parents, as well as faculty, staff, and …

Amazon looked behind in AI in the training era, but is well place in the inference era, thanks to its continued investment in the long-term.

One of the hard parts of moving from school to “the real world” is adjusting

to all the ways that school is artificial. It’s different from the real

world.I’ve been thinking about this because of questions I see young learners

commonly asking. Too often the questions are meaningless in the real world, and

even if you could get answers, the answers would use useless.How long does it take to learn Python? In school, learning is divided

into discrete labelled chunks. A class called “Beginning Python” might last four

months. Everyone in the class will be taught the same things at the same pace.

The objectives are laid out by the teacher, and at the end you will get a

grade.Outside of school, le…

Tim Cook had an extraordinary run — and impeccable timing, both in terms of when he became CEO, and when he is stepping down.

Еще новинки самого лучшего в мире менеджера рецептов

Как вы помните (не помните, конечно), я делаю самый удобный и продвинутый менеджер рецептов — recipe-scaler.ru.

С момента прошлого поста прошла неделя. За это время я в фоне поделал еще пару классных штук. 1. Список покупок

Сейчас можно и список покупок вести в общей приложухе. Синхронизация, оффлайн — все будет работать как привычно. Можно пошарить ссылкой или текстом для месенджера. Можно весь рецепт отправить в покупки.

Ну не кайф ли? Плюс одно приложение внутри приложения. 2. Расширение для Хрома

Телеграм у некоторых не работает, чтобы можно было сохранить рецепт я сделал расширение. Жмакаете, и рецепт отправляет в приложение.

Recipe …

Does Aggregation Theory survive in a world of constrained compute? Yes, insomuch as controlling demand will give power over supply.

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

.rst files, but it grew into a Sphinx extension that works without changing the

source files.It all started with a topic in the discussion forums: Should

not underline links, which argued that the underlining was distracting from

the text. Of course we did not remove underlines, they are important for

accessibility and for seeing that there are links at all.But I agreed that there were places in the docs that had too many links. In

particular, there are two kinds of link that are excessive:

Links within a section to the same section. These arise naturally when

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

Как вы помните (не помните, конечно), я делаю самый удобный и продвинутый менеджер рецептов — recipe-scaler.ru.

С момента прошлого поста прошло два месяца. За это время я в фоне поделал еще немного разных штук. 1. Раздел Discovery

Можно почитать чужие рецепты. Пока рецепты людей, но потом будут еще и коллекции, ищу где можно найти рецептов так, чтобы не нарушить сразу 100 миллионов авторских прав 2. Универсальный импорт

Импорт сильно прокачался. Сейчас можно импортировать что угодно: много рецептов за раз, много ссылок, рецепты из произвольного текста или файла произвольного формата. Можно даже импортировать рецепты из фотограф…

Рассуждаю, что важно учесть при разработке сложного софтверного продукта сейчас, чтобы он остался актуальным через год или два

Мир софта меняется и скоро поменяется совсем. Да, я про ИИ и ЛЛМ в частности. Многие компании не пережили прошлую мобильную революцию (вспомните про нокию). Я размышляю как нам пережить эту. Поэтому, я хочу поразмышлять, что значит «ии-нативные продукты».

Я говорю не про конкретные ии-фичи, не про пресловутого бота, который отвечает мимо и невпопад, а скорее про общее ощущение от продуктов. Я говорю про по сути набор нефункциональных требований, касающихся ИИ, которые могут быть применимы ко всем нашим продуктам. Как сделать продукт, который: будет актуальным в сред…

Apple has survived 50 years by being the only company integrating hardware and software; if the company loses because of AI it will be because the point of integration changes.

Я шарю скилл несколько раз, самое время кинуть в пост

Как делать дизайн с ЛЛМ, чтобы не было дефолтно и ИИшно: Не делать, делать руками

Кидать референсы

Дать скиллов Пост про опцию три. https://impeccable.style

Есть вот такой набор скиллов, в нем разные вещи, чтобы делать дизайн и верстку: Аудит того, что есть и критика

Есть работа с текстом

Есть работа с визуалкой На промостранице есть объяснения, начните с них.

Это не серебрянная пуля, по начать, например, можно с этого. https://developers.openai.com/blog/designing-delightful-frontends-with-gpt-5-4/

Скилл и объяснение от опенаи

Human.json is a new

idea for asserting that a site is authored by a person, and for vouching for

other sites’ authorship. I’ve added one to this site.It’s a fun idea, and I’ve joined in, but to be honest, I have some concerns.

When I made my human.json file, I looked through my browser history, and saw a

number of sites that were clearly personal sites that I liked. But if I list

one, am I claiming to know that there is no AI content on that site? I can’t

know that for sure.I haven’t let this stop me from adding my own

/human.json, and I’ll be interested to see what

comes of it.Human.json isn’t a new idea. There have been a number of attempts to add

structured data to web pages:

tags are a…

Agents are fundamentally changing the shape of demand for compute, both in terms of how they work and in terms of who will use them. They're so compelling that I no longer believe we're in a bubble.

Anthropic is in a standoff with the Department of War; while the company's concerns are legitimate, it position is intolerable and misaligned with reality.

Pytest’s parametrize is a great feature for writing tests without repeating

yourself needlessly. (If you haven’t seen it before, read

Starting with pytest’s parametrize first).

When the data gets complex, it can help to use functions to build the

data parameters.I’ve been working on a project

involving multi-line data, and the parameterized test data was getting

awkward to create and maintain. I created helper functions to make it nicer.

The actual project is a bit gnarly, so I’ll use a simpler example to

demonstrate.Here’s a function that takes a multi-line string and returns two numbers,

the lengths of the shortest and longest non-blank lines:def non_blanks(text: str) -> tuple[int, int]: …

Игра, чтобы выучить свой район

Как ведь бывает, переехал в новый район, а там все улицы незнакомые. Как вот их учить?

Сделал игру: Случайный положительный эффект: можно легко сравнить масштаб городов, понять, что Садовое в Москве — это от Фонтанки с заходом на начало Васьки и Петроградки.

Thick clients were the dominant form of device throughout the PC and mobile era; in an AI world, however, thin clients make much more sense.

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

text editor.I’ve long used cog to build documentation and HTML

presentations. Cog interpolates text from elsewhere, like source code or

execution output. Often I don’t want the full source file or all of the lines of

output. I want to be able to choose the lines, and sometimes I need to tweak the

lines with a regex to get the results I want.Long ago I wrote my own ad-hoc function to include a

file and over the years it had grown “organically”, to use a positive word. It

had become baroque and confusing. Worse, it still didn’t do all the things I

needed.The old function has 16 arg…

Microsoft got hammered on Wall Street for capacity allocation decisions that were the right ones: the software that wins will use AI to usurp other software.

Давным давно я как-то работал в Крупной Немецкой Компании. Хороший добротный IT-корпорат, всё как по книжке, со своими плюсами-минусами, многим такое нравится.

If hyperscalers and chip companies don't build up a TSMC competitor they are set to forego billions of dollars in revenue and stunt the AI revolution.

На пост меня натолкнула рабочая ситуация: Я написал (будем честны, попросил ллм написать) один скрипт, и некоторые коллеги прореагировали «о, давно о таком мечтаю». И у меня в голове щелкнуло.

Когда я сейчас написал про один промт, я не утрировал, это был реально один промт.

Сейчас простые задачи решаются ллмками достаточно хорошо. Ядро линукса они все еще не напишут, но пропарсить все ресурсные файлы проекта, сгруппировать одинаковые строчки и дать к ним мгновенный поиск — это задача на один промт. И все, что удерживает людей сейчас, от того, что некоторая часть их задач начнет быть проще — рефлексия. Все что нужно — остановиться, и заметить момент «ага, я тут хочу упрощение, которое возмо…

Two testing-related things I found recently.Unified exception testingKacper Borucki blogged about parameterizing exception

testing, and linked to pytest docs and a

StackOverflow answer with similar approaches.The common way to test exceptions is to use

pytest.raises as a context manager, and have

separate tests for the cases that succeed and those that fail. Instead, this

approach lets you unify them.I tweaked it to this, which I think reads nicely:from contextlib import nullcontext as produces import pytest

from pytest import raises @pytest.mark.parametrize( "example_input, result", [ (3, produces(2)), (2, produces(3)), (1, produces(6)), (0, raises(ZeroDivisionError)), ("Hello", raises(Typ…

Я задал один и тот же промт нескольким моделям и вот что вышло

Промт

Прочитай @/llm/PRD.md и сверстай статическую html-страницу about. Укажи в ней все преимущества, придумай как их проиллюстрировать, используй модный современный дизайн Сохрани в файл about-page/{model-name}.html Ориентируйся только на prd, не используй about-страницу.Эксперимент проведен в декабре 2025-январе 2026. Использовался openrouter или облака ллммок. В скриншотах могут быть небольшие артефакты, скриншоты снимал плейрайт, он не умеет в стики-позиции.

Для сравнения дизайн кожаного мешка (меня): https://recipe-scaler.ru/#/about

Gemini 3 pro Grok code fast 1 Minimax 2.1 Minimax 2.1 Minimax 2.1 Minimax 2.1

Тут я просил ш…

Клод код (Claude Code) заботится обо мне и показывает команды на согласования, к сожалению, он делает это без уважения плохо.

Посмотрите на этот апрув: Выполняет трехстрочную шелл-команду с вложенными конструкциями: циклы, условия. Если там где-то будет какая-то ошибка, я её просто не замечу.

Я не специально выбирал, что скриншотить, они все такие: У меня остается два варианта: Как мартышка жать и жать на кнопку «Approve». В итоге вырабатывается привычка, которая не даст мне себя защититить в опасной ситуации. См. принцип «подтверждения не работают».

Один раз апрувнуть тоже не выйдет, потому что эта конкретная трехэтажная команда вряд ли когда-нибудь появится.

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

Сейчас можно шарить не только рецепты как одну штуку, но и всю коллекцию.

Или выборочно, или прибранные рецепты (с рецептом и фоткой), или вообще все-все-все

https://recipe-scaler.ru/#/public/@/mike.ozornin Интеграция с ИИ-иссистентом

Можно через MCP подключиться к своему ассистенту. У кого-то клод, у кого-то курсор. Пока подглючивает чуток. Но смотрите, какая красота:

The first live sporting event was broadcast in the Vision Pro, and it's a big disappointment. The experience could be amazing, but Apple actively ruins it.

Делал большую фичу, попросил ревью у ИИ. Попросил найти важные моменты во всех областях: безопасность, логика, деплой, производительность и прочее, и прочее.

Опус 4.5 (лучшая на сейчас ЛЛМ в мире) написал: Критикал sql-инъекция. Как оказалось: пользователь сам себе после всех входов и разрешений на свой же запрос получит чуть больше своих же результатов. Опус не написал: Конфиг nginx забыли поправить и ничего не будет работать в целом.

Сервис-воркер (фоновый код в браузерном приложении) блокировал работу новой вещи, перехватывая все обращения на себя.

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

AI might replace all of the jobs; that's only a problem if you think that humans will care, but if they care, they will create new jobs.

This morning I shared a link to this site, and the recipient said, “it looks

like a file.” I thought they meant the page was all black and white with no

color. No, they were talking about the URL, which ended with “.html”.This site started almost 24 years ago as

a static site: a pile of .html files created on my machine and uploaded to the

server. The URLs naturally had .html extensions. It was common in web sites of

the time.Over the years, the technology has changed. In 2008, it was still a static

site on the host, but produced with

Django running locally. In 2021, it became a

real Django site on the host.Through all these changes, the URLs remained the same—they still had

the old-fashion…

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Waitlist: https://lift-app.ai/android-waitlist Two prior posts here if you want the context: • Original feedback thread: https://www.reddit.com/r/SideProject/comments/1rx8abg/ • What we shipped from that feedback (Olympic phase breakdown, real-time coaching cues, Lift Quality Score): https://www.reddit.com/r/SideProject/comments/1sm5fhq/ Quick recap for new readers: Lift App is an iOS app for lifters focused on performance — strength and power. From a phone video it tracks bar path, mean and peak velocity, velocity loss, sticking-point speed, power output, phase-by-phase rep mechanics, 1RM progression, and vertical jump. Built for powerlifters, weightlifters, and athletes chasing numbers. F…

I've been coding for a decade now. And somehow all of that time went into building stuff for other people - shipping their features, solving their problems. None of it was ever mine. It's not like I couldn't build something. I just never did. Either the idea wasn't big enough, the timing wasn't right or someone else already made it - you know how it goes. A few weeks ago I was debugging an issue in Framer and wasted a good 20 minutes trying to find one z-index value. Stupid small problem. But this time instead of just moving on I thought, why don't I build this? So I finally did! It's a plugin that scans your whole Framer project and gives you every z-index value in one sorted list. Click a…

I got tired of paying for recipe apps that still made saving recipes weirdly annoying, so I spent the last few months building my own instead. It’s called FORK’D. Originally I tried apps like ReciMe and a few others because my recipe collection was becoming an actual disaster. TikTok bookmarks, screenshots, random Notes app dumps, Instagram captions, half-saved YouTube links, etc. But every time I wanted to save something, it still somehow turned into work. So I built a web app around my exact cooking flow. Now I can throw basically anything recipe-related into it and it turns it into a clean recipe I can actually cook from later and, most importantly, share with my friends and family. TikT…

Title: Building multiple apps made me realize email is becoming the real bottleneck As I started building and managing multiple products, I realized email slowly became one of the biggest operational headaches. Important conversations kept getting buried across different inboxes: leads demo requests support emails partnerships customer feedback I tried using labels, filters, shared inboxes, and existing mail apps, but nothing really felt built for founders managing multiple products. So I started building kaname.email The focus is less on “another inbox app” and more on helping surface high-value conversations quickly across multiple accounts, without constantly checking every inbox manuall…

Hey r/SideProject, After a year of frustration not being able to use Otter/Fireflies due to my company's compliance rules, I built Scripta — a macOS app that transcribes meetings entirely offline. Stack: - whisper.cpp (Metal GPU) for mic transcription - Apple SFSpeechRecognizer for system audio (Teams/Zoom/Meet) - Local Ollama for AI summaries and chat - SwiftUI for the UI The interesting part was the dual-channel design — running two SFSpeechRecognizer instances doesn't work (Apple silently rejects parallel recognition), so I split it: whisper.cpp for mic, SFSpeech for system audio. 100% open source (MIT), no signup, no telemetry. GitHub: https://github.com/thehwang/Scripta Install: curl -…

I'm building a Dutch interactive AI storytelling website. Users pick a scenario, take a role, and the story unfolds through chat. The content leans into romance and erotica, and that's where everything got complicated. I want to share what I ran into, because it wasn't as easy as I thought 😉 Payment processing: the wall nobody warns you about I assumed I'd plug in Stripe or Mollie (popular Dutch processor) and go. Every single mainstream payment processor prohibits adult digital content. Not just explicit porn. Even "lightly erotic" content with any nudity triggers their policies. Stripe prohibits "mature audience content depicting nudity." Mollie prohibits "any digital sexual or pornograph…

honest update on my react-native+expo kit: first month: 276 visitors, 0 sales last 30 days: 54 visitors, 0 sales what happened: took 2 weeks off and before that I also dropped most of my engagement on X and Reddit (it's just not my thing) and focus on building another product on top of the first one. what I did in the meantime: NestJS backend + database almost done. will bundle it with the kit been building a new project on top of it (not ready to share yet) 2 weeks vacation the silence is real but I'm not stopping. Typevera backend ships after the new app ships. submitted by /u/zepipes [link] [comments]

I built reelpluck.com because I was tired of Instagram downloader sites that are packed with pop-ups, shady redirects, fake buttons, and malware-looking ads. The idea was to make something simple: paste an Instagram link, download the video/photo/reel/story, and leave. It doesn’t require login or installation, and it’s privacy-first. Downloaded files are automatically deleted from the server after 1 hour, and nothing is stored long-term. The app also keeps your latest downloads available in your browser session for up to 1 hour, so you can quickly access them again without having to reprocess the same links. If there’s interest, I’m also considering adding support for other platforms in the…

Two weeks ago I read a study that said people speak about 3x faster than they type. One of those things you've sort of always known but never actually sat with. So I started looking at voice-to-text apps. Wispr Flow is the obvious pick and it's genuinely good. But $15/month forever for something I'd mostly use to dictate prompts to an LLM felt like a personal insult. I already pay for too many subscriptions. So instead of doing the rational thing (paying $15), I spent two weeks of evenings rebuilding it. The math obviously doesn't work. But yeah.... What it is A menu bar app for macOS. You hold a hotkey, talk, release, and the transcribed + polished text gets pasted wherever your cursor is.…

Ultra-efficient 1.3B vision-language model for mobile Discussion | Link

Write in your own voice with a muse to inspire you Discussion | Link

Audit your site for the AI search era. 100% Open Source Discussion | Link

Turn credit into tradable risk Discussion | Link

Ambient agent activity in your notch Discussion | Link

Voice transcription lives in the Mac notch Discussion | Link

Instant private universal file sharing Discussion | Link

Serious security before public exposure Discussion | Link

Local predictive memory for AI agents Discussion | Link

Screen recording with AI-powered editing for Mac Discussion | Link

Satisfying mechanical keyboard sounds, now on Windows Discussion | Link

Publish agent-generated HTML behind company auth Discussion | Link

Keep your tab groups safe, searchable, and restorable Discussion | Link

A pad-based visual performance instrument for Apple products Discussion | Link

The website builder that can copy any design on the web Discussion | Link

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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It is positioned as a curated intelligence layer for Africa’s startup ecosystem.

Although Africa’s startup ecosystem is attracting increasing regional and international attention, many startups, founders, ecosystem builders, and innovations emerging across the continent still do not receive the visibility they deserve.

Our goal is to do the same for Africa’s startup ecosystem, but in a way that reflects the continent’s diversity, challenges, and potential.

“Alongside daily news coverage, the platform will also report on investor profiles, the VC landscape, and the innovation shaping Africa’s startup ecosystem.

One such platform is the Global Startup Awards (GSA), the world’s largest indepen…

Adfin, a London-based FinTech startup building the agentic money movement platform for businesses, has raised €15.3 million ($18 million) in Series A funding to expand its product into end-to-end cashflow management, step up hiring across engineering and sales, and prepare for international expansion.

The investment brings Adfin’s total funding to more than €25.5 million ($30 million) in less than two years.

Money movement isn’t admin, it’s the bloodstream of every company.

It enables businesses to get paid faster and at lower cost, across all payment methods and communication channels.

Julia André, Partner at Index Ventures, said, “Index backs founders who have the rare ability to obsess o…

Founded in 2024 by Gabriella Hachem and Nim Cheema, Dessn is an AI design-in-production platform that lets product teams design, prototype, and explore directly inside their real codebase.

Dessn brings users into the real thing – your actual app, your actual components, your actual design system – and lets designers and product managers (PMs) prototype directly on top of it.

The gap is where most product teams lose time, fidelity, and good ideas, notes Dessn.

Instead of starting in a design tool and trying to translate back into code, Dessn starts from the codebase and builds a design environment around it.

Once Dessn can render your components and design system, every possible version of y…

Ditto, a Rotterdam-based HealthTech startup that has developed a free app that translates complex medical information into plain language, has raised €7.6 million for its European rollout.

The company states that conversations with doctors are often brief, and when difficult news is delivered, part of the brain shuts down.

The company states that with the Ditto app, patients gain greater control, clarity and a better grasp of their care journey, while healthcare professionals spend less time on repetition and follow-up questions.

The patient records the consultation using the Ditto app or takes a photo of a letter from their doctor.

“Your health information never leaves your phone unless yo…

Holmes, a technology startup automating software testing in the AI era, has launched with a €1.1 million pre-Seed funding round.

But whether the product actually works the way users expect is a different story.

The company is built for teams shipping at AI speed, and claims that it catches problems before they reach users.

That’s the moment we built Holmes for,” said Robbrecht Delrue, co-founder of Holmes.

Rather than relying on engineers to manually write and update tests, Holmes learns how a product works and how people use it.

London’s AI infrastructure hyperscaler titan Nscale has announced an additional €670 million ($790 million) in financing to reinforce the continued development of the AI data centre in Narvik, Norway; reportedly the largest AI infrastructure project in the country.

The committed financing includes an additional €670 million ($790 million) uncommitted accordion feature to fund a further 115MW expansion at the Narvik AI data centre.

Sector analysis shows a broad funding flow into AI infrastructure and adjacent enabling technologies.

Italy: CamGraPhIC received €211 million in state-backed funding approval to develop optical interconnect technology for advanced computing, AI data centres and HP…

To find out more we spoke with Jim Norton, Co-founder and Editorial Director at Ever Wondered.

We saw there was a need for former tech journalists to show them how to tell their story, and help them sell it.“The firm launches into a communications market already filled with agencies, consultants, and former journalists.

Jim adds: “AI means it’s far easier to build something incredible, so the marketplace is busier than ever.

For founders trying to pitch journalists, Jim says one of the most common mistakes is confusing company process with reader relevance.

Michelle Kuepper, Head of Communications at Redalpine, said: “Sam and Jim’s background as top tech journalists gives them a real edge i…

Fifth Dimension, a London-based startup offering decision intelligence for real-assets investors and managers, has raised €22 million ($26 million) in a Series A round.

Firms that move now will define competitive advantage for the next decade,” said Dr Kate Jarvis, CEO and co-founder of Fifth Dimension.

According to the company, generic AI tools and internal builds have largely failed institutional real assets operators.

It will also be used for continued product development, team growth, and expansion to more institutional operators across real assets worldwide.

Firms including BXP, Realty Income, Peachtree Group and Madison International Realty have centralised their portfolio intelligenc…

The Pitch Competition received over 1,600 applications from some of the most promising early-stage startups in Europe.

This ensures that the startups’ business plan will be reviewed by the Techstars investment team and the most relevant program managing director.

This ensures that the startups’ business plan will be reviewed by the Techstars investment team and the most relevant program managing director.

Up to €100k in Cloud Credits from IONOS to support your startups’ hosting and scaling needs with a trusted European cloud provider.

The IONOS Cloud Start-up Program provides young companies with up to €100,000 in cloud credits for up to five years after their founding.

Algorithmiq, a quantum software company, has raised €18 million in funding and moved its global headquarters from Helsinki to Milan.

Our quantum software makes quantum computers actually useful, and we’re delighted to be taking that message global from our new headquarters in Milan.

Algorithmiq is the software counterpart to the top quantum hardware companies, collaborating with Google, IBM, Microsoft, AWS, Rigetti, Cleveland Clinic, and CERN.

From Italy, Algorithmiq also plans to expand its rapidly growing team and leverage the region’s growing strategic focus on quantum.

In 2025, Algorithmiq also became the first company globally to achieve quantum advantage for a useful scientific proble…

Cellply, a Bologna-based DeepTech startup developing analytical tools enabling a deep characterisation of cancer immunotherapies, cell therapies and cell-based biotherapeutics, has completed the largest portion of its latest funding round, securing €7.15 million to date.

Its flagship product is called VivaCyte®, an analytical system for the discovery and process development of cell therapies.

With this, the company aims to deliver high precision in cell potency assessment while streamlining batch release.

Alongside the funding, Cellply has also added Miro Venturi to its Board of Directors.

Today, Cellply concentrates on advancing research and development in cell therapies.

NanoStruct, a Würzburg-based startup offering an analysis platform for the rapid identification of harmful bacteria in food, has closed a Seed funding round of €2.6 million to enable pilot projects in the food analysis market, the development of a structured sales organisation, and team expansion.

The company aims to make food safer by rapidly, easily, and securely detecting pathogenic bacteria.

It develops nanostructured sensor chips for the rapid identification of dangerous pathogens in food.

As a result, demand for faster and automated analysis from food manufacturers and testing laboratories is high.

Dr Stephan Ruck, Investment Analyst at HTGF, said, “The technological breakthrough Nano…

Jon Sigvert, co-founder and CEO of Reel, said, “Renewable energy is Europe’s path to energy independence – but only if the economics work for everyone.

We’ve helped Danish businesses and energy producers keep renewable energy profitable and predictable.

“Reel gives businesses predictable electricity costs and energy producers better returns on their renewable energy assets.

Reel is scaling in Germany, Europe’s largest energy market, where it already balances renewable energy projects for producers, including Blue Elephant Energy and greenwind.

Reel has built something rare: a model that makes renewable energy profitable for producers, predictable for businesses, and manageable for the grid.

Kohort, a London-based mobile gaming analytics, forecasting, and UA optimisation company, has closed its €5.9 million ($7 million) Series A funding round to build user acquisition (UA) agents for mobile game studios.

User acquisition is one of the most critical and difficult operations for a mobile gaming studio.

Founded in 2018, Kohort is a mobile gaming analytics, forecasting, and UA optimisation company with an ML-based predictive analytics platform built for decision-makers in the gaming and consumer sectors.

It helps mobile game studios, operators, finance teams, and investors optimise user acquisition spend and perform M&A due diligence, using machine learning and cohort-based forecas…

The CEO of Sweden-based healthtech startup Tandem Health said it is “very difficult” for US competitors to compete against Tandem Health in Europe, amid a push from European healthcare providers to work with European businesses.

Speaking on the Tech.eu podcast, Lukas Saari, Tandem co-founder, said: “We have very much taken the full European focus, we are a full-on European company.

Tandem, which is powered by LLMs, offers clinicians an AI co-pilot that generates medical notes during patient consultations.

In July last year, Tandem raised $50 million in a Series A round after a $10m seed round in 2024.

Elsewhere in the podcast, Saari discusses Tandem’s use of LLMs, the possible threat from A…

Ventory, the inventory management platform connecting enterprise ERP systems with field operations, has raised €2.65 million in a funding round led by KBC Securities, with participation from existing investors Finindus, Matterwave and delaware.

Founded by Vishal Punamiya, Ventory develops software designed to help organisations manage inventory across field operations, including service vans, depots, consignment stock and customer sites.

The company says its platform replaces manual and disconnected inventory processes often managed through spreadsheets, paper-based workflows and fragmented tools.

The platform integrates natively with SAP, Oracle, Microsoft Dynamics 365 Business Central and…

Ghent-based Holmes, a technology company focused on reinventing software quality assurance for the AI era, has launched with €1.1 million in pre-seed funding.

Founded by Robin Praet, Robbrecht Delrue, and Sofie Buyse, Holmes is building an autonomous quality assurance (QA) platform designed for software teams operating at AI development speed.

Holmes was built to automate that process and allow teams to continue shipping products with greater confidence,said Sofie Buyse, Product Manager at Holmes.

Robbrecht Delrue, co-founder of Holmes, noted that most software companies do not invest heavily in QA teams early on.

However, as products and development teams scale, manual testing increasingly…

Italian construction technology startup Pillar has raised €12 million in a seed funding round led by Earlybird Venture Capital and Base10 Partners, with participation from Italian Founders Fund.

Founded in 2025, Pillar is building a software platform designed to modernise construction operations and financial management.

The company provides contractors with an AI-powered operating system that automates administrative and back-office processes, including quote generation, margin tracking, workforce management, and reporting while projects are underway.

We are building the default operating system this industry depends on, in Italy, in Europe, and everywhere construction still operates in ch…

Dutch healthtech startup Ditto has raised €7.6 million to support its European expansion and further develop its AI-powered patient communication platform.

The company aims to address a common challenge in healthcare communication: many patients leave medical consultations without fully understanding or remembering what was discussed.

Using AI, Ditto generates summaries that can be revisited later and translated into simplified language or other languages, including English, Turkish, and Arabic.

The company says the platform is designed not only to improve patient understanding and engagement but also to reduce repetitive follow-up questions and administrative pressure on healthcare profess…

White Circle, the enterprise AI governance company helping organisations monitor, protect and improve AI systems in real time, has raised $11 million in seed funding from a group of prominent AI and technology leaders.

White Circle helps companies test, protect, observe and optimise AI systems through a single API.

Denis Shilov, founder and CEO of White Circle, said the rapid pace of AI development is outstripping existing governance frameworks.

Companies are increasingly relying on AI systems in areas that directly impact people, from healthcare and finance to hiring and security.

At the same time, AI development has become significantly more accessible, making oversight more difficult.

Cambridge-based biotech startup Tolemy Bio has raised €1.4 million in pre-seed funding to advance its AI-enabled technology for cell biology research and biopharma development.

The company is focused on a longstanding challenge within biopharma and cell biology: while living cells are central to areas such as cell therapies and therapeutic proteins, experimental workflows remain highly manual and fragmented.

Alex Ward, co-founder and CEO of Tolemy Bio, said the company was founded to address the difficulties researchers face in interpreting and reproducing complex cell biology experiments.

Our platform, Orbit, is designed to connect experimental data with AI models,” said Ward.

“Our goal is…

Breathwork platform Regulate has closed a €1.4M Seed round.

According to van Woerkum, breathwork is a proven way to shift from stress to clarity in real time.

As pressures mount and AI raises the bar for what organisations can produce, expectations on professionals have never been higher.

Breathwork has a direct, measurable effect on how people think and perform under pressure and Regulate has built the right product to bring that into the workplace.

Regulate improves how people perform and how they feel, allowing them to thrive in a fast-changing work environment.

London-based fintech Adfin has raised $18 million in Series A funding to expand its AI-powered money movement and cashflow management platform for businesses.

The round was led by Index Ventures, with participation from Visionaries Club and new investors Stéphane Kurgan and Andrey Khusid.

The investment brings Adfin’s total funding to more than $30 million, less than two years after the company’s launch.

Founded to address inefficiencies in business payments and cashflow operations, Adfin is building what it describes as an “agentic” finance platform designed to automate how companies manage invoices, payments, and cash movement.

Adfin combines proprietary payment infrastructure with AI-dri…

Nscale, the UK AI infrastructure startup backed by Nvidia, has secured a fresh $790m in debt financing geared towards the development of an AI data centre in Norway, where OpenAI had planned to house its ambitious Stargate Norway project.

The debt financing comes from Dutch multinational banks ABN AMRO, Norwegian bank DNB, along with Eksfin, Nordea, and SEB.

The funding will go towards the AI infrastructure buildout of Nscale's data centre in Narvik, northern Norway.

The data centre was previously earmarked to house OpenAI’s ambitious Stargate Norway AI data centre project.

Josh Payne, founder and CEO of Nscale said: “Together, these developments position Nscale at the forefront of global A…

This funding round brings Algorithmiq’s total funding to €36 million and represents Italy’s largest-ever venture capital investment in a quantum startup.

Algorithmiq develops quantum software that makes quantum computers useful, enabling breakthroughs in chemistry, materials science, and life sciences through physically meaningful, energy-efficient quantum computation.

With operations in Finland, the UK, Ireland and the US, Algorithmiq is led by CEO and and Co-Founder Dr Sabrina Maniscalco, CSO and Co-Founder Dr Guillermo García-Pérez, CTO and Co-Founder Dr Matteo Rossi and Lead Researcher and Co-Founder Dr Boris Sokolov.

Our quantum software makes quantum computers actually useful, and we’…

The co-founder of Danish digital bank Lunar is stepping down as CEO after more than ten years and is being replaced by a former Danske Bank and Saxo Bank executive.

Ken Villum Klausen, Lunar co-founder and CEO, who has led Luna since its founding in 2015, said the timing “feels right” to stand down.

Posting on LinkedIn, Klausen said: “Lunar has the strongest team in its history.

Chairman Jens Peter Leschly Neergaard said: "With Søren, Lunar gets a CEO with deep understanding of both the financial market and the regulatory requirements that come with running a modern bank.

Villum Klausen said crypto was “doing OK”.

Originally known for mobile development, Miquido has increasingly focused on AI-native software development, integrating generative AI and agentic AI workflows into enterprise environments.

From copilots to Agentic AIThe rise of large language models has already pushed software development through several distinct phases, according to Biernacki.

Initially, AI coding tools primarily functioned as copilots, helping developers autocomplete code and accelerate workflows within their IDEs.

He argues that helping enterprises navigate this increasingly complicated landscape represents one of the biggest emerging opportunities for software companies.

FormalFoundry.aiFormalFoundry.ai is an AI govern…

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

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

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

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

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

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

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

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

Four major European airports in Berlin, Brussels, Dublin, and London continue to have flight delays due to a cyberattack on Collins Aerospace, a provider of check-in systems.

A cyberattack targeting Collins Aerospace, a provider of airport check-in systems, sparked delays and disrupted flights across Europe over the weekend.

Dawn Capital’s latest partner, Shamillah Bankiya, stopped by Equity this week to talk about the European landscape and the biggest misconceptions Americans have about the European startup world.

Europe’s startup scene is having a moment, with European unicorns multiplying and American VCs setting up shop across the pond. But while European funding dominates the early stages, late-stage capital still flows primarily from the U.S. So what does this mean for European founders, and how is the continent carving out its own identity in […]

The companies want to launch the robotaxi services in Germany and the U.K. first, pending regulatory approval.