In interviews, in promotion packets, in design reviews: the engineer who overbuilds gets a compelling narrative, but the one who ships the simplest thing that works gets… nothing.

Engineer B gets a similar feature.

Nobody gets promoted for the complexity they avoided.

Anyone can add complexity.

If you’re an engineer, learn that simplicity needs to be made visible.

AI skeptics often argue that current AI systems shouldn’t be so human-like.

AI systems are human-like because that is the best way to build a capable AI system.

Instead, when you train a model on raw data, you get a “base model”, which is not very useful by itself.

The base model is a kind of mysterious gestalt of its training data.

This is why it’s surprisingly tricky to “just” change a language model’s personality or opinions: because you’re navigating through the near-infinite manifold of the base model.

Questions presentedHow does California’s Digital Age Assurance Act (AB-1043) apply to FOSS distributions, distro-operated package repositories and other stakeholders within the FOSS ecosystem?

The statute contains exceptions but are narrow and do not obviously exclude ordinary distro repositories.

A traditional FOSS distro does fit this.

Ordinary distro repositories and associated package-distribution services satisfy much of that language:They are publicly available.

Even if dynamic libraries and similar components fall outside “application”, ordinary distro repositories still distribute substantial numbers of packages that likely fall within the term.

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Burner accounts on social media sites can increasingly be analyzed to identify the pseudonymous users who post to them using AI in research that has far-reaching consequences for privacy on the Internet, researchers said.

Recall—that is, how many users were successfully deanonymized—was as high as 68 percent.

LLMs invalidate this assumption.”An overview of the pseudonymous stripping framework.

The researchers collected several datasets from public social media sites to test the techniques while preserving the privacy of the speakers.

A 2008 research paper showed that using what has come to be known as the Netflix prize attack, the list could identify users and ID their political affiliation…

Mac external displays for designers and developers, part 2Since writing about Mac external displays in 2016, not much has changed.

The Studio Display hits an incredibly important target, and it can now be the default choice for discerning Mac designers and developers.

Pixel density #macOS has been designed to be legible and usable with a pixel density of about 218PPI (pixels per inch) for “Retina” class desktop displays.

As far as I can tell, the Studio Display, Pro Display XDR, and LG 5K UltraFine all accept 10 bits per component.

The Pro Display XDR, 12.9-inch iPad Pro, 14-inch MacBook Pro, and 16-inch MacBook Pro all have local dimming.

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ResourcesThis page contains a collection of graphics programming and adjacent resources curated by our meetup attendees.

Check our curated beginner friendly resources.

See guide for adding resources.

Even though it is an OpenGL tutorial, it also teaches rendering techniques at the same time.

Edge-Avoiding À-Trous Wavelet Transform for fast Global Illumination Filtering (2010) Classic paper introducing a fast and simple filter for ray tracing denoising.

Resolves merge conflicts that Git can't by understanding code structure via tree-sitter.

Agent A adds a function, Agent B adds a different function to the same file, and Git halts everything for a human to intervene.

For each merge commit, we replay the merge with both Git and Weave, then compare against the human-authored result.

git merge will use weave automatically for configured file types.

How It Worksbase / \ ours theirs \ / weave merge

Dev & Deploy Loop Human-guided iteration across machinesA dev agent on your laptop writes and pushes code.

A deploy agent on your server pulls, deploys, and analyzes logs.

It sends errors and diagnostics back to the dev agent, who fixes and pushes again.

You nudge each agent when it's their turn — the feedback loop that used to take hours now takes minutes.

It also says only authorised employees can look at direct messages and only in certain situations, such as in response to a valid law enforcement request or a user report about harmful behaviour.

Marcus AI Claims DatasetGary Marcus is the most prolific AI skeptic on the internet.

He's more right than wrongAmong claims where the evidence is checkable:59.9% supported33.7% mixed6.4% contradictedThat's not the number most people expect from either side.

When Marcus points at a broken thing and says "that's broken," the evidence backs him up almost perfectly.

He writes more about the thing he's getting wrong.

"Supported" means "supported according to an LLM evaluating evidence available as of March 2026."

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To use the Mastodon web application, please enable JavaScript.

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

To use the Mastodon web application, please enable JavaScript.

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

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I shared this internally at Meta in response to a deluge of clout-chasing posts celebrating PMs landing prod diffs.

PMs shouldn’t waste time landing prod diffs at Meta scaleIf the feature is actually important, fix the system for prioritization (your real job) rather than circumventing it.

PMs landing prod features is generally snacking and mistaking motion for progress (flex on LinkedIn but don’t land any real prod impact).

Temporally flex unique resources : leverage unique talent that you have as a PM, e.g.

What should all PMs do in AI independent of coding?

There are “repairable” laptops, and then there are ThinkPad T-series laptops: the ones corporate IT buys by the pallet, images by the thousands, and expects to survive years of all-day use.

Easy access to the battery and a modular cooling system help round out the new T-Series repairability scores.

10/10 is Not the End10/10 is the highest repairability score we award, and the new T-series earns it.

The new T-Series perfect 10/10 score is a direct reflection of that trust and shared commitment.”Why the T-series Matters So MuchIf you want repairability to go mainstream, it has to show up where the volume is.

Instead, Lenovo just threw down a gauntlet by notching a 10/10 repairability score on…

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Talos went through a series of architecture evolutions.

We also initially had 10 instances of a neuron module with a massive port connecting directly to the maxpool outputs.

This is the architecture Talos ships with.

The moment maxpool computes a pooled value, it immediately multiplies it against all 10 neuron weights and accumulates directly into the neuron registers.

Cutting Resource Usage Further: Weights in ROMEven with a single CNN and maxpool instance, the fully connected layer weights were still a problem.

While Helsinki is among the smallest EU capitals, with a little under 690,000 residents, some 1.5 million people live in and commute throughout the metropolitan area.

The limits were enforced with 70 new speed cameras and a policing strategy based on the national “Vision Zero” policy, with the goal of achieving zero traffic injuries or deaths.

Data collected by Liikenneturva, Finland’s traffic safety entity, shows Helsinki’s traffic fatalities have been declining ever since.

European modelHelsinki’s authorities have spent the past five years trying to replicate the miracle they first achieved in 2019, when no pedestrians or cyclists were killed in automotive collisions.

Utriainen stressed t…

These Terms of Service are a legally binding contract between you and Zed regarding your use of the Service.

By accessing or using the Service, you (“You” or “Customer”) agree to these Terms of Service, the Data Processing Addendum (“DPA”), available upon request, and Zed’s Privacy Policy (collectively, the “Terms”).

During the Term, subject to Customer’s compliance with the terms of the Terms, Customer may access and use the Service only for Customer’s internal business purposes or for individuals, for personal non-commercial purposes, in accordance with the then-current version of Zed’s usage guidelines and standard technical documentation for the Service that Zed makes generally availabl…

I’ve arrived at a principle I call:Don’t make me talk to your chatbot.

When I want to talk to a chatbot, I have plenty of my own.

When we say bad communication, we mean bad for the purpose.

That could be an exception to the “Don’t make me talk to your chatbot” rule.

The simplest way to avoid making people talk to your chatbot is this two-step process:Figure out what you want to say Say itThat first figuring-out part is important.

- Barbara battles buffered streams When a future is ready to make progress, but it's not getting polled, I call that "snoozing".

Snoozing is when everything runs smoothly to idle, but some future that requested a wakeup still doesn't get polled.

-by-reference or buffered streams today.​ To be clear, snoozing a future can't deadlock e.g.

Instead, these streams hold pending futures internally, and they snooze those futures if anything else gets .await ed between calls to next .

Then cancelling the next future would drop the whole stream instead of snoozing it.

Questions presentedHow does California’s Digital Age Assurance Act (AB-1043) apply to FOSS distributions, distro-operated package repositories and other stakeholders within the FOSS ecosystem?

The statute contains exceptions but are narrow and do not obviously exclude ordinary distro repositories.

A traditional FOSS distro does fit this.

Ordinary distro repositories and associated package-distribution services satisfy much of that language:They are publicly available.

Even if dynamic libraries and similar components fall outside “application”, ordinary distro repositories still distribute substantial numbers of packages that likely fall within the term.

Loading...You are seeing this because the administrator of this website has set up Anubis to protect the server against the scourge of AI companies aggressively scraping websites.

Anubis uses a Proof-of-Work scheme in the vein of Hashcash, a proposed proof-of-work scheme for reducing email spam.

The idea is that at individual scales the additional load is ignorable, but at mass scraper levels it adds up and makes scraping much more expensive.

Please note that Anubis requires the use of modern JavaScript features that plugins like JShelter will disable.

Please disable JShelter or other such plugins for this domain.

Four months of Ruby Central moving Ruby backwardFrom the moment RubyGems was first created in 2004, Ruby Central provided governance without claiming ownership, to support the Ruby community.

Unfortunately, despite privately admitting their actions were wrong, Ruby Central has publicly continued to dig their hole deeper.

Ruby Central claims they had good reasons to unilaterally kick me out of the project, even though I don’t think their claims hold water.

It has been four months since we made that offer, and Ruby Central has not accepted.

Ruby Central might want to keep Ruby in the past, but we can work together to build Ruby a future.

state [ 2 ] ; } constructor ( id : string , state : [ string , number , T ] ) { this .

id = id ; this .

Now let’s look at state :get state ( ) { const state : State < T > = { } ; for ( const [ key , register ] of this .

entries ( ) ) { if ( register ) state [ key ] = register .

entries ( ) ) { if ( register ) state [ key ] = register .

attempting to detect smart glasses nearby and warn you.

⚠ DO NOT HARASS ANYONE AT ALL ⚠Nearby GlassesThe app, called Nearby Glasses, has one sole purpose: Look for smart glasses nearby and warn you.

This means, the app Nearby Glasses may notify you of smart glasses nearby when there might be in fact a VR headset of the same manufacturer or another product of that company’s breed.

It may also miss smart glasses nearby.

The app Nearby Glasses does not store any details about you or collects any information about you or your phone.

I apologize for the mouthful of a title in advance. "Claude Cycles" was a bit concise for my taste.

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You're using a suspiciously old browserYou're probably reading this page because you've attempted to access some part of my blog (Wandering Thoughts) or CSpace, the wiki thing it's part of.

Unfortunately you're using a browser version that my anti-crawler precautions consider suspicious, most often because it's too old (most often this applies to versions of Chrome).

Unfortunately, as of early 2025 there's a plague of high volume crawlers (apparently in part to gather data for LLM training) that use a variety of old browser user agents, especially Chrome user agents.

If this is in error and you're using a current version of your browser of choice, you can contact me at my current place at t…

In March 2024, Anthropic released Claude 3 Opus, which, according to Anthropic itself, pushed the frontier; now, new Anthropic releases routinely do that.

If we're in a "near-pessimistic" scenario, this could instead involve channeling our collective efforts towards AI safety research and halting AI progress in the meantime.

To enforce these standards, the state can sue AI companies for large penalties, even if no actual harm has occurred."

Thus, an independent agency lacking "firsthand experience developing frontier models" could not be relied on to prevent developers from causing critical harms.

Anthropic's positioning and focus on the culture make people move from other AGI and tech comp…

Rust zero-cost abstractions vs. SIMD February 18, 2026 • Xavier Denis (Engineer)We reduced the latency on a full-text search query from 220ms → 47ms by looking under the hood of Rust’s “zero-cost” iterators to find that they were silently preventing vectorization.

Our merge iterator just compares keys and moves the winning entry forward – relatively light work.

To try to find the hidden cost, let's look at a simplified Rust skeleton of one of the core parts of our merge iterator code.

Herein lies the hidden opportunity cost of Rust's zero-cost abstraction in our merge iterator.

2 d v1 , v4 , v1 add x8 , x8 , #64 cmp x8 , #1 , lsl #12 b.ne LBB11_4With this change, our scan benchmark (100,000…

In interviews, in promotion packets, in design reviews: the engineer who overbuilds gets a compelling narrative, but the one who ships the simplest thing that works gets… nothing.

Engineer B gets a similar feature.

Nobody gets promoted for the complexity they avoided.

Anyone can add complexity.

If you’re an engineer, learn that simplicity needs to be made visible.

Deprecate confusing APIs like “os.path.commonprefix()” Seth Larson @ 2026-02-27The os.path.commonprefix() function has been an API in the Python standard library for at least 35 years (since February 1991) and in that time has been confusing users and creating security issues, even in programs explicitly trying to mitigate vulnerabilities.

abspath ( target ) prefix = os .

abspath ( target ) prefix = os .

Serhiy noted that at the time, this was just one of three total uses of the os.path.commonprefix() function within the standard library and that the use was insecure.

abspath ( target ) prefix = os .

We’ll examine the historical development of maturity models like the Capability Maturity Model (CMM/CMMI), with a specific focus on the OWASP Software Assurance Maturity Model (SAMM), the Building Security In Maturity Model (BSIMM), the Cloud Native Computing Foundation (CNCF) Cloud Native Maturity Model (CNMM), and the Cloud Security Maturity Model (CSMM).

‍‍Capability Maturity Model Integration (CMM/CMMI)‍Capability Maturity Model Integration is a structured framework for assessing and improving an organization’s software development processes.

Reference: https://www.blackduck.com/services/security-program/bsimm-maturity-model.html‍CNCF Cloud Native Maturity Model (CNMM)‍The Cloud Native …

New featuresNew (hoot repl) module.

While not shipping in Hoot directly, initial support for using the Hoot REPL from Emacs has been added in the new geiser-hoot extension.

So far, there are two subcommands: hoot repl : Open a REPL running in Node.

hoot server : Conveniently launch the development web server in (hoot web-server) .

Added (hoot config) target-side module for accessing certain build-time constants (currently just the Hoot version string).

The Information:

Dario Amodei says Anthropic has a higher retention than OpenAI, emphasizing its “mission” as a way to reinforce staff loyalty and fend off competitors' offers — Anthropic CEO Dario Amodei on Tuesday touted the company's ability to fend off its competitors from recruiting its staff …

Joe Tidy / BBC:

TikTok won't add E2EE to DMs because it would prevent police and safety teams from reading messages if needed, saying it wants to protect young users from harm — TikTok will not introduce end-to-end encryption (E2EE) - the controversial privacy feature used by nearly all its rivals - arguing it makes users less safe.

Mike Masnick / Techdirt:

OpenAI's red lines within its DOD agreement are built upon legal language that the NSA has redefined over decades to permit the things they appear to prohibit — Within hours on Friday, the Pentagon blacklisted one AI company for refusing to drop its safety commitments on surveillance …

Jessica Hagen / MobiHealthNews:

KeyCare, a virtual care platform built on the Epic EHR, raised $27.4M led by HealthX Ventures, bringing its total funding to over $55M — The new funding brings the company's total raise to more than $55 million. — Global Investing — KeyCare, a virtual care platform built on the Epic EHR …

Andy Greenberg / Wired:

Google details Coruna, an exploit kit used to hijack iPhones via malicious websites; iVerify suggests it may have been originally built for the US government — A highly sophisticated set of iPhone hijacking techniques has likely infected tens of thousands of phones or more.

Tom Nugent / Sifted:

Self-driving software startup Oxa raised a $103M Series D, with $50M coming from the UK government's National Wealth Fund; Nvidia's NVentures also invested — Oxa develops self-driving software for industrial use cases, with customers including BP, DHL and Vantec

Financial Times:

Sources: the White House is debating whether to allow Tencent to maintain stakes in US and Finnish video game companies; Tencent holds a 28% stake in Epic Games — Chinese company's investments in ‘Fortnite’ creator Epic Games and other creators have faced long-running US security review

Samantha Subin / CNBC:

As experts warn about cyberattacks from Iran on the US, CISA is operating under a partial government shutdown and dealing with leadership changes — As the fighting in the Middle East roars on, cyber experts are increasingly warning of online attacks from Iran on U.S. businesses and infrastructure.

Jagmeet Singh / TechCrunch:

Junyang Lin, a tech lead on Alibaba's Qwen team, abruptly steps down; two other members of the Qwen team also leave — Alibaba's Qwen AI project has lost one of its most visible technical leaders just a day after the Chinese tech giant unveiled its new Qwen 3.5 open-weight small models.

Max A. Cherney / Reuters:

Intel says board chair Frank Yeary, who has served on the board since 2009, will retire after Intel's annual meeting in May and be replaced by Craig Barratt — Intel (INTC.O) said on Tuesday that board chair Frank Yeary plans to retire following the company's annual meeting in May and will be replaced by Craig Barratt.

Shirin Ghaffary / Bloomberg:

Sources: Anthropic recently surpassed $19B in run-rate revenue, up from $9B at the end of 2025 and roughly $14B a few weeks ago — Anthropic PBC is on track to generate annual revenue of almost $20 billion, a projection based on current performance, more than doubling its run rate from late last year …

Nikhilesh De / CoinDesk:

President Trump says the GENIUS Act is being “threatened and undermined” by banks, following their opposition to stablecoin yield payouts — U.S. President Donald Trump said in a post on Truth Social that the banking industry is trying to undermine the stablecoin bill he signed into law last year.

Ashley Capoot / CNBC:

In an all-hands meeting, Sam Altman said OpenAI does not “get to make operational decisions” regarding how its technology is used by the Department of Defense — OpenAI CEO Sam Altman told employees in an all-hands meeting on Tuesday that the company doesn't “get to make operational decisions” …

The Information:

Source: OpenAI is developing an alternative to GitHub; the project is nascent, and the decision came after OpenAI engineers experienced an increase in outages — OpenAI is developing an alternative to GitHub, Microsoft's popular code repository that lets software engineers store …

Stevie Bonifield / The Verge:

TikTok USDS says users “may temporarily experience lags in posting content” due to an issue at Oracle's Ashburn data center, the second Oracle outage in a month — TikTok users in the US may experience lag while trying to post content until the outage is resolved.

Katherine Hamilton / Wall Street Journal:

CrowdStrike reports Q4 revenue up 23% YoY to $1.31B, vs. $1.30B est., a profit of $38.7M, compared with a loss of $86.3M a year earlier — The cybersecurity company posted a profit of $38.7 million, or 15 cents a share, compared with a loss of $86.3 million, or 35 cents a share, a year earlier

Joseph Cox / 404 Media:

An internal DHS document shows CBP used location data sourced from the online ad industry to track phone locations; ICE has bought access to similar tools — An internal DHS document obtained by 404 Media shows for the first time CBP used location data sourced from the online advertising industry to track phone locations.

Todd Spangler / Variety:

Amazon tells users it is shutting down the Wondery podcast app and Wondery+ subscription service “in the coming months”; some shows will be available on Audible — Amazon is pulling the plug on the Wondery dedicated podcast app and subscription service.

Alexandra Bruell / Wall Street Journal:

Sources: Meta has signed a multiyear AI content licensing deal with News Corp worth $50M per year; the deal will run for at least three years — The multiyear pact gives Meta access to content for training and to retrieve information for users of its AI tools

Emma Roth / The Verge:

Google adds a feature to let users with a Pixel 8 and newer connect their device to an external monitor via USB-C for a “desktop-like multi-window experience” — The Pixel 8 and up will display a desktop-like experience when connected to an external monitor.

Catherine Perloff / The Information:

Sources: Amazon Publisher Services, which helps websites run ad auctions, is exploring offering technology to help other apps and sites sell ads in AI chatbots — Amazon is exploring offering technology to help other apps and sites sell ads in AI chatbots, according to two people who have talked to the company about its plans.

Berber Jin / Wall Street Journal:

All-hands: Sam Altman defended OpenAI's DOD deal, saying it was the right decision with “extremely difficult brand consequences and very negative” short-term PR — Startup's deal to do classified work with Defense Department drew backlash from staff and other AI researchers

Lauren Forristal / TechCrunch:

Anthropic says voice mode for Claude Code is now live for about 5% of users, with a broader rollout planned in the coming weeks — Anthropic is bringing Voice Mode to Claude Code, the company's AI coding assistant for developers. The launch of voice mode marks a significant step toward more hands-free …

Sandbox Protocol : Defines sandbox lifecycle management APIs and sandbox execution APIs so you can extend custom sandbox runtimes.

: Defines sandbox lifecycle management APIs and sandbox execution APIs so you can extend custom sandbox runtimes.

git clone https://github.com/alibaba/OpenSandbox.git cd OpenSandbox/server uv sync cp example.config.toml ~ /.sandbox.toml # Copy configuration file uv run python -m src.main # Start the service2.

Create a sandbox sandbox = await Sandbox .

Create a code interpreter interpreter = await CodeInterpreter .

/ \ yes no | | execute tools return text append results loop back -----------------> messages[] That's the minimal loop.

create ( model = MODEL , system = SYSTEM , messages = messages , tools = TOOLS , ) messages .

append ({ "role" : "user" , "content" : results })Every session layers one mechanism on top of this loop -- without changing the loop itself.

Cron -- the agent can schedule its own future tasks, executed automatically when the time comes.

claw0 is our companion teaching repo that deconstructs these mechanisms from scratch:claw agent = agent core + heartbeat + cron + IM chat + memory + soullearn-claude-code claw0 (agent runtime core: (proactive always-on assistant: loop, tools, pl…

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

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

Have you dreamed about having a cyber living being (cyber waifu, digital pet) or digital companion that could play with and talk to you?

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

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

This means calling the speech to text model repeatedly over time as a sentence is spoken.

The main steps involved are microphone capture, voice activity detection (to break a continuous stream of audio into sections of speech), speech to text, speaker identification, and intent recognition.

text } " ) transcriber .

start () # Loop through the audio data in chunks to simulate live streaming # from a microphone or other source.

log_output_text : If this is enabled then the results of the speech to text model will be logged to the console.

It hosts model checkpoints and scripts for training, evaluating, and deploying advanced whole-body controllers for humanoid robots.

In this repo, we will release SONIC's training code, deployment framework, model checkpoints, and teleoperation stack for data collection.

VR Whole-Body TeleoperationSONIC supports real-time whole-body teleoperation via PICO VR headset, enabling natural human-to-robot motion transfer for data collection and interactive control.

The NVIDIA Open Model License permits commercial use with attribution and requires compliance with NVIDIA's Trustworthy AI terms.

Decoupled WBCFor the Decoupled WBC used in GR00T N1.5 and N1.6 models, please refer to the Decoupled WBC do…

GitNexus lets you analyze it — because a knowledge graph tracks every relationship, not just descriptions.

CLI + MCP (recommended)The CLI indexes your repository and runs an MCP server that gives AI agents deep codebase awareness.

When an AI agent starts, the MCP server reads the registry and can serve any indexed repo.

name , r . confidence ORDER BY r . confidence DESCWiki GenerationGenerate LLM-powered documentation from your knowledge graph:# Requires an LLM API key (OPENAI_API_KEY, etc.)

gitnexus wiki # Use a custom model or provider gitnexus wiki --model gpt-4o gitnexus wiki --base-url https://api.anthropic.com/v1 # Force full regeneration gitnexus wiki --forceThe wiki generator reads …

Claude CodeClaude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows -- all through natural language commands.

Install Claude Code: MacOS/Linux (Recommended): curl -fsSL https://claude.ai/install.sh | bash Homebrew (MacOS/Linux): brew install --cask claude-code Windows (Recommended): irm https: // claude.ai / install.ps1 | iex WinGet (Windows): winget install Anthropic.ClaudeCode NPM (Deprecated): npm install -g @anthropic-ai/claude-code Navigate to your project directory and run claude .

PluginsThis repository includes several Claude Code plugins tha…

Accessing PentAGI from External NetworksBy default, PentAGI binds to 127.0.0.1 (localhost only) for security.

Podman Rootful ModeIf you're running Podman in rootful mode (with sudo), you can use the default configuration without modifications.

base_url } /api/v1/graphql" , json = { "query" : query , "variables" : { "provider" : provider , "input" : target } }, headers = self .

By setting LLM_SERVER_PROVIDER=moonshot , you can use the same provider configuration file for both direct API access and LiteLLM proxy access without modifications.

While typical agent workflows consume around 64K tokens, PentAGI uses 110K context size for safety margin and handling complex penetration testing scenar…

🦌 DeerFlow - 2.0DeerFlow (Deep Exploration and Efficient Research Flow) is an open-source super agent harness that orchestrates sub-agents, memory, and sandboxes to do almost anything — powered by extensible skills.

If you're looking for the original Deep Research framework, it's maintained on the 1.x branch — contributions there are still welcome.

From Deep Research to Super Agent HarnessDeerFlow started as a Deep Research framework — and the community ran with it.

The lead agent can spawn sub-agents on the fly — each with its own scoped context, tools, and termination conditions.

Regression coverage includes Docker sandbox mode detection and provisioner kubeconfig-path handling tests in b…

Development at the speed of light.

InstallationYou can run SpacetimeDB as a standalone database server via the spacetime CLI tool.

# Clone SpacetimeDB git clone https: // github.com / clockworklabs / SpacetimeDB # Build and install the CLI cd SpacetimeDB cargo build -- locked -- release - p spacetimedb - standalone - p spacetimedb - update - p spacetimedb - cli # Create directories $stdbDir = " $HOME \AppData\Local\SpacetimeDB " $stdbVersion = & " .\target\release\spacetimedb-cli " -- version | Select-String - Pattern ' spacetimedb tool version ([0-9.

# %USERPROFILE%\AppData\Local\SpacetimeDB # Set the current version spacetime version use $STDB_VERSIONYou can verify that the correct versio…

ElectrobunGet started with a templatenpx electrobun initWhat is Electrobun?

Electrobun aims to be a complete solution-in-a-box for building, updating, and shipping ultra fast, tiny, and cross-platform desktop applications written in Typescript.

Under the hood it uses bun to execute the main process and to bundle webview typescript, and has native bindings written in zig.

Project GoalsWrite typescript for the main process and webviews without having to think about it.

Isolation between main and webview processes with fast, typed, easy to implement RPC between them.

Claude Code Telegram BotA Telegram bot that gives you remote access to Claude Code.

PrerequisitesPython 3.11+ -- Download here-- Download here Claude Code CLI -- Install from here-- Install from here Telegram Bot Token -- Get one from @BotFather2.

Configurecp .env.example .env # Edit .env with your settings:Minimum required:TELEGRAM_BOT_TOKEN=1234567890:ABC-DEF1234ghIkl-zyx57W2v1u123ew11 TELEGRAM_BOT_USERNAME=my_claude_bot APPROVED_DIRECTORY=/Users/yourname/projects ALLOWED_USERS=123456789 # Your Telegram user ID4.

Authenticate on your server with gh auth login , then work with repos conversationally:You: List my repos related to monitoring Bot: [Claude runs gh repo list, shows results] You…

unwrap ( ) ; // Compute attention scores let attention = TopologicalAttention :: new ( Default :: default ( ) ) ; let scores = attention .

addEdge ( scan , filter ) ; // Apply attention const attention = new TopologicalAttention ( ) ; const scores = attention .

` ) ; // GNN embeddings const embeddings = await db .

; let embeddings = pipeline .

( "Landauer cost: {:.2e} J" , cost ) ; SIMD Pattern Retrieval use exo_manifold :: { ManifoldEngine , cosine_similarity_simd , batch_distances } ; // 54x faster similarity search let query = vec !

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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.

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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!

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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.

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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.

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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.

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.

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

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Changelog News!

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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.

At an unbeatable price.

Squarespace – A website makes it real!

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

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.

Squarespace – A website makes it real!

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

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.

It’s like, I don’t know if you’re a golfer, Tim, but that’s what golf folks say as well.

And golf tech, like any tech, is just limitless really what they can fine tune and dial in.

I’m being facetious, but you know, golf rounds aren’t cheap, golf trips with friends aren’t cheap, golf clubs are not cheap.

And so that today is my TrueNAS box.

I kind of want my TrueNAS box to do everything.

I don't know about you, but I receive more spam and scam messages on my phone each day than I do legitimate messages from friends and family.

But sometimes, the messages are so carefully crafted that it's not always easy to discern if a message is a scam.

So, what do you do when you're faced with a message you're not sure about?

Also: How to use Circle to Search on Android (and what models support it now)When in doubt, why not?

When Circle to Search tags a message as a scam, report it and delete it.

Based on Debian and sporting the OpenBox desktop, BunsenLabs feels to me like a combination of Bodhi Linux and Ubuntu.

On the BunsenLabs desktop, you have a vertical panel with a desktop menu that smacks of Ubuntu, a green theme, and a right-click desktop menu a la Bodhi Linux.

A community-driven Linux distribution, BunsenLabs is the successor to CrunchBang Linux, a popular lightweight distro that faded far too fast.

Omega Linux can make it feel new again - here's howBunsenLabs Carbon is a mishmash of Linux desktop components, which shines through when you go to customize the desktop.

Also: The best Linux distros for beginnersPersonally, I love a good desktop customization, so BunsenLabs Ca…

Unlike last year, Google's latest affordable Pixel 10a is closer to its predecessor than the base flagship model, the Pixel 10.

The Pixel 10a doesn't compete with the Pixel 10 the way the 9a did with the 9.

Despite its modest improvements, the Pixel 10a remains a solid option under $500 and even beats the Pixel 10 in some areas.

You should buy the Google Pixel 10a if…Kerry Wan/ZDNET1.

Also: Google Pixel 10a vs. Pixel 9a: How much of an upgrade is the new affordable phone?

Over-the-air TV antennas give you access to local news, sports, and entertainment channels for free, making them a great alternative to streaming services.

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

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

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

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

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

Security and privacy are the big selling points of Motorola's GrapheneOS phones.

For those folks, alternative operating systems -- such as e/OS, the Free Software Foundation (FSF) LibrePhone, and the GrapheneOS Foundation's GrapheneOS -- are attractive options.

GrapheneOS runs most Google Play appsThe operating system includes other open-source programs, like the security-hardened Vanadium browser.

If you'd rather wait for a new, official GrapheneOS phone, Motorola and GrapheneOS will co-develop hardware that meets strict standards, such as memory tagging and multi-year updates.

The company describes the GrapheneOS partnership as an "added new era of smartphone security," not a platform swi…

The March Pixel Drop is here, and while it's bringing some new features to Pixel phones and watches, the biggest updates are coming to every Android device.

Share your live location in MessagesProbably the most useful updates are coming to Android in general and center around location.

Never leave your phone behindPixel Watch is getting two significant upgrades, including one that makes sure you never leave your phone behind.

Also: 4 Google Pixel phone tricks every user should know8.

Express PayAdditionally, your Pixel Watch now has Express Pay, which allows you to pay by just turning and tapping your Pixel Watch to a retail terminal without needing to open the Wallet app.

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

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

This helps support our work, but does not affect what we cover or how, and it does not affect the price you pay.

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

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

ZDNET's key takeawaysIf your Linux machine's boot is slow, try this tool.

At some point, you might get curious as to what's slowing down the boot time of your Linux machine.

systemd-analyzeThe tool in question is a part of the systemd init system, and it's called systemd-analyze.

The systemd-analyze tool is handy to have around.

With it, you can begin to troubleshoot issues that cause your system to boot more slowly than expected.

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

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

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

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

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

I remember when 1TB microSD cards were considered moonshot technology, complete with moonshot price tags.

That's why I was excited to test Lexar's 1TB Silver Plus microSDXC card, a high-capacity card aimed at enthusiasts and semi-professionals.

Lexar's microSD card lineup explainedBefore diving into the details, let's address Lexar's somewhat confusing microSD lineup.

However, since the Gold cards are only available in 128GB and 256GB capacities, the Silver Plus 1TB microSD card is the fastest 1TB option in Lexar's lineup.

However, with a pricetag of $270 to $300, it's far from the cheapest 1TB microSD card on the market.

The Shark UV Reveal is ideal for mostly hard floors and obstacle avoidance. Plus: It's bagless.

ZDNET's key takeawaysLenovo unveiled a modular proof of concept ThinkBook at Mobile World Congress 2026.

It features a detachable dual screen and keyboard, and swappable ports.

Just keep in mind, however, you have to keep it connected with a USB-C cable to the laptop itself.

Whereas the Framework's ports are plastic modular ports that all connect via integrated USB-C connections, however, the ThinkBook's I/O are not.

That laptop saw a redesigned, double-sided motherboard to improve access and part replacement for the end user, and on a flagship laptop lineup no less.

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

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

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

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

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

ZDNET's key takeawaysClaude AI now lets you copy memories from another AI service.

Now Anthropic's Claude AI has cooked up a quick and simple way to incorporate memories from elsewhere.

With the new memory import option, you can transfer memories to Claude from another AI, such as ChatGPT, Google Gemini, or Microsoft Copilot.

Even if you're not quitting another AI but simply want to give Claude the same memories, you can still use the memory import tool.

A free or paid plan will suffice, as you can perform the memory import either way.

Some AI founders are using a novel valuation mechanism to manufacture unicorn status.

Security researchers say exploits used by governments to hack into iPhones have been found to be used by cybercriminals. They warned of an emerging market for "secondhand" exploits.

Reactions rippled through Alibaba's Qwen team after tech lead Junyang Lin stepped down following a major model launch.

Crunchbase data shows a record $189 billion of global venture capital flowed to startups last month, with AI startups nabbing 90% of the capital.

TikTok experienced a similar outage just days after ByteDance divested the app's U.S. operations.

A tech billionaire-backed super PAC is spending $125 million to undercut candidates pushing for AI regulation. New York's Alex Bores, a former tech executive himself, is one of them.

The company says the new model will reduce the "cringe" that's been annoying its users for months.

The funding round would come less than a year after Anduril's Series G, which closed in June with $2.5 billion against a $30 billion valuation.

Anthropic is stepping up its game in the AI coding space with the rollout of Voice Mode in Claude Code.

More than 10 global airlines now accept Find Hub locations as part of their baggage recovery process.

Creators who break the rules will get a three-month suspension, and if they continue to violate the policy, they'll be permanently banned.

With the demands for more computers and data centers to power AI, the market is experiencing a shortage of RAM, causing memory prices to surge.

After U.S. and Israeli forces started bombing Iran, reports say cyber operations have disrupted communications, supporting surveillance activities, and have been used in psychological operations.

Activist Investor Elliott Investment Management has taken a $1 billion stake in Pinterest.

This would mark the first time Apple competes with cheaper hardware like the Chromebook.

Security researchers say a highly sophisticated iPhone exploitation toolkit dubbed "Coruna," which possibly originated from a U.S. government contractor, has spread from suspected Russian espionage operations to crypto-stealing criminal campaigns. Apple has patched the exploited vulnerabilities in newer iOS versions, but tens of thousands of devices may have already been compromised. An anonymous reader quotes an excerpt from Wired's report: Security researchers at Google on Tuesday released a report describing what they're calling "Coruna," a highly sophisticated iPhone hacking toolkit that includes five complete hacking techniques capable of bypassing all the defenses of an iPhone to sile…

OpenAI is reportedly developing a code-hosting platform that could compete with GitHub, The Information reported on Tuesday. "If OpenAI does sell the product, it would mark a bold move by the creator of ChatGPT to compete directly against Microsoft, which holds a significant stake in the firm," notes Reuters. From the report: Engineers from OpenAI encountered a rise in service disruptions that rendered GitHub unavailable in recent months, which ultimately prompted the decision to develop the new product, the report said. The OpenAI project is in its early stages and likely will not be completed for months, according to The Information. Employees working on it have considered making the code…

Google is accelerating Chrome's major release cadence from four weeks to two starting with version 153 on September 8th. "...our goal is to ensure developers and users have immediate access to the latest performance improvements, fixes and new capabilities," says Google. "Building on our history of adapting our release process to match the demands of a modern web, Chrome is moving to a two-week release cycle." The company says the "smaller scope" of these releases "minimizes disruption and simplifies post-release debugging." They also cite "recent process enhancements" that will "maintain [Chrome's] high standards for stability." 9to5Google reports: There will still be weekly security updat…

darwinmac writes: While many users choose Microsoft Office over LibreOffice because of its support for the proprietary formats (.docx, .xlsx, and .pptx), others prefer Office for its "better" ribbon interface. These users often criticize LibreOffice for having a "clunky" UI instead of the "standard" ribbon interface you would find in Word, Excel, and other Office apps. Now, Neowin reports that LibreOffice is fighting back, arguing that its UI is actually superior because it is customizable, with several modes such as the classic toolbar interface, an Office-inspired ribbon layout, a sidebar-focused design, and more. Furthermore, it argues that there is no evidence that the ribbon offers "su…

An anonymous reader quotes a report from Engadget: Users of Meta's AI smart glasses in Europe may be unknowingly sharing intimate video and sensitive financial information with moderators outside of the bloc, according to a report from Sweden's Svenska Dagbladet released last week. Employees in Kenya doing AI "annotation" told the journalists that they've seen people nude, using the toilet and engaging in sexual activity, along with credit card numbers and other sensitive information. With Meta's Ray-Ban Display and other glasses with AI capabilities, users can record what they're looking at or get answers to questions via a Meta AI assistant. If a wearer wants to make use of that AI, thoug…

OpenAI is amending its Pentagon contract after CEO Sam Altman acknowledged it appeared "opportunistic and sloppy." On Monday night, Altman said the company would explicitly restrict its technology from being used by intelligence agencies and for mass domestic surveillance. The Guardian reports: OpenAI, which has more than 900 million users of ChatGPT, made the deal almost immediately after the Pentagon's existing AI contractor, Anthropic, was dropped. [...] The deal prompted an online backlash against OpenAI, with users of X and Reddit encouraging a "delete ChatGPT" campaign. One post read: "You're now training a war machine. Let's see proof of cancellation." In a message to employees repos…

Accenture is acquiring Downdetector parent company Ookla from Ziff Davis in a $1.2 billion deal to bolster its network analytics and visibility tools for telecoms, hyperscalers, and enterprises. "The deal, which will transfer all of Ziff Davis's Connectivity division to Accenture, includes Ookla's Speedtest, Ekahau, and RootMetrics," notes The Register reports: "Modern networks have evolved from simple infrastructure into business-critical platforms," said Accenture CEO Julie Sweet in a canned statement. "Without the ability to measure performance, organizations cannot optimize experience, revenue, or security." Ookla is meant to let them do just that. Data captured at the network and devic…

An anonymous reader quotes a report from the BBC: India's Supreme Court has threatened legal consequences after a judge was found to have adjudicated on a property dispute using fake judgements generated by artificial intelligence. The top court, which was responding to an appeal by the defendants, will now examine the ruling given by the lower court in the southern state of Andhra Pradesh. The Supreme Court called the case a matter of "institutional concern" and said fake AI-generated judgements had "a direct bearing on integrity of adjudicatory process." [...] Coming down sternly against the fake judgements, the top court last Friday stayed the lower court's order on the property dispute.…

Today, Apple updated the MacBook Pro and MacBook Air with support for its new M5 chips. It also unveiled a pair of all-new Studio Display XDR monitors. Longtime Slashdot reader jizmonkey shares details about the M5 Pro and M5 Max chips, which look to be fairly major updates from the previous generation: Apple announced its newest CPUs today, which it claims has the fastest single-threaded performance in the world. Both the M5 Pro and M5 Max have eighteen-core designs, versus twelve or fourteen in the M4 Pro and fourteen or sixteen in the M4 Max. However, the number of higher-performing cores has been reduced significantly. In the older M4 designs, the chips had eight, ten, or twelve "perfor…

The Supreme Court of the United States declined to review a case challenging the U.S. Copyright Office's stance that AI-generated works lack the required human authorship for copyright protection, leaving lower court rulings intact. The Verge reports: The Monday decision comes after Stephen Thaler, a computer scientist from Missouri, appealed a court's decision to uphold a ruling that found AI-generated art can't be copyrighted. In 2019, the U.S. Copyright Office rejected Thaler's request to copyright an image, called A Recent Entrance to Paradise, on behalf of an algorithm he created. The Copyright Office reviewed the decision in 2022 and determined that the image doesn't include "human au…

After OpenAI announced a partnership with the U.S. Department of Defense, U.S. uninstalls of ChatGPT surged 295% in a single day. Meanwhile, rival Anthropic "gained enough popularity to earn the number one spot on the App Store's Top Free Apps leaderboard," reports Engadget. TechCrunch reports: This data, which comes from market intelligence provider Sensor Tower, represents a sizable increase compared with ChatGPT's typical day-over-day uninstall rate of 9%, as measured over the past 30 days. [...] In addition, ChatGPT's download growth was impacted by the news of its DoD partnership, with its U.S. downloads dropping by 13% day-over-day on Saturday, shortly after the news of its deal went …

An anonymous reader shares a CTech article with the caption: "A brilliantly executed operation." From the report: Years before the air strike that killed Ayatollah Ali Khamenei, Israeli intelligence had been quietly mapping the daily rhythms of Tehran. According to reporting by the Financial Times (paywalled), nearly all of the Iranian capital's traffic cameras had been hacked years earlier, their footage encrypted and transmitted to Israeli servers. One camera angle near Pasteur Street, close to Khamenei's compound, allowed analysts to observe the routines of bodyguards and drivers: where they parked, when they arrived and whom they escorted. That data was fed into complex algorithms that …

sizzlinkitty shares a Reuters report detailing how drone strikes in the Middle East conflict with Iran damaged AWS data centers in the UAE and Bahrain, disrupting core cloud services and causing "prolonged" outages. Following the initial report, where Reuters said "objects" had triggered a fire at the data centers, the article was updated with additional information: A strike on the UAE facility marks the first time a major U.S. tech company's data center has been disrupted by military action. It raises questions around Big Tech's pace of expansion in the region. "In the UAE, two of our facilities were directly struck, while in Bahrain, a drone strike in close proximity to one of our facili…

The Library of Congress has restored Gugusse et l'Automate, an 1897 short by Georges Melies that likely features the first robot ever shown on film. Long thought lost, the reel was discovered in a box of decaying nitrate films donated from a Michigan family collection. NPR reports: The film, which can be viewed on the Library of Congress' website, depicts a child-sized robot clown who grows to the size of an adult and then attacks a human clown with a stick. The human then decimates the machine with a hammer. In an Instagram post, Library of Congress moving image curator Jason Evans Groth said the film represents, "probably the first instance of a robot ever captured in a moving image." (Th…

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…

In my last blog post (A testing conundrum), I described

trying to test my Hasher class which hashes nested data. I couldn’t get

Hypothesis to generate usable data for my test. I wanted to assert that two

equal data items would hash equally, but Hypothesis was finding pairs like

[0] and [False]. These are equal but hash differently because the

hash takes the types into account.In the blog post I said,If I had a schema for the data I would be comparing, I could use it to

steer Hypothesis to generate realistic data. But I don’t have that

schema...I don’t want a fixed schema for the data Hasher would accept, but tests to

compare data generated from the same schema. It shouldn’t compare a list o…

In my last blog post (A testing conundrum), I described

trying to test my Hasher class which hashes nested data. I couldn’t get

Hypothesis to generate usable data for my test. I wanted to assert that two

equal data items would hash equally, but Hypothesis was finding pairs like

[0] and [False]. These are equal but hash differently because the

hash takes the types into account.In the blog post I said,If I had a schema for the data I would be comparing, I could use it to

steer Hypothesis to generate realistic data. But I don’t have that

schema...I don’t want a fixed schema for the data Hasher would accept, but tests to

compare data generated from the same schema. It shouldn’t compare a list o…

The most popular and most important posts on Stratechery in 2025.

In coverage.py, I have a class for computing the fingerprint of a data

structure. It’s used to avoid doing duplicate work when re-processing the same

data won’t add to the outcome. It’s designed to work for nested data, and to

canonicalize things like set ordering. The slightly simplified code looks like

this:class Hasher: """Hashes Python data for fingerprinting.""" def __init__(self) -> None: self.hash = hashlib.new("sha3_256") def update(self, v: Any) -> None: """Add `v` to the hash, recursively if needed.""" self.hash.update(str(type(v)).encode("utf-8")) match v: case None: pass case str(): self.hash.update(v.encode("utf-8")) case bytes(): self.hash.update(v) case int() | float(): self.…

Update: I found a solution which I describe in

Generating data shapes with Hypothesis.In coverage.py, I have a class for computing the fingerprint of a data

structure. It’s used to avoid doing duplicate work when re-processing the same

data won’t add to the outcome. It’s designed to work for nested data, and to

canonicalize things like set ordering. The slightly simplified code looks like

this:class Hasher: """Hashes Python data for fingerprinting.""" def __init__(self) -> None: self.hash = hashlib.new("sha3_256") def update(self, v: Any) -> None: """Add `v` to the hash, recursively if needed.""" self.hash.update(str(type(v)).encode("utf-8")) match v: case None: pass case str(): self.hash.u…

2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014, 2013, 2012, 2011, 2010, 2009, 2008 Нет, Дядя Вострек, не умеешь ты хайпить. Надо было больше пиздеть и меньше делать, а ты наоборот начал — много делаешь и мало пиздишь. А это прямой путь к выгоранию и забвению одновременно...

Необычный год вышел, мда. Я потерял работу и так и не смог найти новую ? или не смог найти сил опять танцевать бинарные деревья на интервью? . Навайбкодил несколько проектов, на некоторые из которых потр…

Netflix is driving the Hollywood end game, likely confident it can increase the value of IP, and fend off YouTube.

Осознал недавно, чем вайб-кодинг в его классическом виде похож на лудоманию и при чем тут дофамин

Что за вайб-кодинг такой

Давайте сначала начнем с определений. Не каждая разработка с ллмкой — вайб-кодинг, но каждый вайб-кодинг — разработка с помощью ллмки.

Вайб-кодингом я буду называть программирование с помощью ллмки, в котором есть вот такие характеристики: Мало изначального планирования. Буквально короткое описание, вкинутое в ллмку и потом разберемся походу.

Попытка сразу попасть в нужную конечную точку. Желательно за одну итерацию.

Значительная часть кода написана ллмкой. Человек в целом не читает весь код, не проверяет его, только смотрит на результат. Архитектура придумана тоже ллмк…

OpenAI and Nvidia are both under threat from Google; I like OpenAI's chances best, but they need an advertising model to beat Google as an Aggregator.

В сайд-бай-сайде вышла следующая версия

Изменения: Человекочитаемые URL для голосований

Было: /v/06b95c10-7688-4106-8e75-762035290c67/

Стало: /v/HairyParrotsPursueRudely/ Улучшение интеграции с Mattermost:

Сайд-бай-сайд сгенерирует превьюшки к уведомлениям в чате.

По окончании голосованию в чате будет итог голосования. Было: Стало: Мелочи: Кликабельные ссылки в описаниях. Ссылки в комментарии станут кликабельными.

На странице голосования теперь тоже показывается количество проголосовавших.

На странице голосований можно прокручивать картинки перетаскиванием мыши

Белый список доменов эл. почты. Можно указать домены, вход с которых будет разрешен.

Драг-н-дропать файлы можно на всю страницу, да…

Today is the publication of the third edition of Autism

Adulthood: Insights and Creative Strategies for a Fulfilling Life. It’s my

wife Susan’s book collecting stories and experiences from

people all along the autism spectrum, from the self-diagnosed to the

profound.The book includes dozens of interviews with autistic adults, their parents,

caregivers, researchers, and professionals. Everyone’s experience of autism is

different. Reading others’ stories and perspectives can give us a glimpse into

other possibilities for ourselves and our loved ones.If you have someone in your life on the spectrum, or are on it yourself, I

guarantee you will find new ways to understand the breadth of what aut…

Today is the publication of the third edition of Autism

Adulthood: Insights and Creative Strategies for a Fulfilling Life. It’s my

wife Susan’s book collecting stories and experiences from

people all along the autism spectrum, from the self-diagnosed to the

profound.The book includes dozens of interviews with autistic adults, their parents,

caregivers, researchers, and professionals. Everyone’s experience of autism is

different. Reading others’ stories and perspectives can give us a glimpse into

other possibilities for ourselves and our loved ones.If you have someone in your life on the spectrum, or are on it yourself, I

guarantee you will find new ways to understand the breadth of what aut…

Robotaxis are poised to further close the delta between suburbs and the city; the city (and Uber) might never recover.

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У авиакомпании SalamAir промо-тариф: улететь из Маската в Найроби (или наоборот) можно от 6200 рублей (30 OMR). Для въезда в Кению нужно заранее оформить электронное разрешение (сбор около 30-35 USD с человека). Купить билеты можно на сайте авиакомпании или через trip.com / aviasales.ru (тут немного дороже, но зато принимают российские карты). Маскат — Найроби в декабре за 6200 рублей: Российской картой: […]

Авиакомпания Volotea выкатила билеты за 19 евро. Но можно легко оформить пробную подписку SUPERVOLOTEA на 15 дней и купить их за 9 евро. Обычно подписка на год стоит 60 евро. Лоукостер утверждает, что Вы можете отменить членство в любой момент, но потеряете при этом некоторые привилегии, например, ручную кладь, но сохраните свою скидку на проезд. Главное, не забудьте […]

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Сегодня мы решили слепить готовое путешествие из Казани в Индонезию — вышло от 47200 рублей с человека при поездке вдвоем.

Авиакомпания Etihad Airways предлагает билеты из Казани на Бали за 44000 рублей туда-обратно.

Даты полетов: например, 11-24 декабря (проживание с 12 по 24 декабря).

Все варианты на двоих на 12 ночей (рейтинг — выше 7/10)Не забываем настроить сортировку:— самая низкая цена (с учётом налога)— итого (в т.ч.

Первый отель — 3200 рублей на человека / 6400 рублей на двоих:Второй отель — 4700 рублей на человека / 9400 рублей на двоих:Третий отель — 5300 рублей на человека / 10600 рублей на двоих:Другие даты перелетов:4-17 декабря7-22 декабря

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Азербайджанские Авиалинии снизили цены ноябрь-март: взять из Москвы, Питера и Екб в ОАЭ, Израиль, Таджикистан, Саудовскую Аравию, Индию и на Мальдивы можно со скидками.

Билеты берем через сервис aviasales.ru (тут дешевле всего).

Москва — Душанбе — Москва:Москва — Даммам — Москва:Москва — Дубай — Москва:Москва — Тель-Авив — Москва:Москва — Дели — Москва:Москва — Мумбаи — Москва:Москва — Мале — Москва в ноябре:Москва — Мале — Москва в январе:Москва — Мале — Москва в феврале:Москва — Мале — Москва в марте:Питер — Душанбе — Питер:Питер — Даммам — Питер:Питер — Дубай — Питер:Питер — Тель-Авив — Питер:Питер — Дели — Питер:Питер — Мумбаи — Питер:Питер — Мале — Питер в ноябре-декабре:Питер — Мале —…

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Situated in the west of scenic Pat Sin Leng Country Park, near the border with China. Lau Shui Heung is a picturesque reservoir, often referred to by locals as 'the mirror of the sky',

That moniker arose from the vivid reflections of the surrounding environment on the surface of Lau Shui Heung's calm waters, visible all year round. The reservoir is particularly popular around late December/early January. During these few weeks, the reflections become even more evocative, due to the reddening leaves of the cypress trees on the reservoir's western edge.

Lau Shui Heung translates to 'the sound of flowing water', which is quite often the only sound to be heard at this peaceful location. During …

This is such a weird but wonderful place to go. It’s family owned and definitely something different than just about everything else in the city. You walk in to first see a huge amount of motorbikes the owner rebuilt.

Walk inside to and you’re surrounded by yet more motorbikes and more bicycles from nearly every era. Want to see antique cameras, watches, phones, and phonographs? Just walk upstairs!

The owner’s daughter will gladly accompany you to tell you about what you’re seeing, when and where it comes from. Such an eclectic assortment of items.

McRaven Tour Home is Mississippi's most haunted house. It's strictly a tour home built in 1797 by highwayman Andrew Glass as a hideout. It was added on in 1836 and again in 1849, but the original portion of the house remains 1797. Civil War buffs will love learning about how McRaven was used as a field camp and later field hospital during the Siege of Vicksburg.

Open daily for history tours, haunted tours and paranormal investigations. Featured on several television shows such as "Ghost Adventures", "Haunted Towns" and "Looking Around Mississippi with Walt Grayson." McRaven has also hosted several paranormal investigators such as Richel Stratton, Brian Murray from "Ghost Hunters" and Youtub…

Today, much of the world is fortunate to have sufficient sanitation and methods of treatment to prevent widespread tuberculosis (TB). In the early 20th century, however, this was not the case, and the disease was much more poorly understood and a massive issue. Prior to the discovery of antibiotics, TB patients (known as "lungers") would often seek treatment at sanatoria in places with healthier air. Arizona was especially considered an ideal place because of its warm and dry climate. Several were located in the then-sparsely populated Cave Creek area alone.

With thousands of patients coming to the state, the sanatoria were overloaded with many being forced to stay in tents. Better-equipped…

Massachusetts has a rich maritime history and the Hull Lifesaving Museum recalls an important part of that history: recognizing the efforts of brave rescuers embarking to save lives at the mouth of Boston Harbor. Housed in the former Point Allerton Life Saving Station, which opened in 1889, the museum honors those who risked their own lives to save others'.

Joshua James was the station's first keeper and saved an estimated 500 lives after ships wrecked while entering Boston Harbor. Heavy northeast storms imperiled many ships entering the harbor from the Atlantic Ocean as Boston established itself as one of the world's shipping hubs. James and his crews brought many mariners to safety.

The m…

Los Lagartos is a statue by sculptor Luis Jiminez which stands at the center of San Jacinto Plaza, where live alligators once were kept in a pond. The alligators were eventually moved out of the Plaza due to pranks and vandals.

The alligators were first brought to the plaza in the 1880's and moved to the El Paso Zoo in 1965. They made a brief reappearance from 1972-1974, before the pond was permanently removed.

This aqueduct carries the Shropshire Union Canal over the road from Nantwich Town Centre towards Chester. It was designed by Thomas Telford using a cast iron trough instead of stonework. It was built by Telford who was a pioneer of the use of cast iron box sections — see photo taken in the 1950s, when it was drained for maintenance, and this is an early example which was completed in 1826. Either side of the aqueduct is an embankment which stretches for 1.5km and provides a walk south which runs along the west side of Nantwich. Walk 1km north and you reach Bridge 92 which has a view of the site of the Battle of Nantwich - 1644. This is remembered every January by the 'Sealed Knot Society' w…

Mark Guenther and Mia Mazadiego met in college, back when Mark had a pinball machine in his dorm room that he invited Mia over to play. The couple continued collecting and restoring dozens of classic games over the years until 2015, when they decided to open Neon Retro Arcade: an homage to the arcade’s heyday in the heart of Old Pasadena.

This colorful venue, with a light-up interior befitting its name, might be a little slicker and less sticky than an arcade from back in the good old days, but the games are just how you remember them. The owners’ goal has been to introduce classic arcade games to a new generation that perhaps is more familiar with Minecraft than Street Fighter. The popular…

This striking villa, completed by renowned architect Arne Korsmo in 1939, is one of the most important works in the functionalist style in Norway. The house was built for Rolf Stenersen, a businessman, olympic athlete, author, codebreaker and longtime friend of Edvard Munch - Munch actually painted works specifically for this villa (today copies hang in their place).

The outbreak of WW2 forced Stenersen to flee to Sweden, and he was not able to return to his house until the end of the war. In 1974 he donated his house to the state, intending it to become an official residence for the government. In fact, one prime minister, Oddvar Nordli, did occupy the house for a while. Later the house wa…

On an isolated stretch of the Ring Road in South Iceland, a portion of a white wing from an Icelandair Boeing 757-200, has been mounted. It is dedicated to the service of aviation mechanics. The aircraft mechanic’s oath is printed on the wing. The wing is set against the stunning backdrop of sheer mountain cliffs and the island’s wilderness. It is not the location of an airplane wreck, and, there is no indication why this out-of-the-way location was chosen.

Referred to by locals as Hong Kong's 'South Pole', Po Toi is the territory's southernmost island. Covering an area of 3.69 square kilometres, the car-free island is one of Hong Kong's least populated islands, home to only 20 residents.

Once on the island, three hiking trails of varying difficulty allow visitors to reach the main points of interest. Among which are rock formations like Buddha's Palm Cliff or Tortoise Rock, the supposedly haunted ruins of Mo's old house, and the Tin Hau Temple.

Most historically significant are the Bronze age rock carvings, speculated to be over 3000 years old and supposedly hewn to appease sea gods. Po Toi is also a popular destination for campers and starga…

The theater shows a mix of first-run indie, foreign and repertory films, classic double features, and specialty screenings throughout the year. It’s known for unique events like a 70 mm film festival, regular Rocky Horror Picture Show with shadow casts, and long-running classics.

A signature tradition at the Music Box is its house organist, who performs before weekend screenings. The theater houses a custom organ that honors its silent-film era roots.

Architecturally, the Music Box features a deep blue, cove-lit ceiling dotted with twinkling stars designed to mimic an Italian courtyard. This creates the feeling of watching a film under an open night sky.

Beyond the main screen, the venue in…

Long before Collado Villalba had a town hall, it had a rock. Known as the Piedra del Concejo, this massive granite outcrop once served as the beating heart of local decision-making, where neighbors gathered in the open air to debate land disputes, local laws, and communal concerns in a form of direct democracy that predates modern institutions.

In 1724, the town’s mayor, known as Señor Sanz, ordered the stone to be reshaped with five carved steps, transforming it into a more comfortable civic platform. Chiseled into its surface are symbols, including a mysterious bird—interpreted as either a dove or the now-extinct francolin—that later became an emblem of the town itself.

Yet the stone’s st…

When thinking about rich biodiversity, the rainforest would come to mind for most people, but when it comes to plants it's actually a small nature reserve in southern South Africa. With an area of just 7 square miles (18 square km), the park is sizable, but no bigger than other nature reserves. Still it contains over 1800 species, 14% of all plants in South Africa, more than the entirety of the UK, and most other countries. When walking there this high density makes it so that you can find a new plant every minute of your hike.

Tourists and even locals sometimes miss one of the most historic and colorful free outdoor attractions in San Diego when they drive over the Coronado Bay Bridge to visit the sandy shores of Coronado. Underneath the pre-stressed concrete and steal of the bridge lies Chicano Park, home to one of the largest collections of outdoor murals in the United States. The vibrant murals are not just colorful artwork, but all have a meaningful message of Chicano Pride and the Hispanic history of oppression and resistance. That’s because this park would not exist if it weren’t for the Chicano movement in the 1970’s.

In the late1960’s the largely Hispanic neighborhood of Barrio Logan had five thousand res…

Mutable Tactics, a Cambridge-based DefenceTech startup specialising in agentic AI for defence and security, has closed a €1.8 million ($2.1 million) pre‑Seed funding round. The round was led by Seraphim Space, with support from the UK’s National Security Strategic Investment Fund, Koro, Entrepreneurs First, and Transpose. The funding will accelerate the development of AI software […]

The post Cambridge-based Mutable Tactics closes €1.8 million pre-Seed to power coordinated drone team autonomy using AI appeared first on EU-Startups.

Xsensio, a Lausanne-based DeepTech company developing near real-time continuous biochemical monitoring, announced the successful closing of a €6 million ($7 million) oversubscribed Series A financing round. The round was led by VC firm WI Harper, with participation from Privilège Ventures, the European Innovation Council, and private investors across the United States, Europe, and Asia. “This […]

The post Xsensio’s wearable chip that analyses proteins and hormones in real time draws €6 million appeared first on EU-Startups.

We are pleased to announce that Zoltan Vardy, sales & GTM advisor, author, and Founder of The Launch Code, will return to the stage at the EU-Startups Summit 2026 on May 7-8 in sunny Malta. With more than 30 years of experience across C-suite leadership, entrepreneurship, and investment, Zoltan has built and led high-performing global […]

The post Zoltan Vardy, sales & GTM advisor, author, and founder of The Launch Code returns to the EU-Startups Summit 2026! appeared first on EU-Startups.

Italy’s ISAAC antisismica announced the closing of a €14 million investment round to develop proprietary active mass damper systems that protect existing buildings from seismic events, without invasive structural modifications or operational disruption. CDP Venture Capital, 360 Capital Partners (also through Fondo Parallelo LV 360 – Lombardia Venture), Axon Partners Group, Gruppo Azimut, Ring Capital […]

The post Milan-based ISAAC raises €14 million to expand earthquake resilience technology for the construction sector appeared first on EU-Startups.

Eindhoven-based CleanTech company RIFT has secured €113.8 million in combined financing (Series B + EU grant) to advance its Iron Fuel Technology from pilot projects toward commercial deployment, as well as develop its first commercial production facility. The funding consists of an €83.1 million Series B round led by PGGM, with participation from Invest-NL, the […]

The post Backed by €113.8 million, Dutch startup RIFT to deliver 340 GWh of industrial heat annually and avoid over 1 million tonnes of CO₂, appeared first on EU-Startups.

Delphyr, an Amsterdam-based AI platform that supports medical professionals with AI agents, today announced it has raised €1.75 million to accelerate its mission to reduce the administrative burden on healthcare professionals. Multiple investors participated in the round, including the founders of Hugging Face and DEGIRO. Michel Abdel Malek, CEO and founder of Delphyr, explained, “Healthcare […]

The post Amsterdam-based Delphyr raises €1.75 million to reduce healthcare administrative workloads with AI appeared first on EU-Startups.

Following up on our country deep-dive series, we now turn to Romania, a fast-growing tech ecosystem in Southeast Europe that continues to strengthen its position across AI, defence, blockchain, SaaS, agritech, and digital platforms. With Bucharest as its main hub and emerging activity in cities such as Brașov and Șelimbăr, Romania combines strong engineering talent […]

The post Romania on the rise: 10 of the most promising startups shaping the country in 2026 appeared first on EU-Startups.

Mycoverse, a Danish AgTech developing biological crop protection using fungi, today announced that it has raised €2.4 million in pre-Seed equity funding to develop its first solution targeting potato late blight, one of Europe’s most destructive crop diseases. The round was led by co-led by Future Food Fund and High-Tech Gründerfonds (HTGF), with participation from […]

The post Denmark’s Mycoverse raises €2.4 million to develop fungal-based biological alternatives to chemical pesticides appeared first on EU-Startups.

Impact-driven VC fund LUMO Fund, managed by the Eindhoven-based LUMO Labs, receives €6 million from the Spanish Society for Technological Transformation (SETT), a public entity of the Spanish Ministry for Digital Transformation and the Civil Service, to support startups across Spain and Europe. The new LUMO Fund is a €100 million multi-stage (Pre-Seed to Series […]

The post LUMO Labs’ €100 million impact VC fund receives €6 million from Spain’s state-owned investment arm SETT appeared first on EU-Startups.

baCta, a Paris-based industrial BioTech startup focused on AI-powered bioproduction of industrial ingredients, has today announced a €7 million Seed funding round. The round was led by LocalGlobe and Daphni, with participation from OVNI Capital and notable business angels, including founders of Phagos, Genomines and MistralAI. “We are entering a new era where microorganisms can […]

The post Paris’ baCta raises €7 million to use microorganisms as programmable molecular factories for industrial ingredients appeared first on EU-Startups.

BioInnovation Institute (BII), a Novo Nordisk Foundation Initiative, has provided an additional €1.3 million in follow-on funding to five portfolio startups – Synuca Therapeutics, Gefjon Pharma, MicroMiner, DARERL and Diasense – bringing the total support for each company to €1.8 million. These five startups are now entering BII’s ‘Venture House 8’ cohort. The funding is […]

The post Five Danish startups enter BII’s Venture House 8 cohort with €1.3 million follow-on backing appeared first on EU-Startups.

Hamburg-based Minit Games, an innovator in feed-based gaming discovery, today announced its exit from stealth and a €1.7 million ($2 million) pre-Seed funding round to support the expansion of their team and accelerate the platform’s technical rollout – they are currently preparing for its invite-only early Alpha launch. The investment is led by LVP and […]

The post Germany’s Minit Games secures €1.7 million to advance AI-driven short-form gaming feed appeared first on EU-Startups.

cargo.one, a Berlin-based AI technology provider for logistics, today announced the acquisition of Lisbon’s ocean rate platform Cargofive – complemented by a near €17 million ($20 million) investment round. The round saw participation from investors including Bessemer Venture Partners. Today also sees the launch of an AI-native OS for multimodal freight. The platform unifies air […]

The post German logistics tech firm cargo.one adds Cargofive in €17 million-backed multimodal expansion appeared first on EU-Startups.

Startups Brilliant Labs, Neuphonic and TheStage AI today announced a strategic partnership to enable frontier AI in wearable technology without the latency and privacy compromises of cloud computing. ...

Finnish infrastructure software technology company Groundhawk has raised €2 million in Seed funding to transform how underground utilities are mapped and documented. As Europe invests heavily in elec...

Founded in Kyiv in 2008, MacPaw has grown into a global technology company building a digital ecosystem designed to supercharge productivity for Mac users. With an office opened in Boston in 2023 and ...

AI patent platform DeepIP has raised $25 million in Series B funding, bringing total capital raised to $40 million. DeepIP is a workflow-native AI platform built to support patent professionals acros...

UK-based Antiverse, abiotech company developing AI-designed therapeutic antibodies forhard-to-target disease targets, has closed a $9.3 million Series A round led bySoulmates Ventures, with participat...

BioInnovation Institute (BII), an initiative of the Novo Nordisk Foundation,has awarded an additional €1.3 million in follow-on funding to five portfoliostartups, bringing total support per company to...

Cambridge-basedBindbridge has secured $3.8 million in early-stage funding from Speedinvest andNucleus Capital to advance next-generation crop protection aimed at improvingcrop resilience and agricultu...

Paris-based baCta, an industrial biotechstartup developing an AI-powered bioproduction platform for industrialingredients, has closed a €7 million seed funding round led by LocalGlobe andDaphni, with ...

Milan-based Qura, an AI-powered full-stackhealth platform, has closed a €1.5 million pre-seed round led by United Ventures, with participation from Vento, Italian Angels for Growth (IAG) andseveral in...

Mycoverse, an agritechspin-out from the Technical University of Denmark (DTU) developing fungal-basedbiological crop protection, has raised €2.4 million in pre-seed equity funding.The round was co-led...

Berlin-based Flink, a quick commerce operator active in Germany and theNetherlands, has secured around $100 million in new growth capital. The roundwas led by Prosus and other existing investors, with...

The newly released Female Innovation Index 2026, Europe’s largest report examining the innovation and funding pipeline driven by female entrepreneurs, shows that female founders across the regi...

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.

Europe’s fintech darling Revolut is looking to raise a new funding round that would give it a $65 billion valuation, the Financial Times reports. The UK-based company is reportedly in talks to raise around $1 billion by issuing new shares and selling existing ones. The US-based firm Greenoaks is said to be leading the round, […]

The confirmation of two hacked victims further deepens an ongoing spyware scandal that, for now, appears largely focused on the Italian government.

The Italian government claims that accepting Paragon’s help would have compromised national security and classified information.

All Thibault Launay and his wife Simi wanted nearly five years ago was to build a dream home in Portugal, where they both now live. But what they encountered instead was a broken system. “Fourteen months of delays, 20% budget overruns, and endless stress managing over 10 subcontractors,” Thibault recalled. They bought the land in […]