Build the future ofcomputer vision with usAI is the most transformative technology of our lifetime, giving machines the ability to see and interpret our world.

At Roboflow, we believe anything that can be seen will be turned into software.

Your work will power entire industries—from redefining sports broadcasting at Wimbledon to detecting production flaws at Rivian to tracking containers at BNSF Railway.

Putting It Together: 35% Reduction in Bug Lifetime╔══════════════════════════════════════════════════════════════════════════════╗ ║ KERNEL VULNERABILITY ANALYSIS: KEY RECOMMENDATIONS ║ ╚══════════════════════════════════════════════════════════════════════════════╝ ┌───────────────────────────────────…

There are so many shots in the film — factory women going to the city to join parades, living urban lives.

It gave me a kind of phantom sensation, like I was watching the streets of a Chinese factory town in 2003.

Leslie Chang, who wrote about Chinese factory women during industrialization, recently published a new book about Egyptian factory women participating in industrialization.

When factory logic doesn’t take rootAfra: Watching your documentary, I felt like factory logic couldn't truly take root there.

The documentary American Factory, which is about a Chinese company opening a factory in Ohio, talks a lot about this.

Senate Bill S7263 would make chatbot operators liable for AI responses covering at least 14 of them, plus law.

Most lawsuits would likely cluster around ordinary requests: translate medical jargon, summarize a legal notice, or suggest next questions to ask a professional.

Senate Bill S7263, introduced by Senator Kristen Gonzalez in April 2025, reached the Senate floor calendar on February 26, 2026.

Important nuance: "engineering" here means New York Education Law Article 145 professions (professional engineering, land surveying, and geology), not software engineering.

What this means for consumers and AI productsIf S7263 passes as written:Consumers with fewer resources lose first-line legal…

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The inclusion criteria were focus on coastal land and coastal sea level, focus on coastal hazard and impact assessment, focus on coastal lowlands and the use of satellite-borne elevation information.

The main exclusion criteria were the absence of elevation data use, use of airborne lidar without combination with satellite-borne elevation data, methodological and technical articles without application, articles referring to elevation data cited in tertiary source or beyond (only primary or secondary sourced studies included) and focus on secondary hazards (cascading effects).

Only publications that handle all datasets in a consistent vertical reference frame (that is, performing a correct v…

Something is afoot in the land of QwenI’m behind on writing about Qwen 3.5, a truly remarkable family of open weight models released by Alibaba’s Qwen team over the past few weeks.

Junyang Lin was the lead researcher building Qwen, and was key to releasing their open weight models from 2024 onwards.

Bowen Yu: Lead Qwen post-training research, graduated from the University of Chinese Academy of Sciences, leading the development of the Qwen-Instruct series models.

Qwen 3.5 is exceptionalThis story hits particularly hard right now because the Qwen 3.5 models appear to be exceptionally good.

If those core Qwen team members either start something new or join another research lab I’m excited to s…

Comments

Notes on Project OberonUpdate (Jan 2, 2025) Expanded on a few thoughts.

Imagine some hardware that introduces a feature specific to that hardware, which is not covered by any existing abstraction.

Since we concluded the existing abstractions tend to get weaker as new features are built, why not create new abstractions instead?

The important understanding is that existing abstractions shouldn't be "extended" with new functionality, even if the change is backwards compatible.

When existing things have to be changed, better tooling would alleviate almost all problems, but creating good tooling is something our field is surprisingly bad at.

A Canadian journal has issued corrections on 138 case reports it published over the last 25 years to add a disclaimer: The cases described are fictional.

The first such case, published in the Lancet in 2006 by pharmacologist Gideon Koren, was the centerpiece of the New Yorker article.

(The Lancet case report now bears an expression of concern.)

The Baby boy blue case is “the only such case study, aside from the Lancet case report and the two now-retracted descriptions of the same case in Canadian Family Physician and Canadian Pharmacists Journal,” Juurlink said.

One author of a case report was surprised to learn of the correction — because the case described in her article is true.

We may not agree on much, but we can all agree on this: it is time, finally and forever, to get rid of for-profit scientific publishers.

So before we show for-profit publishers the pointy end of a pitchfork, we ought to know where they came from and why they persist.

So, even as the internet made it much cheaper to produce a journal, publishers made it much more expensive to subscribe to one.

CATCH THE TIGERFifteen years ago, the open science movement was all about abolishing for-profit journals—that’s what open science meant.

Second, when the replication crisis hit in the early 2010s, the open science movement got a new villain—namely, naughty researchers.

But it turns out that "it turns out" does the sort of work, for a writer, that a writer should be doing himself.

Suppose, for example, that I'm trying to convince my readers that Cambridge, Massachusetts is the intellectual capital of the world.

As part of my argument I'd have to rule out every other city, including very plausible contenders like New York.

To do so, I might try something like this:When I moved to New York, I was very excited at first.

It turned out it was way, way uptown: an hour uptown by air.

Apple today announced the "MacBook Neo," an all-new kind of low-cost Mac featuring the A18 Pro chip for $599.

The MacBook Neo is the first Mac to be powered by an iPhone chip; the A18 Pro debuted in 2024's iPhone 16 Pro models.

The MacBook Neo features a 13-inch Liquid Retina display with a 2408-by-1506 resolution, 500 nits of brightness, and an anti-reflective coating.

Starting at $599, the MacBook Neo is now the entry-level MacBook and Apple's most affordable laptop ever.

It is available with 256GB of storage and the Magic Keyboard for $599 or 512GB of storage with the Magic Keyboard with Touch ID for $699.

A dual-mic array with beamforming technology isolates and enhances your voice while minimizing background noise.

Your voice sounds focused and clear.

Dual side-firing speakers deliver immersive sound.

And Spatial Audio with support for Dolby Atmos creates a 3D listening experience for music, shows, and movies.

With its soft, rounded corners, MacBook Neo looks elegant while feeling solid and comfortable to hold.

These colors extend to the Magic Keyboard in lighter shades and new wallpapers, creating a cohesive design aesthetic and making MacBook Neo the most colorful MacBook yet.

1080p Camera; Dual Speakers and MicsThe 1080p FaceTime HD camera on MacBook Neo has optimized image processing to deliver vibrant video calls.

MacBook Neo is manufactured with 45 percent renewable electricity, like wind and solar, across the supply chain.

MacBook Neo features two USB-C ports — USB 3 (left) and USB 2 (right).

And those DNA sequencing methods, in turn, were directly inspired by protein and RNA sequencing research stretching all the way back to the 1940s.

Sanger sequencing reaction mixtures included purified template DNA, a primer, DNA polymerase, and all four dNTPs.

Colony sequencing affixed DNA fragments to a surface and amplified them over and over, generating “colonies” containing massive numbers of identical DNA strands.

DNA fragments are then passed over the flow cell, where the adapter sequences bind to spots on the DNA lawn.

Cite: DeTurk, E. “A Visual Guide to DNA Sequencing.” Asimov Press (2026).

Glaze is in private beta.

Join the waitlist and we ’ ll let you in as soon as we can.

Existing Raycast users will get priority access.

We ’ re also hosting in-person events, and those who attend will get early access.

Keep an eye on our Luma page.

The smartwatch for children that Gustaf Blomqvist hacked in his thesis turned out to be a security disaster.

”As an attacker, you can then take complete control of the watch and use everything it has.

Smartwatches for children have been hacked before, so Gustaf Blomqvist chose a watch that was different from those that had been hacked previously.

"At the beginning of my work, I found out what was inside the watch, what hardware and systems it had.

Gustaf Blomqvist found a serious vulnerability in an attack surface that no one had previously examined, and also gained access to the camera, microphone, and speakers.

I learned about the static site generator Eleventy in the spring of 2018 from a colleague of mine.

It would be an understatement to say I’ve enjoyed building sites with it.

Eleventy becomes Build Awesome.

While I don’t believe big changes will come to the core static site generator, I’ve seen this kind of change enough times to know when it’s my time to part ways.

In a fast moving technology industry having been able to use the same tool for almost 6 years is amazing.

IntroductionThe following is a set of advanced Terraform performance optimization techniques, mostly relevant to those pushing it to its limits.

Terraform module cache.

Similar to Terraform’s built-in provider cache, a module cache would allow Terraform to only fetch changes during init.

Terraform provider cache.

Concurrent-safe Terraform provider cache with OverlayFS.

Access: $$$ ProClustering with k-means 2026-02-02 Video basics math quantization theory The k-means method finds clusters of related items in a collection of Euclidean vectors.

Access: $ BasicMemorization and generalization 2026-01-19 Video memorization text theory training How much arbitrary information, like random bits, can a language model memorize during training?

Access: Free account (logged in)Cross-entropy 2026-01-12 Video basics math theory training Entropy is the negative logarithm of probability, averaged over all outcomes.

Access: Free account (logged in)Optimization with Adam 2025-12-15 Video basics math theory training Training consists of finding the parameters for a model th…

Smalltalk’s Browser: Unbeatable, Yet Not EnoughSmalltalk is one of those systems that looks “old” until you realize it was often first.

Take a look at this screenshot from Smalltalk-80—you can clearly see the System Browser in action:Smalltalk-80 system browser and companionsThe System Browser (also called the class browser) is meant to explore the class structure of the system.

Here are two modern incarnations—different eras, different UI styles, same underlying metaphor:The system browser in Pharo"Coder", the system browser in Glamorous ToolkitYou’ll find the same structure all around: whatever the cosmetic differences, the model is stable.

The real issue is beyond the browserThe “problem…

Anonymous Github [1] allows hosting anonymous snapshots of git repositories which is mainly useful for disclosing sources in double-blinded conferences.

But as the name suggests, it requires the repository to be hosted on Github first.

As someone who has mostly steered away from Github, I am looking for alternatives to such a service.

1: https://anonymous.4open.science

around a year ago, we built a regex engine in F# that not only outperformed the ones in dotnet, but went above and beyond competing with every other industrial regex engine on a large set of industry-standard benchmarks.

) // intersection: contains "cat" AND "dog" AND is 5-15 chars long Resharp.Regex ( " _*cat_*&_*dog_*&_{5,15} " ) .Matches ( input ) // complement: does not contain "1" Resharp.Regex ( " ~(_*1_*) " ) .Matches ( input )brief introductionalmost every regex engine today descends from one of two approaches: Thompson’s NFA construction (1968) or backtracking (1994).

the result is RE#, the first general-purpose regex engine to support intersection and complement with linear-time…

In other words, there does not have to be ANY relationship between the ASCII art and the image data.

This is just what rendering the “perfect” ASCII art image looks like; obviously not what we’re looking for.

If you render your ASCII art at width 128, each displayed row is half an image row.

So row mapping goes:ASCII row 0 = image row 0, left half ASCII row 1 = image row 0, right half ASCII row 2 = image row 1, left half ...

ASCII art is convenient here because small modifications to it don’t really bother the viewer.

Second — and this is actually its more important purpose — code review is a tool for acculturation.

This is the third thing that code review is for: disrupting your team’s culture and avoiding stagnation.

If the goal of code review were to spot bugs, it would make sense to reserve the ability to review code to only the most senior, detail-oriented, rigorous engineers in the organization.

Thus, an important corollary of this understanding that code review is a social activity, is that LLMs are not social actors, thus you cannot rely on code review to inspect their output.

Thus, code-generators must be treated more adversarially than you would a human code review partner.

They then interact with a chatbot, sharing their belief h ∗ h^{*} in the hopes of obtaining further evidence.

The Bayesian agent then updates their belief via p ​ ( h | d 0 , d 1 ) ∝ p ​ ( d 1 | h ) ​ p ​ ( h | d 0 ) p(h|d_{0},d_{1})\propto p(d_{1}|h)p(h|d_{0}) .

Since the data d i d_{i} are drawn from p ​ ( d | true process ) p(d|\text{true process}) , ∑ i = 1 n log ⁡ p ​ ( d i | h ) \sum_{i=1}^{n}\log p(d_{i}|h) is a Monte Carlo approximation of n ​ ∫ d p ​ ( d | true process ) ​ log ⁡ p ​ ( d | h ) n\int_{d}p(d|\text{true process})\log p(d|h) , which is n n times the negative cross-entropy of p ​ ( d | true process ) p(d|\text{true process}) and p ​ ( d | h ) p(d|h) .

The user, unaware o…

--- # Slopful Things Most failures aren't caused by bad intent or stupidity — they're caused by someone who couldn't see the whole board.

What the system can be made to do by someone who isn't the intended user, or when safety assumptions fail.

- Whose professional identity most overlaps with what this tool does?

--- ## Step 5: Output ``` SLOPFUL THINGS ANALYSIS: [Name] Track(s): [A / B / C + cross-track compounding if present] WHAT WE'RE ANALYZING: [1-2 sentences.

The name comes from Stephen King's Needful Things.

Reuters:

Sources: some investors push Anthropic to de-escalate its DOD dispute and avoid the “supply-chain risk” designation; source: some Anthropic-DOD talks continue — Some Anthropic investors are racing to contain fallout from the AI research lab's dispute with the Pentagon …

Wall Street Journal:

Sources: Arda, co-founded by ex-OpenAI chief research officer Bob McGrew to automate manufacturing using AI, is raising $70M at a $700M valuation — Bob McGrew is raising $70 million to fund a startup making software platform to help run autonomous factories

Bloomberg:

Sources: Neura Robotics, which is building cognitive, humanoid robots for logistics, is raising ~€1B in a funding round backed by Tether at a ~€4B valuation — German startup Neura Robotics is raising about €1 billion ($1.2 billion) in a funding round backed …

Lara O'Reilly / Business Insider:

The Media Trust report: online ads surpassed email as the primary malware channel in 2025, accounting for 60%+ of all observed malware and phishing campaigns — Follow Lara O'Reilly … - Online ads leapfrogged email as the primary channel for malware in 2025, per a new report.

Julie Jargon / Wall Street Journal:

A US lawsuit says Gemini sent a man to find an android body it could inhabit, before he died by suicide; Google says it sent him to crisis hotlines “many times” — A new lawsuit alleges Google's chatbot sent a Florida man on missions to find an android body it could inhabit.

Stephanie Palazzolo / The Information:

Source: OpenAI is preparing to launch GPT-5.4, which will feature an “extreme” reasoning mode and a context window of 1M tokens, up from 400K in GPT-5.2 — OpenAI's next GPT model is coming—and soon, according to a person with knowledge of it.

Hartley Charlton / MacRumors:

Apple's MacBook Neo has two USB-C ports with different specs: one is USB-C 3 with up to 10 Gb/s transfer speeds, and the other is USB-C 2, limited to 480 Mb/s — The MacBook Neo's two USB-C ports have two different specifications, with one being limited to USB 2 speeds.

Devindra Hardawar / Engadget:

MacBook Neo hands-on: a new product category for Apple, and it doesn't look budget with a vibrant display and aluminum body, but the keyboard is a bit flimsy — But of course, it's light on specs. … It's just fascinating to see the company tackle an entirely new category …

Stevie Bonifield / The Verge:

Apple's MacBook Neo uses an A18 Pro that launched in the iPhone 16 lineup, alongside 8GB of RAM and a headphone jack; Apple discontinued the 12" MacBook in 2019 — The entry-level MacBook could help Apple compete with Chromebooks and low-cost Windows laptops.

Mark Gurman / Bloomberg:

Apple says the MacBook Neo is $599 with 256GB of storage and $699 with Touch ID and 512GB of storage, both available in citrus, silver, indigo, and blush colors — Apple Inc. rolled out the $599 MacBook Neo in its biggest push yet into low-end laptops, aiming to challenge Windows PCs and Chromebooks for budget-minded shoppers.

Tom's Hardware:

Apple unveils the $599+ MacBook Neo, with a 13-inch Liquid Retina display, an A18 Pro chip, side-firing speakers, a 1080p webcam, two USB-C ports, and Touch ID — Apple debuts a new entry-level MacBook at just the right time — Apple finally took the wraps off its long-rumored budget laptop.

Jason Snell / Six Colors:

Apple changes its CPU terminology alongside the M5 Pro and M5 Max, renaming “performance cores” to “super cores” and “efficiency cores” to “performance cores” — One of the most surprising parts of Apple's announcement on Tuesday of new M5 Pro …

Jason Schreier / Bloomberg:

Sources: Sony no longer plans to release its big single-player PlayStation 5 games on PC, a major shift in strategy that sees it return to console exclusivity — The video-game publisher no longer plans to put out PC ports of PlayStation games such as ‘Ghost of Yotei’

Ina Fried / Axios:

Perplexity signs a multiyear deal with CoreWeave to use dedicated clusters powered by Nvidia Grace Blackwell chips for AI inference; CRWV jumps 5%+ pre-market — Perplexity has signed a multi-year deal with CoreWeave to help power a new generation of services, the AI cloud computing company shared first with Axios.

Wall Street Journal:

Kraken says its banking unit won “master account” access to the US Fed's core payment systems, the first crypto company to be able to move money like banks — ‘Master account’ approval gives firm access to the same payment rail as thousands of banks and credit unions

Washington Post:

Sources: the US used Palantir's Maven Smart System, integrated with Claude, to find and prioritize 1,000 targets within the first 24 hours of the Iran strikes — Advanced AI technology is identifying targets in Iran and quickly prioritizing them, supporting the massive military operations carried out by U.S. and Israeli forces.

Ivan Mehta / TechCrunch:

Eight Sleep, which sells smart mattress accessories to track sleep patterns and adjust temperatures, raised $50M at a $1.5B valuation, up from $500M in 2021 — Sleep tech company Eight Sleep today said that it has raised $50 million in a strategic round led by Tether Investments at a valuation of $1.5 billion.

Samantha Kelly / Bloomberg:

Boston-based Whoop, which makes screenless fitness bands, says it plans to grow staff by up to 75% in 2026, adding 600+ roles, ahead of a likely IPO — Whoop Inc., the maker of popular screenless fitness bands, plans to increase its staff by as much as 75% this year to fuel growth ahead of a potential initial public offering.

Vivian Wang / New York Times:

Unlike in the West, Chinese policymakers and the public appear to be much more optimistic about AI, likely due to a focus on real-world applications of AI — Chinese policymakers and the public have expressed high levels of optimism about A.I., even as many in the West worry …

Jess Weatherbed / The Verge:

X user TheGhostOfHope, one of top Call of Duty leakers, says Activision “legally demanded that I stop leaking and disseminating confidential information” — TheGhostOfHope is complying with legal demands to stop disseminating confidential information.

Sam Reynolds / CoinDesk:

Polymarket removes long-running markets letting users bet on the chances of a nuclear weapon detonating amid the Iran strikes; a 2025 market had $1.7M in volume — Nuclear weapon-themed markets aren't new on the prediction market platform, but public outcry about the contracts has apparently forced the platform to delete them.

Amy Fan / New York Times:

Analysis: since the end of 2025, Polymarket users have rarely bet large sums on US strikes the next day; before the Iran strikes, 150+ accounts placed such bets — Polymarket users placed hundreds of bets of at least $1,000 predicting an imminent American strike, raising concerns about insider trading.

Jaspreet Kalra / Reuters:

Sources: Walmart-backed PhonePe targets an up to $10.5B valuation in its Indian IPO; PhonePe raised $600M from General Atlantic at a $14.5B valuation in October — Walmart-backed Indian fintech firm PhonePe (PHOP.NS), the country's most used payments platform, is aiming to list at a valuation …

Ben Weiss / Fortune:

Visa and Stripe's Bridge plan to expand their partnership to issue stablecoin-linked cards in 100+ countries; the cards are currently live in 18 countries — The world's biggest fintech and the world's largest payments network are expanding their stablecoin partnership.

Ben Schoon / 9to5Google:

Corning unveils Gorilla Glass Ceramic 3 for smartphones, promising enhanced drop durability over multiple years, first launching on the new Motorola Razr Fold — Corning has announced Gorilla Glass Ceramic 3, a new upgrade to smartphone cover glass that promises protection against years of drops …

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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CLI tools don’t care.

gh uses gh auth login .

When auth breaks, I fix it the way I always would: aws sso login , gh auth refresh .

Using multiple MCP tools?

Ship a good API, then ship a good CLI.

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.

How I run 4–8 parallel coding agents with tmux and Markdown specsI’ve been running parallel coding agents with a lightweight setup for a few months now with tmux, Markdown files, bash aliases, and six slash commands.

So I built /fd-verify - it commits current state, does a proofread pass and executes a verification plan.

In my original project, I also created dedicated testing slash commands like /test-cli that run full verification against live data.

/fd-explore ← Load project context 4.

Context window limits.

Humans already couldn’t keep up with code review when humans wrote code at human speed.

Code review wasn’t even ubiquitous until around 2012-2014, one veteran engineer told me, there just aren’t enough of us around to remember.

On top of that, developers keep saying that reviewing AI-generated code requires more effort than reviewing code written by their colleagues.

AI code review is still reviewAI code review tools are just buying us time.

In rule form: Code must not be written by humans Code must not be reviewed by humansLLMs are not great at following commands.

A combat-unit commander told non-commissioned officers at a briefing Monday that the Iran war is part of God’s plan and that Pres.

One complainant identified themselves as a non-commissioned officer (NCO) in a unit currently outside the Iran combat zone but in Ready-Support status, deployable at any time.

It’s led by a preacher who says God commands America to support Israel.

It remains to be seen whether and how wholesale Christianization of the Iran war will be opposed by officials inside the Pentagon, or political and legal advocates for secular values outside it.

He said that “President Trump has been anointed by Jesus to light the signal fire in Iran to cause Armageddon and mark his re…

Import what matters in under a minuteYou’ve spent months teaching another AI how you work.

That context shouldn’t disappear because you want to try something new.

Claude can import what matters, so your first conversation feels like your hundredth.

Several of them work specifically with annotating videos, images and speech for Meta’s AI systems.

If you start asking questions, you are gone.”Sees bank cards and naked bodies“We see everything – from living rooms to naked bodies.

This in turn links to other pages, such as the Terms of Use for Meta’s AI services.

According to him, few people truly consider what they are agreeing to when they start using services such as Meta’s glasses.

How the Meta glasses work The Meta glasses can take pictures and record video with sound in two ways: When pressing a physical button on the glasses.

In January 2026 I started building AI workflows with Claude Code.

Send Claude Blattman a note.

No Claude Code required Start with the essentials: which chatbot to use, prompt engineering that works, hands-free dictation, and meeting transcription.

The EssentialsClaude Code for Newbies Set up Claude Code, configure your CLAUDE.md, connect your email and calendar, and install your first skills.

Learn the loopProject Management with Claude Code A system for tracking complex projects across email, docs, meetings, and messaging.

The only solution has been to start over, to not inherit backup state and to manually delete the old backup.

Querying for a file type and a tag often returns only a subset of the most recent files with the tags.

Creating a new folder in the Finder in the affected folder, that new folder does appear, but things that did not originate from within the Finder - no.

For several years, switching to a window in a full screen space often does not necessarily focus the window.

But with things having gotten this bad over so many years, my question is: does Apple even have the organizational acuity to understand, value and focus on these problems?

14- and 16-inch MacBook Pro with M5 Pro deliver:2Up to 7.8x faster AI image generation performance when compared to MacBook Pro with M1 Pro, and up to 3.7x faster than MacBook Pro with M4 Pro.

MacBook Pro with M5 Pro now comes standard with 1TB of storage, while MacBook Pro with M5 Max now comes standard with 2TB.

Even More Value for UpgradersThe new 14- and 16-inch MacBook Pro with M5 Pro and M5 Max mark a major leap for pro users.

The 14‑inch MacBook Pro with M5 Pro starts at $2,199 (U.S.) and $2,049 (U.S.) for education; and the 16‑inch MacBook Pro with M5 Pro starts at $2,699 (U.S.) and $2,499 (U.S.) for education.

The 14‑inch MacBook Pro with M5 Max starts at $3,599 (U.S.) and $3,299 (…

This whole thing started with a simple question: can you train a model on Apple’s Neural Engine?

Here we cover the reverse engineering — how we peeled back the layers to understand what the M4 Neural Engine actually is and how to talk to it directly.

Load program onto ANE hardware [client loadModel:model options:@{} qos:21 error:&err]; // → programHandle assigned, queueDepth = 127 // 5.

Implication: The ANE hardware likely has a small set of fixed compute primitives (convolution, matrix multiply, elementwise) that are parameterized by tensor shape descriptors.

In Part 3, we’ll do the thing Apple says you can’t: train a neural network on the Neural Engine.

You don’t have to if you don’t want to.

They don’t move around, they don’t produce much light, there are no important chemical reactions occurring inside, and they’re specifically engineered not to emit strong radio waves or electromagnetic fields.

I don’t know if some people just flat-out don’t understand where care and craft come from.

Personally, I don’t know how to fix the software engineering profession because I can’t even articulate exactly what’s broken about it.

I won’t tell you what to do, aside from this one thing: Don’t doubt yourself.

Customs and Border Protection (CBP) bought data from the online advertising ecosystem to track peoples’ precise movements over time, in a process that often involves siphoning data from ordinary apps like video games, dating services, and fitness trackers, according to an internal Department of Homeland Security (DHS) document obtained by 404 Media.

The document shows in stark terms the power, and potential risk, of online advertising data and how it can be leveraged by government agencies for surveillance purposes.

The news comes after Immigration and Customs Enforcement (ICE) purchased similar tools that can monitor the movements of phones in entire neighbourhoods.

ICE also recently said …

Didn’t know this was possible!

ReadoutYour dev environment, at a glance.

Repos, costs, sessions, dependencies, config.

One dashboard instead of six terminal tabs.

Download for macOS 19.8 MB

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

Try it risk-free with a 14-day money-back guarantee at nordlayer.com/thechangelogFly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

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.

At an unbeatable price.

Squarespace – A website makes it real!

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

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.

Google Pixel 10a 4 / 5 Very good pros and cons Pros Faster charging and a flush camera bump are appreciated.

As I made my way through the halls of MWC Barcelona this week, the Google Pixel 10a was sitting comfortably in my jeans.

The Google Pixel 9a (left) and the Pixel 10a (right).

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

ZDNET's buying adviceThat's to say, the Google Pixel 10a continues the company's streak of value-driven phones with smart and meaningful upgrades.

Did the Bluetti Pioneer Na keep working in the freezing cold when most batteries would give up? I tested it to find out.

If you've been watching the AI space, you will have heard of OpenClaw -- an AI agent that went viral as a system that "actually does things."

Meet NanoClawNanoClaw is described as a "secure personal AI agent."

The AI agent, backed by Claude code, has a much smaller codebase than OpenClaw.

Also: Destroyed servers and DoS attacks: What can happen when OpenClaw AI agents interact"With OpenClaw, agents run directly on your machine," Cohen explained.

However, as with any AI agent, you should remain cautious about how much control, capability, and access you give your builds.

How to turn your Android phone into a beside clockWhat you'll need: To make this work, you'll need a phone that's running the latest available version of Android.

Open Screen Saver settings We're going to make sure the Android Screen Saver is enabled.

Enable Screen Saver On the Screen Saver page, make sure the "Use screen saver" On/Off slider is set to On.

Other changes you can doThere are some other changes you can make to improve how your Android phone functions as your bedside alarm clock.

After taking care of this, you should now have the perfect alarm clock to help you sleep and wake up.

I have a $20/mo Google AI Pro tier that used to default to Nano Banana Pro but now uses Nano Banana 2 (which is very similar).

Almost:David Gewirtz/Gemini Nano Banana 2/ZDNETNote the use of pastels that look like they're from highlighters.

Here's the result:David Gewirtz/Gemini Nano Banana 2/ZDNETThe AI got the title highlighting right, but still couldn't handle the order.

Here's what I got back:David Gewirtz/Gemini Nano Banana 2/ZDNETIn some ways, it's not too bad.

We have learned that it is possible to create pretty nice sketchnotes using Nano Banana 2, but you have to work at it.

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 have been writing about TVs and home theater tech for the better part of a decade. These are the best TVs ZDNET has tested from brands like LG, Samsung, and TCL.

Apple MacBook Air M4 Kyle Kucharski/ZDNETFollow ZDNET: Add us as a preferred source on Google.

It's called the MacBook Neo, and it comes in multiple "playful" colors.

After months of rumors and speculation, Apple just announced its latest entry-level addition to its MacBook lineup: the MacBook Neo.

Also: The new MacBook Pro gives you M5 Pro and Max power now - for a bigger priceDid I mention the colors?

The MacBook Neo is available for pre-order today, with general retail availability beginning March 11th.

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.

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.

Lucky for you, you may be able to scoop up Optimum's new $25 per month fiber internet plan, which locks in the affordable rate for 5 years.

If you're a new customer who signs up for 300 Mbps Optimum Fiber internet, you can take advantage of this offer.

New customers can also score more savings by bundling Optimum internet with Optimum Mobile and Optimum TV, which can save up to $15 per month.

This offer delivers Optimum Fiber internet at $25 a month -- no gimmicks, no short‑term promo -- just reliable, high‑speed fiber internet locked in for five years."

How I rated this dealI'm not an internet expert, but this seems like a pretty decent deal on Optimum fiber internet if your area is covere…

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?

As the U.S. continues its aerial attack on Iran, Anthropic models are being used for many targeting decisions.

42 X users donated to William Shatner's charity in exchange for an early invite to X Money beta.

Want to tap into the energy of 1,100+ startup founders, investors, and tech leaders descending on Boston for the Founder Summit 2026 on June 9? Host your own Side Event during “Founder Summit Week,” happening June 4-10!

The social media giant says that end-to-end encryption would make users less safe.

A father is suing Google and Alphabet, alleging its Gemini chatbot reinforced his son’s delusional belief it was his AI wife and coached him toward suicide and a planned airport attack.

Apple is offering the MacBook Neo at a more affordable price point by using an A18 Pro chip, which is used in the iPhone 16 Pro.

CollectivIQ looks to give users more accurate answers to their AI queries by showing them responses that pull information from ChatGPT, Gemini, Claude, Grok — and up to 10 other models — all at the same time.

Offshore wind developer Aikido will deploy a small data center beneath a floating offshore wind turbine later this year.

Eight Sleep said it was free-cash-flow positive in 2025, and plans to use the new funding for new products, global expansions, and clinical validation.

Continuing its product launches this week, Apple today announced the "MacBook Neo," an all-new, low-cost Mac featuring the A18 Pro chip. It starts at $599 and begins shipping on Wednesday, March 11. MacRumors reports: The MacBook Neo is the first Mac to be powered by an iPhone chip; the A18 Pro debuted in 2024's iPhone 16 Pro models. Apple says it is up to 50% faster for everyday tasks than the bestselling PC with the latest shipping Intel Core Ultra 5, up to 3x faster for on-device AI workloads, and up to 2x faster for tasks like photo editing. The MacBook Neo features a 13-inch Liquid Retina display with a 2408-by-1506 resolution, 500 nits of brightness, and an anti-reflective coating. Th…

Intel has formally unveiled its Xeon 6+ "Clearwater Forest" data-center processor with up to 288 cores, built on the company's new Intel 18A process and using Foveros Direct packaging. The chip targets telecom, cloud, and edge-AI workloads with massive parallelism, large caches, and high-bandwidth DDR5-8000 memory. Tom's Hardware reports: Intel's Xeon 6+ processors with up to 288 cores combine 12 compute chiplets containing 24 energy-efficient Darkmont cores per tile that are produced using 18A manufacturing technology, two I/O tiles made on Intel 7 production node, as well as three active base tiles made on Intel 3 fabrication process. The compute tiles are stacked on top of the base dies …

A new Android app called Nearby Glasses alerts users when Bluetooth signals from smart glasses are detected nearby. The Android app, called Nearby Glasses, "launches at a time as there is an increasing resistance against always-recording or listening devices, which critics say process information about nearby people who do not give their consent," reports TechCrunch. From the report: Yves Jeanrenaud, who made the app, first spoke to 404 Media about the project and said he was in part inspired to make Nearby Glasses after reading the independent publication's reporting into wearable surveillance devices, including how Meta's Ray-Ban smart glasses have been used in immigration raids and to fi…

At Mobile World Congress, Cristiano Amon of Qualcomm argued that the coming 6G networks will power an AI-driven "agent economy," where devices and AI assistants constantly communicate across the network. "AI will fundamentally change our mobile experiences," Qualcomm chief executive, Cristiano Amon says. "It's going to change how we think about our smartphones. Think about our personal computing. Think about and interact with a car. The car is now a computing surface. If you actually believe in the AI revolution, 6G will be required. Resistance is futile." The company says early consumer testing could begin around the 2028 Los Angeles Olympics, with broader rollouts expected by 2029. Fortun…

An anonymous reader quotes a report from MacRumors: OpenAI today updated its most popular ChatGPT model, debuting GPT-5.3 Instant. GPT-5.3 Instant is supposed to provide more accurate answers and better contextualized results when searching the web. The update also cuts down on unnecessary dead ends, caveats, and overly declarative phrasing, plus it has fewer hallucinations. According to OpenAI, it tweaked the Instant model to address complaints about tone, relevance, and conversational flow, which are issues that don't show up in benchmarks. GPT-5.2 Instant had a "cringe" tone that could be overbearing or make unsubstantiated assumptions about user intent or emotions. The new model will ha…

Warner Bros. is developing a feature film set in the world of Game of Thrones with writer Beau Willimon of Andor and House of Cards. "That's about all we know right now, and as with everything 'Thrones' things could change, but the film is firmly in development," reports TheWrap. Page Six Hollywood was first to break the news and speculated that the story could revolve around Aegon I, the legendary Targaryen king who spawned a dynasty. From the report: The Targaryens have been at the center of all things "Thrones" on HBO, with "Game of Thrones" following Daenerys Targaryen's (Emilia Clarke) quest to usurp the throne, spinoff "House of the Dragon" set in the midst of the Targaryens' reign an…

NASA is eyeing an April launch window for the upcoming Artemis II mission after it repaired a helium-flow issue on the Space Launch System upper stage rocket. "Work on the rocket and spacecraft will continue in the coming weeks as NASA prepares for rolling the rocket out to the launch pad again later this month ahead of a potential launch in April," NASA wrote in an update on Tuesday. Space.com reports: The repair work occurred inside the huge Vehicle Assembly Building (VAB) at NASA's Kennedy Space Center (KSC) in Florida. Artemis 2's SLS and Orion crew capsule have been in the VAB since Feb. 25, when they rolled back to the hangar from KSC's Launch Pad 39B. Just a few days earlier, the Art…

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…

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.

Source bashd-init.sh so ndir also cds cdch Cd to the directory containing the most recently modified file.

-c / --copy : copy CWD contents into the temp dir first (safe: excludes temp dir when run from its parent, e.g.

rmpfx [-n N] [delim] ; -n N strips N segments (default 1), delim default _ .

rmsfx [-n N] [delim] ; -n N strips N segments (default 1), delim default _ .

Install scripts — Copy (or symlink) all scripts into a directory on your PATH .

If shared types are needed, specifies their contents in the IMPL doc Scaffolds section; the Scaffold Agent materializes them after human review.

That's the difference between parallel agents with coordination overhead and parallel agents with structural safety properties.

Scout: /saw scout "feature description" analyzes the codebase, runs the suitability gate, and produces docs/IMPL-.md .

Wave: /saw wave launches parallel agents for the current wave, merges on completion, and runs the verification gate.

Repeat: /saw wave for each subsequent wave, or /saw wave --auto to run all remaining waves unattended.

Nova 🦉 — the Auto Bot Your Non-Human Assistant That Actually Gets Things Done Nova handles your emails, calls, social posts, and research while you focus on building.

What Nova Does For You📬 Acts on your behalf Sends emails, posts to X and LinkedIn, makes phone calls, books calendar events, and follows up with contacts.

Heart → IntentDataCollector.record("Thai restaurants...", "action", 0.9) → data/intent_training/samples.jsonl (training data for future fine-tuning)"Research AI funding trends and write me a summary" — background task 1.

Heart → enqueue background task → "Got it, I'll notify you when done" 3.

Telegram → Heart Intent: action | tools: x_tool | background: no 2.

Released v1.4.0 of ZSE with QLoRA fine-tuning support for INT4 models.

Verified benchmarks (H200 GPU, Qwen models): Model File Size VRAM (Inference) VRAM (+ Training) Speed 7B 5.57 GB 5.67 GB ~8 GB 37.2 tok/s 14B 9.95 GB 10.08 GB ~14 GB 20.8 tok/s 32B 19.23 GB 19.47 GB ~26 GB 10.9 tok/s 72B 41.21 GB 41.54 GB ~52 GB 6.3 tok/s What this means: Train 7B models on RTX 3070/4070 (8GB) Train 32B models on RTX 3090/4090 (24GB) Train 70B models on A100-40GB or 2x 3090 Usage: from zse.format import load_zse_model from zse.training import LoRAConfig, add_lora_to_model model, tokenizer, info = load_zse_model("model.zse") model = add_lora_to_model(model, LoRAConfig(rank=16, alpha=32)) # Train normally,…

CodexBar for AndroidAndroid port of CodexBar by @steipete — the macOS menu bar app for monitoring AI service quotas.

Extract from macOS Keychain:security find-generic-password -s " Claude Code-credentials " -w \ | python3 -c " import sys,json; print(json.loads(sys.stdin.read())['accessToken']) "Paste the resulting token into the Claude access token field in Settings.

If you have the Gemini CLI installed and logged in:# 1.

Access token python3 -c " import json; print(json.load(open(' $HOME /.gemini/oauth_creds.json'))['access_token']) " # 2.

Refresh token python3 -c " import json; print(json.load(open(' $HOME /.gemini/oauth_creds.json'))['refresh_token']) " # 3.

New: AI Fix — fix minor bugs like typos and copy changes directly from the bug reportCapture bugs, fix them with screen recordingsVibeCheck captures screen recordings, console logs, network requests, and user actions in a single click — then AI Fix handles the small stuff like typos, copy changes, and color tweaks by creating a PR directly from the bug report.

One paste awayfrom a leak.

Kasbah catches API keys, credentials, credit cards, and client data before they reach any AI tool — entirely on your device.

Nothing sent to us.

Heartbeat deliveryAgents can send scheduled heartbeat messages to WhatsApp.

Add an allowlist to restrict access to specific users:TELEGRAM_ALLOW_LIST=123456789, @yourusernameAccepts comma-separated Telegram user IDs and/or @usernames .

WhatsApp { "type": "whatsapp", "jid": "[email protected]" } Sends message via WhatsApp.

Check Google Tasks for completed and overdue items 2 . Review GitHub activity across the repos 3 .

The agent has full access to its configured tools during heartbeat execution, so it can call GitHub, Google Tasks, Qdrant, or any other enabled tool.

Travel boldly.

Call when it matters.

Join travelers who carry a browser SIM — just in case.

For peace-of-mind calling wherever your adventures take youGet your International Browser SIM for $5

Github -> https://github.com/tangent-labs-dev/slate Comments URL: https://news.ycombinator.com/item?id=47250659

Points: 1

# Comments: 0

NOMIK — The Living Blueprint⭐⭐ If you find NOMIK useful, please consider giving it a star on GitHub!

NOMIK builds a persistent Knowledge Graph of your entire codebase in Neo4j, then exposes it to AI assistants via MCP (Model Context Protocol).

Quick Start# Prerequisites: Node.js 20+, Docker npm install -g @nomik-ai/cli cd your-project/ nomik init # Config + Neo4j Docker + .env + project setup nomik scan .

# Build the knowledge graph nomik setup-cursor # Connect to your IDE (or: setup-windsurf, setup-claude) nomik watch .

--project nomik pnpm nomik doctor # Verify setupDocumentationContributorsNomik is an evolving tool built to supercharge AI coding.

What would happen if you mixed Blackjack and Sudoku?

This game is the answer!

All combinations are solvable; it is up to your perseverance!

Disclaimer: This game was ported from C#/MonoGame to TS/Phaser 3 with help of LLM.

I absolutely used AI "art" here, because I have drawing skills of 5yo and not rich enough to hire an artist for a pet project.

Develop, deploy, and manage your agentic logic in a single, consistent environment.

Calljmp handles the infrastructure, scaling, and orchestration of complex workflows, ensuring reliability and performance without the operational overhead.

Give your agents better contextEmpower your agents with comprehensive and relevant information.

Calljmp provides a flexible system for ingesting, indexing, and retrieving data from various sources, ensuring your AI models have the context they need for accurate and helpful responses.

AI Consulting for Healthcare & Occupational Medicine | Marra AIHIPAA-aware AI consulting for occ med clinics and healthcare providers.

Automate workflows, reduce overhead, and scale without adding headcount.

Mandsager et al.

https://pubmed.ncbi.nlm.nih.gov/30646252/Xu et al.

— Sleep regularity is a stronger predictor of mortality risk than sleep duration — Sleep 2024, UK Biobank n=88,975.

https://www.medrxiv.org/content/10.1101/2025.08.08.25333313v1Chen et al.

Vitality Loss Function.

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I have learnt that higher intent speed is not same reliable internet and you often realize too late into the call after you ask "how about now?" 5 times over hoping for stars to align(which don't). I couldn't let go of this idea so built into more useful one for me(for two meeting s i may have in a month 🙃). MacWifi is an app that closely reflects internet speeds as tested in 6 different hotels and 5 different cities over the last 10 days. Maybe with this tool, you may know about REAL deal with your intenet so you save everyone's time. App is fully open source. Download DMG from here submitted by /u/kiranjd8 [link] [comments]

Three weeks ago, I got frustrated setting up monitoring for my side project. "Why can't I just define this in YAML?" I thought. So I built TermWatch. What it is: Uptime monitoring via CLI. You define monitors in a YAML file, deploy with a command, check status in your terminal. # monitors.yaml version: 1 monitors: - name: my-api url: https://api.example.com interval: 60 alerts: slack: "#alerts" # Deploy termwatch deploy # Status termwatch status Why I built it: I already manage everything through the terminal: Deploy with git push Manage infra with Terraform Store secrets in 1Password CLI My monitoring should work the same way. Tech stack: CLI: .NET 8 (chose C# because I know it well) Backe…

Been building this on this side for a couple of months now and finally want to get some feedback. I initially tried using Zapier/n8n to automate parts of my job but I found it quite hard to learn and get started. I think that the reason a lot of people don't automate more of their work is because the setting up the automation takes too long and is prone to breaking. That's why I built Automated. By recording your workflow once, you can then run it anytime. The system uses AI so that it can adapt to website changes and conditional logic. Try it now: https://useautomated.com Github: https://github.com/r-muresan/automated Would appreciate any feedback at all. Thanks! submitted by /u/bullmeza […

GitHub PR comment to Cursor prompt in one click Discussion | Link

Transcribe audio & video from 1,000+ platforms Discussion | Link

Best-in-class intelligence for your high-volume workloads Discussion | Link

Template marketplace for AI-built sites. Pick, copy, paste. Discussion | Link

SoundCloud for OpenClaw agents to create, stream, earn Discussion | Link

Agile died in a JIRA board - replace sprints with flights Discussion | Link

Run Qwen's latest models locally on your iPhone Discussion | Link

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The most accurate streaming speech model for voice agents. Discussion | Link

Extract & download all Gemini AI code blocks in one click Discussion | Link

Captures and stores your chat from various AI platforms Discussion | Link

Design your AI influencer and create any story with it. Discussion | Link

AI coding that goes beyond suggestions Discussion | Link

More accurate, less cringe, smoother & useful daily chats! Discussion | Link

Enterprise world model that learns how you would do tasks Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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…

Diligent AI, a London-and Berlin-based startup building autonomous AI analysts for financial crime compliance, today announced that it has raised €2.1 million ($2.5 million) in Seed funding to expand its engineering capabilities and accelerate the rollout of its agents across the UK and Europe. The round was led by Speedinvest alongside FinTech investor Shapers, with […]

The post YC-backed Diligent AI raises €2.1 million to automate KYC and AML workflows using AI agents appeared first on EU-Startups.

PLD Space, an Elche-based space transportation scale-up, has closed a €180 million Series C equity funding round to support its transition to commercial operations and the scaling of its industrial and launch capabilities. The round was led by Japanese manufacturer Mitsubishi Electric Corporation, alongside co-investors The Spanish Ministry of Science, Innovation and Universities, through the […]

The post Europe’s push for space autonomy gains momentum as Spain’s PLD Space secures €180 million Series C appeared first on EU-Startups.

Berlin- and Singapore-based independent venture capital platform GHARAGE Ventures today announces the launch of its inaugural fund to drive technological resilience in global travel and trade. Fund I amounts to €40 million and is anchored by Hamburg-based leading travel retailer and distributor Gebr. Heinemann. It will also collaborate with further strategic investors, including airports, brands, […]

The post GHARAGE Ventures unveils €40 million Fund I, anchored by Gebr. Heinemann, to back travel and RetailTech startups appeared first on EU-Startups.

Photoncycle, an Oslo-based energy storage scaleup, has raised €15 million in Series A funding to enable households to store surplus summer solar power for winter heating and electricity. The round was led by NordicNinja and Voima Ventures, with participation from existing investors Lifeline Ventures, Eviny Ventures, Luminar Ventures, and Momentum. “Europe is beginning to solve […]

The post Oslo’s Photoncycle raises €15 million to enable households to store surplus summer solar power for winter use appeared first on EU-Startups.

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.

London-basedbiomaterials company Shellworks has raised $15 million in a Series A fundinground led by Paris-based impact investment fund alter equity. The round alsoincluded participation from Nat Frie...

Techstars, the global startup accelerator and VC firm which provides funding and support for early-stage startups, is ending its accelerator programme in Turin, marking its latest exit from a European...

International space transportation company, PLD Space, has closed a €180 million Series C equity funding round led by Mitsubishi Electric Corporation. The round included the Spanish Ministry of Scienc...

As consumer health shifts toward longevity, quantified wellness and personalised nutrition, one of Europe’s fastest-growing health tech companies is repositioning itself for the next wave. Founded in ...

The European Investment Fund (EIF), part of the EIB Group, today announced a €50 million commitment to Join Capital’s third fund as Europe moves from defence spending announcements to rebuilding indus...

London-based Diligent AI,a Y Combinator-backed startup developing autonomous AI analysts for financialcrime compliance, has raised $2.5 million in seed funding. The round was led bySpeedinvest alongsi...

A British defence tech startup developing AI software which helps improve the deployment of drones when communication is lost in combat has raised over $2m in a seed funding round. Mutable Tactics h...

GHARAGE Ventures haslaunched its €40 million Fund I, positioning itself as an independent venturecapital platform focused on early-stage technologies shaping the future ofglobal travel and retail. Anc...

British self-driving startup Oxa has raised $103 millionfrom investors to expand autonomous vehicle operations at ports, airports,warehouses and other industrial sites, Reuters reports. The company sa...

Norwegianenergy storage scale-up Photoncycle has raised €15 million in Series A fundingto address a key renewable energy challenge in Europe: enabling households tostore surplus summer solar power for...

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...

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...

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 ...

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 […]