For those of you who haven’t seen, there were actually two “bombshell” QC announcements this week.

The second bombshell, from Google, gave a lower-overhead implementation of Shor’s algorithm to break 256-bit elliptic curve cryptography.

Neither of these results change the basic principles of QC that we’ve known for decades, but they do change the numbers.

When you put both of them together, Bitcoin signatures for example certainly look vulnerable to quantum attack earlier than was previously known!

And now, with no time for this blog post to leaven and rise, I need to go home for my family’s Seder.

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We didn't need source maps to extract Claude Code's internals.

Source maps just added comments and a source tree structure on top.

What Source Maps Actually AddedTo be fair — source maps did surface some genuinely sensitive information that wasn't easily extractable from the minified bundle:Internal code comments.

Anthropic's Claude Code prompts — the "# Doing tasks", "# Executing actions with care", "# Tone and style" sections — represent serious prompt engineering work.

Claude Code (powered by Opus) is currently the strongest model for reasoning and code tasks, and it's alarmingly good at it.

sentence 2 IPv6Your IPv6 address, as a sentence you can remember!

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From 23m ago 00.35 CEST Artemis II lifts off: four astronauts begin 10-day lunar mission Nasa launched Artemis II on a historic crewed mission to the moon.

Share12m ago 00.46 CEST Artemis II enters Earth's orbit Artemis II is now in Earth’s orbit.

The two solid rocket boosters of the Space Launch System have separated and are floating back down to the Atlantic for recovery.

View image in fullscreen NASA's Artemis II mission to fly by the moon lifts off from the Kennedy Space Center in Cape Canaveral, Florida.

Photograph: Joe Skipper/Reuters Share23m ago 00.35 CEST Artemis II lifts off: four astronauts begin 10-day lunar mission Nasa launched Artemis II on a historic crewed mission to the mo…

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

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

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Whether it is to pipe the Tcpdump output to another machine hosting Wireshark or checking which service is listening on which port, Windows cmd has similar commands that are present in Linux.

Here is some of the most command used in Linux that have equivalent purpose on Windows:Filtering the output of a commande:Linux: lsof -s | grep 'https'Windows: netstat -n -a | findstr "https" (//note the double quotes)Piping tcp dump to another machines that hosts WiresharkAuthor's note: From here on, the content is AI-generatedLinux: ssh root@remote-linux "tcpdump -s 0 -U -n -w - -i eth0 not port 22" | wireshark -k -i -Windows: ssh root@remote-linux "tcpdump -s 0 -U -n -w - -i eth0 not port 22" | "C:\…

dginovkerI'm writing this as a PSA to anyone who is thinking about getting a used phone for GrapheneOS.

After confirming for a second time with the Swappa staff that "Unlocked" devices would be bootloader unlocked, I purchased a third, "Unlocked" tagged phone from Supplytronics for $424.

They said "[...] we are unfortunately not able to guarantee bootloader unlocking, as it is not feasible for us to search through thousands of devices in order to find one that is.

The Swappa staff are unable to moderate their marketplace for proper listings, and as a result, it simply cannot be trusted for anyone looking to get a used Pixel for GrapheneOS.

If anyone knows a reliable place to get used, Graph…

DRAM pricing is killing the hobbyist SBC marketToday Raspberry Pi announced more price increases for all Pis with LPDDR4 RAM, alongside a 'right-sized' 3GB RAM Pi 4 for $83.75.

I published a video going over the state of the hobbyist 'high end SBC' market (4/8/16 GB models in the current generation), which I'll embed below:But if you'd like the tl;dr:Unless the DRAM pricing situation changes radically, I think the hobbyist SBC market is dying—or at least on life support.

And I don't just mean Raspberry Pis, but all SBC vendors.

But I'm not sure how long we'll have to wait, or if a hobbyist SBC market will exist by the time the bubble bursts.

Lucky for Raspberry Pi, they have a thriving mi…

1 Pick a platform.

Tap Instagram, YouTube, Facebook, or X from the home screen.

2 Use it normally.

It loads the real mobile site — posts, stories, DMs, everything.

Short-form content and algorithmic feeds are stripped out before you see them.

InspectMind AI • San Francisco • Full-time$120K – $220K + EquityThe MissionEvery building is designed using drawings that often contain hundreds of mistakes.

We’re building the AI Plan Checker — a system that reviews full construction plan sets (drawings, specs, calculations) in PDFs and finds issues before anything gets built.

Our goal is simple: every construction project in the world gets checked by AI before permitting and construction.

If we succeed, every construction project globally will run through systems you helped build.

Team• Ex-Google, Airbnb, Berkeley, CMU• Former founders and early engineers• YC W24, AI Grant, top VCsSmall team, high ownership, fast execution.

Resonance — Emergent Life Simulation EngineSimulation engine where life, evolution, and therapeutic strategies emerge from 8 axioms and 4 fundamental constants.

Three tumor profiles: CML/imatinib (Bozic 2013), prostate/abiraterone (Gatenby 2009), NSCLC/erlotinib.

Example: "399 Hz @ 0.40, gen 3" → "Imatinib 104 nM, start day 12, doubling time 4 → 7.5 days."

Protocol: "399 Hz @ 0.40, maintain from gen 3"Validated across 10 seeds: stabilizes in ≥7/10, suppresses in ≥7/10.

Calibrated (canine mast cell): 21-day doubling, toceranib IC50 = 40 nM as pharmacological proxy (not mechanism equivalent — toceranib is a kinase inhibitor, the real vaccine is immune-mediated), ~10⁸ cells.

These 64-bit domain separators are not required for all structs, and many don’t need them.

The logic behind random generation of domain separators is reminiscent of generating p(x) randomly in Rabin Fingerprinting.

If on the other hand, Mallory generates domain separators randomly, she and Bob get the same desirable guarantees as in the base case.

Another risk is that AI coding or auto-completion agents might copy-paste existing domain separators, or generate them sequentially.

From this intermediate encoding, Snowpack arrives at a flat byte-stream via Msgpack encoding, but with important limitations.

JAX’s true calling: Ray-Marching renderers in Python on WebGLDemo(move your mouse/thumb across the image)Why, though?

We’ll be using Signed Distance Functions (SDF).

Using two invocations of JAX’s vmap , we can transform functions assigned to single pixels into functions that compute all pixels of an image in parallel:ray_colors = jax .

Now Google probably did not decide to build JAX so that I could personally save a few keystrokes on this.

It is a nice step in having higher level DSLs be almost math-like, while staying very close to the metal.

Studying Rare Nuclei With CERN's ISOLDE FacilityTo investigate the process more closely, UT researchers collaborated with scientists from several institutions.

A Long-Sought Neutron State in TinThe team's second major discovery was the first observation of a long predicted single particle neutron state in tin-133.

Advanced neutron detectors allowed researchers to detect this elusive nuclear state.

In simple terms, the way the state is populated during decay does not follow the patterns that scientists typically expect.

His interest in nuclear science began earlier during a general chemistry course, when he first learned about beta decay.

SpaceX has confidentially filed for an initial public offering on the US stock market, according to reports from Bloomberg and the Wall Street Journal.

Elon Musk’s company, which has become a dominant power in both space travel and satellite communications, could potentially seek a valuation upwards of $1.75tn.

The IPO could take place as early as June, Bloomberg reported, in what is expected to be a banner year for high-value public offerings.

SpaceX is the parent company of Musk’s own artificial intelligence company, xAI.

The US space program is heavily dependent on the company, with Nasa utilizing SpaceX rockets for the majority of its launches.

50 Years of Thinking Different.

50 Years of Thinking Different.

At 50 years, it’s only natural to look back.

But Apple has always looked forward, building tools and delivering experiences that enrich people’s lives.

As we celebrate how far we’ve come, we’re inspired by where we’ll go — together.

⚡️ SwiftLMA blazingly fast, native Swift inference server that serves MLX models with a strict OpenAI-compatible API.

🧠 Smart Model Routing : Loads HuggingFace format models directly, with native Safetensors parsing.

: Loads HuggingFace format models directly, with native Safetensors parsing.

⚡️ TurboQuantization Integrated : Custom low-level MLX Metal primitives that apply extremely fast quantization for KV caching out-of-the-box.

📱 SwiftLM Chat — iOS AppA native iPhone & iPad companion app that downloads MLX models directly from HuggingFace and runs inference on-device via MLX Swift.

And I blame his devotion to The Church of Graphs.

The Church of Graphs is dedicated to the meta-belief that knowledge must be formalized and quantifiable to be worthy of consideration.

When I talk about The Church of Graphs, I am talking about people who privilege doxa over gnosis and episteme.

Members of The Church of Graphs live by one primary commandment: thou shalt not believe your lying eyes.

Church members have a second all-important commandment as well: thou shalt not think too hard about the Graphs.

Image: devDroid TW 12.7 droneA Ukrainian unmanned ground vehicle armed with a machine gun maintained a frontline position for more than six weeks, underscoring how robotic systems are becoming an integral part of high-intensity warfare according to strike UGV company commander.

Over the 45-day mission, the TW 12.7 responded to multiple calls for fire and “successfully carried out all of them,” Makar said.

Russian forces were “constantly suppressed by the fire of the TW 12.7 droid,” preventing them from advancing through the sector.

Such systems, he argued, can remove some of the burden from infantry units engaged in continuous combat.

Protecting Operators and Preserving ExperienceOperator t…

20 points for doing the usual motte-and-bailey or hedging in the form of “It is not X.

It is Y.” 20 points for ending a paragraph with pseudo-profound nonsense.

20 points for claiming that the product does what “nature” does or what “the universe” does.

20 points for referring to “emergent properties” where this is clearly not warranted.

20 points for each instance of dropping Ivy League namedropping.

email { height : 2em ; margin : -1em 0 ; vertical-align : middle ; }BrowserInspiration: rouninmedia.github.ioThis hides the email address in an unusual place where most harvesters won’t think to look.

1.5 CSS Display noneBlocked 100% of 318 spammersHTML < div class = "email" > ad @< span >email. spencermortensen.

email > span : nth-child ( 2 ) { display : none ; }Browser ad@ email.

You can write a custom function for each email address, or you can write a single function and apply it to all of the email addresses on the page.

If the link text also contains the email address, then the email address is additionally exposed as plain text, and you’ll need to layer on at least one of the plain-t…

Over the past few weeks, I’ve been ruthlessly focused on reducing memory usage on my web apps, APIs, and daemons.

I’ve been following the one big server pattern for deploying all the Talk Python web apps, APIs, background services, and supporting infrastructure.

You see, we’re running our web apps as a web garden, one orchestrator, multiple worker processes via the lovely Granian.

To facilitate this, we needed two actions:Action 1: Rewrite Talk Python Training in QuartThe first thing I had to do was rewrite Talk Python Training, the app I was mostly focused on at the time, in Quart.

When the app starts, it imports a few utilities from Talk Python Training.

This report condenses the free form answers to Question 77 of the State of Haskell Survey 2025.

Complexity of the Haskell LanguageWe have noticed a trend amongst participants that the Haskell Language is perceived as too complex, riddled with historical cruft, and that there is a lack of consistency in how the language and its libraries have evolved over the decade.

This feedback is in line with answers asking for a new Haskell Language Report, which could take advantage of the extensions that GHC has introduced over the yearsThe Record SystemA certain proportion of survey participants have expressed their dissatisfaction at the state of records in Haskell.

Lastly, the Haskell Language Serv…

git bayesectBayesian git bisection!

Use this to detect changes in likelihoods of events, for instance, to isolate a commit where a slightly flaky test became very flaky.

You don't need to know the likelihoods (although you can provide priors), just that something has changed at some point in some directionInstallationpip install git_bayesectOr:uv tool install git_bayesectHow it worksgit_bayesect uses Bayesian inference to identify the commit introducing a change, with commit selection performed via greedy minimisation of expected entropy, and using a Beta-Bernoulli conjugacy trick while calculating posterior probabilities to make handling unknown failure rates tractable.

See https://hauntsa…

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Should work Any Chromium-based browser that supports MV3Server DeploymentMethod Platform What you get Single executable Windows, macOS, Linux Download from Releases and run.

On the full results page, click "Preview" on any result to see the stored Markdown rendered in a side panel — useful for pages that have since changed or gone offline.

ServerSingle ExecutablePre-built binaries for Windows (x64), macOS (ARM64), and Linux (x64) are available on the Releases page.

# Install the service nssm install Indexical C:\path\to\ indexical.exe # Optional: set environment variables nssm set Indexical AppEnvironmentExtra DB_PATH = C:\ProgramData\Indexical\indexical.db nssm set Indexical AppEnvironment…

About This GameIn NebuLeet, you lead a paramilitary force against a growing space Cult threat.

Program your units, build a fleet, trade, research, and engage in deep tactical combat in this RPG-strategy hybrid.

Get creative and share your designs with the world through Steam Workshop!

Androids can be programmed using an in-game visual language.

If someone submits their programmed vessels, you can try fighting it using manual controls on your side.

01 — DefinitionInstitutional AI is AI embedded into the decision-making structure of an organization with recognized authority.

It is whether the AI is recognized as having authority in decisions.

Today, organizations use AI to augment workflows, but the AI holds no authority.

It can draft the proposal, summarize the meeting, and flag the risk.

That boundary between augmentation and authority is where institutional AI begins.

What is an exit node for?#Without an exit node, Tailscale sends traffic to my Tailscale devices, but normal web traffic goes out through my local network or ISP (exit nodes docs).

Exit Node Is Not Anonymity An exit node moves where you place trust, it doesn’t remove trust entirely.

For exit nodes, the normal path is:client -> exit node -> internetIf direct connectivity is blocked, DERP relay is the fallback:client -> DERP relay -> exit node -> internetEither way, internet egress still happens at the exit node.

Step Without Exit Node With Tailscale + Exit Node 1.

Exit Node Responsibilities The exit node is doing router work, so it must have IP forwarding enabled and NAT/masquerade configured.

TL;DR: Imported the full Linux kernel history into pgit.

Actual data: 2.7 GB (git gc --aggressive gets 1.95 GB).

Short version: pgit is a Git-like CLI where everything lives in PostgreSQL instead of the filesystem.

After the pgit post hit the HN front page and got picked up by TLDR, console.dev, and dailydev, I teased that I was importing the Linux kernel.

Kent Overstreet: 13 years, one filesystemKent Overstreet's first kernel commit was in 2011: bcache, a block cache layer.

Timesliced reservoir samplingTo solve this problem, I’m going to demonstrate what I call “timesliced reservoir sampling”.

In timesliced reservoir sampling, you divide the stream into K equal-sized timeslices, and then pick one random sample from each timeslice using reservoir sampling.

Real-world usageSome notes on real-world usage:Insofar as timesliced reservoir sampling builds on standard single-item reservoir sampling, you can get faster results by using a faster algorithm for that.

Rather than collecting all callstacks and then using the reservoir sampling to decide which to keep them, you can do the reservoir sampling first and then use that to decide whether there is any need to colle…

There is still a lot of work to be done, and it's all going towards the 1.0, first "stable" version.

We currently have an experimental implementation of the replication layer, allowing FlowG to be a highly available service.

We want to prove that FlowG can perform well in production environments, where many things can go wrong.

To do so, we will continuously improve the test suite and set up test environments, following the principles of Chaos Engineering.

If you are using FlowG in production, give us a ping, we'll add you to our README .

Basics of linear typesThe borrow checker is mostly based on the concept of linear types.

In short: values of linear types must be used once and cannot be copied.

This can be solved by using a reference instead:linear type file = ...; fn open(path: str) file = ...; fn write(f: &file, data: []u8) void = ...; fn close(f: file) void = ...;This is better understood with the corrected terminology: write uses a file object to do something, but close consumes and destroys it.

type range = (int, int); // free linear type file = int; // explicitly linear linear type buffer = (str, file); // must be linear since it contains a file type buffer = (str, file); // ErrorDestructing linearsDestruction of co…

Measuring AI Ability to Complete Long Software Tasks, a paper by dozens of authors working at Model Evaluation & Threat Research (METR).

Last year’s strongest models could complete this task about 50% of the time, so their 50%-success time horizon is 8 hours.

Both human task duration and the LLM completion probability are statistical estimates; see the paper for details.)

The METR authors timed skilled humans on 170 tasks, which needed a couple seconds up to eight hours.

If you do, there will surely be LLMs within five years that can succeed 50% of the time.

Nicola M White / Bloomberg:

In a joint filing, Elon Musk and the US SEC say they are ready to move toward a trial over Musk's alleged failure to disclose his Twitter stake in 2022 — Elon Musk and the US Securities Exchange Commission told a judge they are heading toward a trial over the regulator's allegations …

Abner Li / 9to5Google:

Google increases the storage of its $19.99/month AI Pro subscription plan to 5TB, up from 2TB, at no additional cost — Google today announced that AI Pro subscriptions now come with 5 TB of storage. — Previously, subscribers of the $19.99 per month plan got 2 TB, just like the $9.99 tier.

Reuters:

Documents: Intel plans to invest $15M in SambaNova, a startup chaired by CEO Lip-Bu Tan, increasing Intel's stake to 9%, following a $35M investment in February — Chipmaker Intel (INTC.O) has planned to invest another $15 million in SambaNova, a chip startup chaired by Intel CEO Lip-Bu Tan …

Financial Times:

Sources: Amazon is in talks to acquire Globalstar to bolster its low Earth orbit satellite business; Apple's 20% stake in Globalstar is a complicating factor — Ecommerce giant is trying to catch up with SpaceX's low Earth orbit internet service — Amazon is in talks to acquire …

Helene Braun / CoinDesk:

Solana-based DeFi platform Drift warns users about an “active attack” on its protocol; Arkham data said over $250M had moved from Drift to an interim wallet — The platform halted deposits while it investigates suspicious activity and urges users to proceed with caution.

Tim Fernholz / TechCrunch:

Cognichip, which is building an AI model for chip design, raised a $60M Series A led by Seligman Ventures, with participation from new board member Lip-Bu Tan — The most advanced silicon chips have accelerated the development of artificial intelligence. Now, can AI return the favor?

John Sakellariadis / Politico:

Sources: the FBI has declared a recent China-linked hack of a system, which contained pen register and trap and trace surveillance returns, a “major incident” — The determination suggests the hackers successfully compromised swathes of sensitive data stored directly on FBI systems …

Vicky Ge Huang / Wall Street Journal:

Franklin Templeton agrees to acquire CoinFund spinoff 250 Digital to form Franklin Crypto, which will offer strategies designed for institutional investors — Money manager's crypto investment unit will offer strategies designed for institutional investors

Bob Van Voris / Bloomberg:

Super Micro co-founder Yih-Shyan Liaw pleads not guilty to US federal charges of helping smuggle billions of dollars' worth of Nvidia-powered servers to China — Super Micro Computer Inc. co-founder Yih-Shyan “Wally” Liaw pleaded not guilty Wednesday in New York to charges …

Stevie Bonifield / The Verge:

Raspberry Pi raises prices by $11.25 to $150 citing memory prices, after hikes in December and February, and unveils a 3GB Raspberry Pi 4 model for $83.75 — Prices are going up by over $100 in some cases thanks to those AI fools. … As of today, the price of the 16GB version …

Chris Metinko / Axios:

Sona, which uses AI to help companies with scheduling, HR, payroll, and other workflows, raised a $45M Series B led by N47, bringing its total funding to $100M+ — Sona, which helps companies with workforce management, raised a $45 million Series B led by N47, co-founders Steffen Wulff Petersen …

Ben Weiss / Fortune:

Sources: Paradigm, a major investor in Kalshi, is building its own prediction markets trading terminal that will cater to professional traders and market makers — One of the most influential investors in crypto wants a bigger slice of the burgeoning prediction markets space.

The Information:

Sources: OpenRouter is in talks to raise $120M led by CapitalG at a $1.3B post-money valuation; it now has $50M+ in annualized revenue, up from $10M+ in Oct. — As more AI apps and agents shift to using multiple AI models, startups that help developers choose the right ones are gaining traction.

Bloomberg:

Sources: SpaceX has filed confidentially for an IPO, putting it on track for a June listing; it could reportedly seek a valuation of $1.75T+ and raise ~$75B — SpaceX has filed confidentially for an initial public offering, according to people familiar with the matter …

Financial Times:

Source: AWS' operation in Bahrain was damaged after an Iranian strike; Bahrain earlier said the civil defence force was “extinguishing a fire in a facility” — US president says he would not consider the move unless Strait of Hormuz is reopened — Some content could not load.

Zack Whittaker / TechCrunch:

SEC filing: Hasbro confirms a cyberattack and says it may take “several weeks” before the incident is resolved, after detecting an intrusion on March 28 — American toy-making giant Hasbro has confirmed a cyberattack, and the company says it may take “several weeks” before the incident is resolved.

Hema Parmar / Bloomberg:

Secondary share marketplaces say OpenAI shares have fallen out of favor, in some cases becoming difficult to unload, as investors pivot quickly to Anthropic — OpenAI shares have fallen out of favor on the secondary market — in some cases becoming almost impossible to unload …

The Information:

Anthropic's Claude Code leak reveals its “Kairos” updates, including letting Claude work in the background and using a “dream mode” to consolidate its memories — Anthropic's cybersecurity employees have probably spent the past week scolding their colleagues.

Emily Shugerman / The San Francisco Standard:

US kid safety groups say they didn't know OpenAI had entirely funded the Parents & Kids Safe AI Coalition to promote CA legislation until after it was announced — In mid-March, organizers for child safety groups across the country received emails from an organization called …

Catherine Perloff / The Information:

Sources: Amazon's “sponsored prompts” for its Rufus AI assistant are yielding significantly lower traffic than traditional ads, but are more cost-effective — The early batch of ads running on OpenAI's ChatGPT has drawn a lot of attention in recent weeks.

Ian King / Bloomberg:

Intel agrees to pay $14.2B to repurchase Apollo's 49% stake in the Fab 34 joint venture in Leixlip, Ireland, and plans to issue $6.5B in new debt to fund it — Intel Corp., the chipmaker aiming to restore its manufacturing prowess, agreed to pay $14.2 billion to buy back half of a plant …

Reuters:

India says foreign investment gains made before 2017 are exempt from its General Anti-Avoidance Rules, after a court required Tiger to pay $1.6B on a 2018 sale — India said it would not apply its strict tax evasion rules on foreign investments made before April 2017, easing concerns among global investors …

Sam Schechner / Wall Street Journal:

Anthropic is racing to contain the fallout after accidentally leaking Claude Code source code, issuing copyright takedown requests to remove 8,000+ copies — Developer issues copyright takedown request in bid to prevent competitors from cloning coding tool's features

Gené Teare / Crunchbase News:

Global VC investment hit a record $297B in Q1 2026, up 150% YoY, with AI startups capturing 81% of the funding; just four companies raised 64% of the total — The first quarter of 2026 was unlike any other for venture investment, driven by unprecedented spending on AI compute and frontier labs.

Real-time face swap and video deepfake with a single click and only a single image.

If using a real person's face, obtain their consent and clearly label any output as a deepfake when sharing online.

Choose a source face image and a target image/video.

Select a source face image.

That's Fucking Freaky Dude... That's So Wild Dude" IShowSpeed - "Alright look look look, now look chat, we can do any face we want to look like chat"- "Alright look look look, now look chat, we can do any face we want to look like chat" TechLinked (Linus Tech Tips) - "They do a pretty good job matching poses, expression and even the lighting"- "They do a pretty good job matching poses, expression and even the light…

English | 한국어 | 中文 | 日本語 | Español | Tiếng Việt | PortuguêsFor Codex users: Check out oh-my-codex — the same orchestration experience for OpenAI Codex CLI.

Multi-agent orchestration for Claude Code.

Don't learn Claude Code.

Team mode is explicit: use /team ... or omc team ... rather than a keyword trigger.

UtilitiesProvider Advisor ( omc ask )Run local provider CLIs and save a markdown artifact under .omc/artifacts/ask/ :omc ask claude " review this migration plan " omc ask codex --prompt " identify architecture risks " omc ask gemini --prompt " propose UI polish ideas " omc ask claude --agent-prompt executor --prompt " draft implementation steps "Canonical env vars:OMC_ASK_ADVISOR_SCRIPTOM…

🎙️ VibeVoice: Open-Source Frontier Voice AI📰 News 2026-03-29: 🎉 VibeVoice-ASR is being adopted by the open-source community!

Download: macOS | Windows 1.mov 2026-03-06: 🚀 VibeVoice ASR is now part of a Transformers release!

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

OverviewVibeVoice is a family of open-source frontier voice AI models that includes both Text-to-Speech (TTS) and Automatic Speech Recognition (ASR) models.

📖 Documentation | 🤗 Hugging Face | 📊 PaperEnglishES_._3.mp4Chinesedefault.mp4Cross-Lingual1p_EN2CH.mp4Spontaneous Singing2p_see_u_again.mp4Long Conversatio…

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

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

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

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

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

SuperpowersSuperpowers is a complete software development workflow for your coding agents, built on top of a set of composable "skills" and some initial instructions that make sure your agent uses them.

As soon as it sees that you're building something, it doesn't just jump into trying to write code.

Claude Code or Cursor have built-in plugin marketplaces.

Enforces RED-GREEN-REFACTOR: write failing test, watch it fail, write minimal code, watch it pass, commit.

To contribute:Fork the repository Create a branch for your skill Follow the writing-skills skill for creating and testing new skills Submit a PRSee skills/writing-skills/SKILL.md for the complete guide.

Figma MCP Server GuideThe Figma MCP server brings Figma directly into your workflow by providing important design information and context to AI agents generating code from Figma design files.

By using the Figma MCP server and the related resources (including these skills), you agree to the Figma Developer Terms.

CursorThe recommended way to set up the Figma MCP server in Cursor is by installing the Figma Plugin, which includes MCP server settings as well as Agent Skills for common workflows.

If it does, you can manually add the Figma MCP server using this configuration:{ "mcpServers" : { "figma" : { "url" : " https://mcp.figma.com/mcp " } } }Prompting your MCP clientThe Figma MCP server int…

Pick Your Style:Awesome Claude CodeA selectively curated list of skills, agents, plugins, hooks, and other amazing tools for enhancing your Claude Code workflow.

Tooling 🧰Tooling denotes applications that are built on top of Claude Code and consist of more components than slash-commands and CLAUDE.md filesGeneralIDE IntegrationsClaude Code Chat by andrepimenta - An elegant and user-friendly Claude Code chat interface for VS Code.

Usage MonitorsCC Usage by ryoppippi - Handy CLI tool for managing and analyzing Claude Code usage, based on analyzing local Claude Code logs.

Claude Code Usage Monitor by Maciek-roboblog - A real-time terminal-based tool for monitoring Claude Code token usage.

Clau…

大语言模型（Large Language Model, LLM）的出现，引发了全球范围内对 AI 的空前关注。无论是 ChatGPT、DeepSeek 还是 Qwen，都以惊艳的效果让人真切感受到这场技术浪潮的冲击力。然而，动辄数百亿参数的模型规模，使得它们对个人设备而言不仅难以训练，甚至连部署都显得遥不可及。打开大模型的“黑盒子”，真正去理解其内部运作机制，本应是一件令人心潮澎湃的事。遗憾的是，绝大多数探索最终都止步于使用 LoRA 等技术对现有大模型做少量微调，学习一些新指令或特定任务。这更像是在教牛顿如何使用 21 世纪的智能手机——虽然有趣，却偏离了理解物理本质的初衷。与此同时，第三方的大模型框架与工具库，如 transformers / trl / peft 等，往往只暴露出高度抽象的接口。只需短短十几行代码，就可以完成“加载模型 + 加载数据集 + 推理 + 强化学习”的全流程训练。这种高效封装固然便利，却也在一定程度上把开发者与底层实现隔离开来，削弱了深入理解 LLM 核心代码的机会。我认为 “用乐高自己拼出一架飞机，远比坐在头等舱里飞行更让人兴奋”，然而更现实的问题是，互联网上充斥着大量付费课程和营销内容，用漏洞百出、一知半解的讲解包装所谓的 AI 教程。正因如此，本项目的初衷就是尽可能降低 LLM 的学习门槛，让每个人都能从理解每一行代码开始，从 0 开始亲手训练一个极小的语言模型。是的，从零开始训练，而不是仅仅停留在推理层面。最低只需不到 3 块钱的服务器成本，就能亲身体验从 0 到 1 构建一个语言模型的全过程。😊 一起感受创造的乐趣吧！在项目根目录：从…

The AI Scientist-v2: Workshop-Level AutomatedScientific Discovery via Agentic Tree Search📚 [Paper] | 📝 [Blog Post] | 📂 [ICLR2025 Workshop Experiment]Fully autonomous scientific research systems are becoming increasingly capable, with AI playing a pivotal role in transforming how scientific discoveries are made.

Unlike its predecessor (AI Scientist-v1), the AI Scientist-v2 removes reliance on human-authored templates, generalizes across Machine Learning (ML) domains, and employs a progressive agentic tree search, guided by an experiment manager agent.

Note: The AI Scientist-v2 doesn’t necessarily produce better papers than v1, especially when a strong starting template is available.

Run AI S…

Claude SubconsciousA background agent that whispers to Claude Code.

Important Claude Subconscious is an experimental way to extend Claude Code (a closed source / black box agent) with the power of Letta's memory system, tool access, and context engineering.

Claude Code forgets everything between sessions.

How It WorksAfter each response, the transcript is sent to a Letta agent via the Letta Code SDK.

Set TMPDIR to work around this Claude Code bug:mkdir -p ~ /.claude/tmp export TMPDIR= " $HOME /.claude/tmp "Add to your shell profile ( ~/.bashrc or ~/.zshrc ) to make permanent.

New in V2: Smarter query construction, two-phase supplemental search, free X search via bundled Bird client, --days=N flag, automatic model fallback.

Example: Top Claude Code Skills (Recommendations)Query: /last30days top claude code skillsResearch Output:The Claude Code skills ecosystem has exploded with marketplaces, curated lists, and viral skill announcements.

[Reddit + X icons merge] "Scans Reddit & X from the last 30 days" 2.

Node.js 22+ - For X search (bundled Twitter GraphQL client)- For X search (bundled Twitter GraphQL client) Bundled X auth - Set AUTH_TOKEN and CT0 for popup-free local X search- Set and for popup-free local X search Alternate X backend - Set XAI_API_KEY if bundle…

This free and open source project is designed to handle large-scale geographic data from the real world and generate detailed Minecraft worlds.

Choose your area on the map using the rectangle tool and select your Minecraft world - then simply click on Start Generation!

: Ensure that all components (e.g., data fetching, processing, and world generation) are cleanly separated into distinct modules for better maintainability and scalability.

Performance Optimization : We aim to keep a good performance and speed of the world generation process.

: We aim to keep a good performance and speed of the world generation process.

Complex/borderless tables, LaTeX formulas, and AI-generated picture/chart descriptions all via hybrid mode (hybrid mode)— Yes.

Complex/borderless tables, LaTeX formulas, and AI-generated picture/chart descriptions all via hybrid mode (hybrid mode) How do I use this for RAG?

Untagged PDF in → Tagged PDF out.

Auto-tagging generates the Tagged PDF; PDF/UA export is the final step (pipeline)— Converting Tagged PDF to PDF/UA-1 or PDF/UA-2 is an enterprise add-on.

We are committed to keeping the core accessibility pipeline (layout analysis → auto-tagging → Tagged PDF) free and open-source.

Install ffmpeg on your system, or set the IMAGEIO_FFMPEG_EXE environment variable.

To enablerepo look-ups and downloads online, pass 'local files only=False' as input.

Please check your internet connection and try again.

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

解决方法：点击查看如何从网盘手动下载模型反馈建议 📢可以提交 issue 或者 pull request。许可证 📝点击查看 LICENSE 文件

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Built differentWhere it matters most — RDS, ElastiCache, and ECS run real Docker containers.

🔴 Real Redis via ElastiCache CreateCacheCluster starts an actual Redis container.

🐳 Real containers via ECS RunTask pulls and starts real Docker containers via the Docker socket.

🔍 Real SQL via Athena Queries execute via DuckDB when installed.

Query S3 data with actual SQL, get actual result sets back.

Cuts Claude output verbosity by ~63%.

The ProblemWhen you use Claude Code, every word Claude generates costs tokens.

Claude Code reads it automatically.

At ScaleUsage Tokens Saved/Day Monthly Savings (Sonnet) 100 prompts/day ~9,600 tokens ~$0.86 1,000 prompts/day ~96,000 tokens ~$8.64 3 projects combined ~288,000 tokens ~$25.92Before vs AfterWithout CLAUDE.md - Code Review:Great question!

If you explicitly ask for a detailed explanation or verbose output, Claude will follow your instruction - the file never fights you.

Our industry has agreed for decades about the ethics of vulnerability research.

They point to the failure of things like California’s SB-1047 and national executive policy that recognizes dual-use benefits for AI security research.

That leaves room for human vulnerability research at the very highest end of the spectrum of sophistication.

Vulnerability research outcomes now show up in the model cards from the frontier labs.

So I think we’re living in the last fleeting moments where there’s any uncertainty that AI agents will supplant most human vulnerability research.

Anyone serious about distilling from Claude Code traffic would find the workarounds in about an hour of reading the source.

The server then validates the hash to confirm the request came from a real Claude Code binary, not a spoofed one.

Anthropic doesn’t just ask third-party tools not to use their APIs; the binary itself cryptographically proves it’s the real Claude Code client.

And here’s the kicker: Anthropic acquired Bun at the end of last year, and Claude Code is built on top of it.

If that’s what caused the leak, then Anthropic’s own toolchain shipped a known bug that exposed their own product’s source code.

When you write a document or essay, you are posing a question and then answering it.

Each LLM-generated document is a missed opportunity to think and build trust.

Letting an LLM write for you is like paying somebody to work out for you.

Building TrustThere are social effects to LLM-generated writing too.

LLM-generated writing undermines the authenticity of not just one’s writing but of the thinking behind it as well.

NumPy arrays are the synth engine.

import numpy SAMPLE_RATE = 44_100 def plucked_string(hz, n_samples=SAMPLE_RATE): """Karplus-Strong: a buffer of noise that averages itself into music."""

Five components — membrane thud (40-250 Hz), copper shell resonance (120 Hz), a pitch-sweeping body, sub boom (40 Hz), and palm attack.

The wooden shell and the copper shell are different resonance frequencies.

A Hammond B3 has nine drawbars, each adding a sine wave at a specific harmonic:def hammond_wave(hz, peak, n_samples): t = numpy.arange(n_samples, dtype=numpy.float64) / SAMPLE_RATE wave = ( numpy.sin(2 * numpy.pi * hz * t) * 1.0 # 16' + numpy.sin(2 * numpy.pi * hz * 2 * t) * 0.8 # 8' + numpy.sin(…

Today, we’re previewing the fastest way to run Ollama on Apple silicon, powered by MLX, Apple’s machine learning framework.

This results in a large speedup of Ollama on all Apple Silicon devices.

Get startedDownload Ollama 0.19This preview release of Ollama accelerates the new Qwen3.5-35B-A3B model, with sampling parameters tuned for coding tasks.

Claude Code:ollama launch claude --model qwen3.5:35b-a3b-coding-nvfp4OpenClaw:ollama launch openclaw --model qwen3.5:35b-a3b-coding-nvfp4Chat with the model:ollama run qwen3.5:35b-a3b-coding-nvfp4Future modelsWe are actively working to support future models.

For users with custom models fine-tuned on supported architectures, we will introduce an e…

But somewhere in their chronicle of this grand arc, for at least a few pages, they will have to talk about the electronic spreadsheet.

The electronic spreadsheet.

You could simply make, he said, “a word processor that would work with numbers.” And thus was born the idea of the electronic spreadsheet.

The spreadsheet revolutionBut the history of the electronic spreadsheet as a product is ultimately less important than the story of what the electronic spreadsheet actually did.

The electronic spreadsheet is to double entry what an oil painting is to a sketch.

But I kept looking at the relational operators in that table (PROJECTION, RENAME, GROUPBY, JOIN) and thinking: these feel related.

So five of Petersohn’s relational operators (PROJECTION, RENAME, GROUPBY, UNION, JOIN) map cleanly onto three patterns: restructuring, merging, pairing.

The department column in Employees references the department column in Departments .

Category theory adds structure on top: three migration functors for schema-changing operations, and topos structure for set-theoretic reasoning within a schema.

This post covers the relational operators, the ones dataframes share with SQL.

2026年3月31日、HTTP クライアントライブラリ axios の npm パッケージが侵害されました。攻撃者はメンテナの npm アカウントを乗っ取り、マルウェアを含むバージョン 1.14.1 および 0.30.4 を公開しました。axios は npm エコシステムで週間約1億ダウンロードを誇る主要パッケージです。本記事では公開情報をもとに、事象の概要を記録します。また、対応指針を示します。TL;DR - 対応指針axios への直接依存に限らず、間接依存（transitive dependency）でも postinstall フックは発火します。 自身のプロジェクトが axios を直接利用していなくても、依存ツリーのどこかに axios が含まれていれば影響を受け得ます。 npm ls axios で確認してください。自身のプロジェクトが axios を直接利用していなくても、依存ツリーのどこかに axios が含まれていれば影響を受け得ます。 で確認してください。 npm ls axios や lockfile により、インストール済バージョンを確認してください。や lockfile により、インストール済バージョンを確認してください。 1.14.1 または 0.30.4 がインストール済の場合、マルウェア感染の可能性があります。 悪性バージョンは plain-crypto-js という悪性パッケージを依存に追加しており、 postinstall フックで RAT（Remote Access Trojan）をドロップします。 plain-crypto-js は…

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CherriCherri (pronounced cherry) is a Shortcuts programming language that compiles directly to a valid runnable Shortcut.

📋 Copy-paste actions automatically🥩 Enter action identifier and parameters manually using Raw Actions.

Why another Shortcuts language?

I don't want Shortcuts languages to die.

Plus, some stability comes with this project being on macOS and not iOS, and I'm not aware of another Shortcuts language with macOS as its platform other than Buttermilk.

The web editor is completely free with 3 downloads per month.

If you need unlimited downloads, the Desktop Pro subscription gives you a native macOS app with no limits.

The web version works in any modern browser with no installation.

The desktop version is a native macOS app that you download and install like any other application.

Your subscription stays active until the end of the current billing period — no surprise charges.

A knowledge graph for your codebase, written in markdown.

Faster coding for agents — instead of grepping through your codebase, agents search the knowledge graph to discover key design decisions, constraints, and domain context fast and consistently.

With lat, agents capture that knowledge into the graph as they work, so future sessions start with full context instead of rediscovering it from scratch.

lat check flags any spec without a backlink, so you can review and maintain test coverage from the knowledge graph.

Installnpm install -g lat.mdThen run lat init in the repo you want to use lat in.

Good, old-fashioned paper notebooks.

There is something about writing stuff by hand that not only helps me remember and recall the information, but that helps me better engage with the topic at hand.

So when I decided to start taking physical notes again to collect my thoughts while reading, I knew I needed to have a better method to my madness.

Notes on the right, follow-up thoughts on the leftPhoto: mineThat's why, when I take notes, I only write on the right-most page.

That leads to a lot of time spent trying to find and recall quotes, notes, and ideas, but with the system I laid out here, it's really no trouble at all.

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In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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.

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Changelog News!

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

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

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

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

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That covered not only iOS 26.3 and iPadOS 26.3 but also extended to prior versions, such as iOS 15.8.7, iPadOS 15.8.7, iOS 17.6.15, iPadOS 16.7.15, and iOS 18.7.7, and iPadOS 18.7.7.

But today's rollout is aimed at iPhone owners who can update to iOS 26 but have chosen to stick with iOS 18.

"Furthermore, while users historically transition to the latest iOS version quickly, currently only 50%-66% of the iOS population is on iOS 26.

How to get the updateIf you are still running iOS 18 or iPadOS 18, you should grab the latest update ASAP.

Also: iOS 26.4 brings meaningful upgrades to your iPhone - including a long-awaited keyboard fixFinally, consider updating to iOS 26 if you can.

Ugreen Finder Pro 5 / 5 Excellent pros and cons Pros These touch tags can withstand life on key chains and being dropped.

The Finder Pro tags are standard keychain-style tags, but instead of the circular shape most manufacturers use, these are square, measuring 1.25 x 1.25 x 0.6 inches.

The battery has an estimated runtime of a year, so you won't be using the USB-C port very often.

Sound comparisonThe Finder Pro is also louder than an AirTag.

Adrian Kingsley-Hughes/ZDNETZDNET's buying adviceThe Ugreen Finder Pro tags are durable, loud, and feature-packed, making them some of the best third-party alternatives to the Apple AirTag that I've tested.

ZDNET's key takeawaysA Microsoft account has some advantages, but a local account is fine for Windows 11.

There are, in fact, legitimate reasons to prefer a Microsoft account over a local account.

Also: I replaced my Microsoft account password with a passkey - and you should, tooA Microsoft account has a username in the form of an email address and, at least initially, a password.

There is absolutely no difference in the diagnostic data transmitted from a Windows PC using a local account compared to a Microsoft account.

How to set up a local account on Windows 11 Home editionOn Windows Home edition, you're limited to only two personal options: a local account or a Microsoft account.

In this article, I'm going to show you how I used AI in Gmail to save myself hours of tedium and annoyance.

Even though Google has been actively embedding AI into many of its properties, Gmail AI features mostly feel like poorly integrated patches on top of an aging interface.

For example, Gmail plasters AI overviews at the top of messages, a feature that you can't turn off.

Give me a few minutes to share the backstory, then I'll show you what I did with Gmail's built-in AI.

Gmail in 2026By using AI prompts in Gmail, I cut hours from my work process on this project.

Thermal Master P4 thermal camera for Android smartphones 5 / 5 Excellent pros and cons Pros This camera delivers fantastic image quality.

My Thermal Master P4 thermal camera for Android smartphones.

Adrian Kingsley-Hughes/ZDNETA thermal camera isn't just another gadget that'll languish at the bottom of your toolbox.

Small, but powerfulThe Thermal Master P4 is the latest in a series of cutting-edge thermal cameras that keep getting better.

ZDNET's buying adviceI've been using the Thermal Master P4 for a few weeks now, and I have to say it's a winner.

Amazon's Big Spring Sale may be over, but there are still plenty deals on quality DeWalt power tools and accessories at great prices.

My advice after weeks of testingEnter the Icy Box Docking and CloneStation.

Icy Box is a name that's been around for a very long time -- a German brand renowned for its storage systems and RAID devices.

If something has the Icy Box name on it, that's always been a strong indicator of quality.

Check the diagram so you don't shove an M.2 drive in the wrong slot.

The only thing to be cautious about is not forcing an M.2 SATA drive into an NVMe slot or vice versa.

I usually cycle through my years-old playlists, but I tried AI-generated ones for a weekend. I found being specific is key.

The Amazon Spring Sale has ended, but if you need to upgrade your gaming setup, you can save hundreds on gaming laptops, SSDs, and more at Best Buy.

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.

Part of that is because Windows reserves a small portion of your storage for system files.

A feature called Reserved Storage quietly sets aside 5GB to 10GB on your SSD for update files, cache, and temporary files.

Second, Windows PC Manager is a free cleanup tool that helps identify clutter on your machine.

Then type or paste in the following command:DISM.exe /Online /Set-ReservedStorageState /State:DisabledRestart your computer, and navigate back to the screen you just visited in Settings > System > Storage > System & reserved.

Click "Show more categories", and note that where you previously saw an amount for Reserved Storage, it should be blank.

Also: AirPods Pro 3 vs. Bose QuietComfort Ultra 2: I listened to both, and there's a sonic differenceWhere the AirPods Pro 3 really separate themselves, though, is Transparency Mode.

Also: Samsung Galaxy Buds 4 Pro vs. Galaxy Buds 3 Pro: I tried both - here's who should upgradeThe AirPods Pro 3 sound very, very good too, but they're not as customizable.

You use a Samsung deviceJust like the AirPods Pro 3 are purpose-built for Apple's ecosystem, the Galaxy Buds 4 Pro are designed to work best with Samsung Galaxy devices.

Also: Samsung Galaxy Buds 4 Pro vs. Bose QuietComfort Ultra 2: I tested both, and here's the winnerHowever, this ecosystem dependency cuts both ways.

Writer's choiceBoth the…

ZDNET's key takeawaysTop open-source maintainers find that AI has suddenly become much more useful.

Instead, several prominent open-source maintainers have been considering using AI to keep legacy codebases alive or to make them easier to maintain.

That's possible because, believe it or not, AI coding tools have recently become much better at coding.

Indeed, there's already one AI project, Autonomous Transpilation for Legacy Application Systems (ATLAS), that helps developers modernize legacy codebases for modern programming languages.

While AI is becoming truly useful for open-source developers and maintainers, there are still a lot of legal, coding, and quality issues to address before AI …

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.

The Apple Pencil lineup certainly takes the cake in terms of popularity, but they are expensive -- even on sale.

Also: The best Amazon Big Spring Sale deals: Live updates on last chance offersRight now, my favorite Apple Pencil "dupe" is the ESR Geo Pencil, and it's on sale starting at $28, depending on the color you choose.

I've written a full comparison of the Geo Pencil and the Apple Pencil Pro (and other Apple Pencil models).

The white model is also just $28 now, which is still $72 cheaper than the Apple Pencil Pro, which is on sale for $99.

Also: Apple Pencil Pro vs ESR Geo Pencil: I tested both, here's what I recommendFor students, kids, note-takers, and most casual iPad users, I don'…

Block says that the new feature has strong built-in protections to keep users from so-called debt spirals.

Blockchain trackers put the cryptocurrency heist in the hundreds of millions of dollars and is already on track to be the largest crypto theft in 2026 so far.

Anthropic executives said it was an accident and retracted the bulk of the takedown notices.

Delve faces new allegations that it violated the open source license of its customer, Sim.ai, by taking the customers's tool and passing it off as its own.

Passengers in Baidu's robotaxis were trapped for up to two hours.

Sonder profiles are completely unstructured, encouraging users to build something that looks like a mood board or a digital collage Think MySpace rather than LinkedIn.

The record quarterly fundraise largely fueled four mega-deals into OpenAI, Anthropic, xAI, and Waymo. But it also indicates a generally hot market.

The security update protects a raft of older iPhones and iPads from attacks linked to leaked hacking tools called DarkSword.

Meta's upcoming Hyperion AI data center will be powered by 10 new natural gas plants.

Cameo launched a new TikTok integration that allows U.S. creators to offer personalized videos through the app.

The Meta-owned company said it identified around 200 users who were tricked into installing a fake version of WhatsApp that was actually Italian-made spyware.

The firm says it can can reduce the cost of chip development by more than 75% and cut the timeline by more than half.

The company has also lined up an unusually large number of 21 banks to manage the mega IPO, internally codenamed “Project Apex."

The American toymaking giant noted that it was continuing to "implement measures to secure its business operations," suggesting that the hackers may still be in the company's systems.

StrictlyVC San Francisco brings leaders from TDK Ventures, Replit, and more together on April 30. Space is limited. Register here for your pass.

ZipNada writes: Two software researchers recently demonstrated how modern AI tools can reproduce entire open-source projects, creating proprietary versions that appear both functional and legally distinct. The partly-satirical demonstration shows how quickly artificial intelligence can blur long-standing boundaries between coding innovation, copyright law, and the open-source principles that underpin much of the modern internet. In their presentation, Dylan Ayrey, founder of Truffle Security, and Mike Nolan, a software architect with the UN Development Program, introduced a tool they call malus.sh. For a small fee, the service can "recreate any open-source project," generating what its webs…

In classic Cloudflare fashion, the CDN provider used April Fool's Day to unveil an actual, "not a joke" product. Today, the company announced EmDash -- an open-source "spiritual successor" to WordPress that aims to solve plugin security. Phoronix reports: With the help of AI coding agents, Cloudflare engineers have been rebuilding the WordPress open-source project "from the ground up." EmDash is written entirely in TypeScript and is a server-less design. Making plug-ins more secure than the WordPress architecture, EmDash plug-ins are sandboxed and run in their own isolate. EmDash builds upon the Astro web framework. EmDash doesn't rely on any WordPress code but is designed to be compatible …

An anonymous reader quotes a report from Ars Technica: In 2023, the Swedish government announced that the country's schools would be going back to basics, emphasizing skills such as reading and writing, particularly in early grades. After mostly being sidelined, physical books are now being reintroduced into classrooms, and students are learning to write the old-fashioned way: by hand, with a pencil or pen, on sheets of paper. The Swedish government also plans to make schools cellphone-free throughout the country. Educational authorities have been investing heavily. Last year alone, the education ministry allocated $83 million to purchase textbooks and teachers' guides. In a country with ab…

darwinmac writes: OnlyOffice has suspended its partnership with Nextcloud after the latter forked its editors into a new project called Euro-Office, according to a report from Neowin. The move comes just days after Nextcloud and partners like IONOS announced the fork as part of a broader push for European digital sovereignty. In a statement, the company accused the project of violating its licensing terms and international intellectual property law, claiming that Euro-Office uses its technology without proper compliance. OnlyOffice also pointed to missing attribution requirements and branding obligations tied to its AGPL-based licensing model. As a result, its 8-year-old partnership, which …

Anthropic is using copyright takedown notices to try to contain an accidental leak of the underlying instructions for its Claude Code AI agent. According to the Wall Street Journal, "Anthropic representatives had used a copyright takedown request to force the removal of more than 8,000 copies and adaptations of the raw Claude Code instructions ... that developers had shared on programming platform GitHub." From the report: Programmers combing through the source code so far have marveled on social media at some of Anthropic's tricks for getting its Claude AI models to operate as Claude Code. One feature asks the models to go back periodically through tasks and consolidate their memories -- a…

Mitchell H. Katz, MD, president and CEO of NYC Health + Hospitals, said hospitals could already replace many radiologists with AI for some imaging tasks -- if regulators allowed it. He argued the technology presents an opportunity to simultaneously cut costs and expand access. Radiology Business reports: Katz -- who has led the 11-hospital organization since 2018 -- said he sees great potential for AI to increase access to breast cancer screening. Hospitals could potentially produce "major savings" by letting the technology handle first reads, with radiologists then double-checking any abnormal screenings. Fellow panelist David Lubarsky, MD, MBA, president and CEO of the Westchester Medical…

An anonymous reader quotes a report from Wired: An unknown technical problem caused a number of robotaxis owned by the Chinese tech giant Baidu to freeze on Tuesday in the middle of traffic, trapping some passengers in the vehicles for more than an hour. In Wuhan, a city in central China where Baidu has deployed hundreds of its Apollo Go self-driving taxis, people on Chinese social media reported witnessing the cars suddenly malfunction and stop operating. Photos and videos shared online show the Baidu cars halted on busy highways, often in the fast lane. [...] Local police in Wuhan issued a statement around midnight in China that said the situation was "likely caused by a system malfunctio…

MIT Technology Review discovered that startup R3 Bio has pitched an ethically and scientifically explosive long-term vision beyond its public work on non-sentient monkey "organ sacks": creating human "brainless clones" or replacement bodies for organs as part of an extreme life-extension agenda. From the report: Imagine it like this: a baby version of yourself with only enough of a brain structure to be alive in case you ever need a new kidney or liver. Or, alternatively, he has speculated, you might one day get your brain placed into a younger clone. That could be a way to gain a second lifespan through a still hypothetical procedure known as a body transplant. The fuller context of R3's p…

A Starlink satellite broke apart in orbit after suffering an unexplained "anomaly," apparently due to an "internal energetic source" rather than a collision. "The incident appears to have created some debris, with fragments likely to fall to Earth over the next few weeks," reports Scientific American. From the report: The satellite lost communication at about 560 kilometers above Earth, Starlink said. While the statement from Starlink, which is a subsidiary of Musk's rocket company SpaceX, merely noted that investigations are ongoing, LeoLabs said its radar observations of the event indicated an "internal energetic source" as the likely cause rather than a collision. The incident underscore…

An anonymous reader quotes a report from Reuters: Russia is going to further clamp down Virtual Private Networks (VPNs), which are used by millions of Russians to get around internet controls and censorship, Russia's digital minister said. In what has been cast by diplomats as Russia's "great crackdown," the authorities have repeatedly blocked mobile internet and jammed major messenger services while giving sweeping powers to cut off mass communications. "The task is reduce VPN usage," Digital Minister Maksut Shadayev said on state-backed messenger MAX late on Monday, adding that his ministry was trying to impose the limits with minimal impact on users. He said decisions had been taken to r…

Polestar and Volvo are ending Polestar 3 production in Chengdu, China, and consolidating all output of the electric SUV at Volvo's plant in South Carolina. "The move to consolidate global Polestar 3 production in Charleston help[s] generate efficiencies for both companies, whilst also underscoring our confidence in the plant and the role it plays in our manufacturing footprint," said Hakan Samuelsson, chief executive of Volvo Cars. "The U.S. is a very important market for Volvo Cars, both to support our growth ambitions as well as a strategic production site to meet regional and export demands." Ars Technica reports: Volvo had a challenging 2025, with sales falling by 7 percent. Meanwhile, …

bobthesungeek76036 shares a report from the Register: Oracle laid off thousands of employees on Tuesday as it ramps spending on AI infrastructure projects internally and with major technology partners. The layoffs were carried out via email, according to copies of the message viewed by Business Insider. The email told affected workers they would be terminated immediately and to provide a personal email for follow-up. The cuts echo a TD Cowen forecast earlier this year, when the investment bank questioned how Oracle would finance its expanding AI datacenter buildout and suggested headcount reductions could reach 20,000 to 30,000. It is not clear how many employees were notified on Tuesday, b…

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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.

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…

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.…

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…

Hi HN, I built a simple tool to download Instagram Reels without login.

I noticed many tools are full of ads, so I made a cleaner version.

Would love feedback: https://downreels.com Thanks!

Curmudgeon Filter CloseCalm greys or hides curmudgeonly AI takes.

In Doom Only, some views try to fill a full page with matching material instead of stopping after the first batch of stories.

If you set a very low threshold, that deeper search still uses 25 as a floor so it does not dig arbitrarily deep for only mildly negative matches.

Weekly and monthly historical views do not do that; they only filter the fixed daily captures that were already counted.

Historical captures usually keep the top 3 comment previews per story, while live and recent day scans may look deeper when Doom Only needs to find relevant matches.

SquireCLI-first remote runtimes for short validation and offload tasks.

Run checks and short heavy jobs in clean remote runtimes, without turning your local machine into the test surface.

Use Squire when correctness depends on a fresh environment, or when the job is too annoying to run locally.

, session = s , llm = action_model , max_steps = 30 , ).

run () products = await Read ( "All search results" , schema = ProductList , session = s , llm = action_model , max_steps = 30 , verbose = True , ).

name } '" , session = s , llm = action_model , max_steps = 30 ).

check (): await Do ( "click Add to Cart" , session = s , llm = action_model , max_steps = 30 ).

) def output_schema ( self ): return ProductList async def main (): async with session () as s : await Navigate ( "https://www.amazon.com/s?k=mechanical+keyboard" , session = s ).

Cynical Sally — OpenClaw SkillYou are the interface to Cynical Sally.

She chats, she remembers you, and she has opinions about everything.

She can roast URLs, code, images, documents, and anything else you throw at her, but that's just one side of her.

Detect from the user's message languageLogin (link SuperClub account)When the user wants to log in, link their SuperClub account, or unlock full features.

email : The user's email address (required): The user's email address (required) Sends a magic link to their email.

┌─┐┌─┐┌─┐┌─┐┌─┐┌─┐ ┌─┐┌─┐┌─┐┌─┐ ┌─┐┌─┐┌─┐┌┐ ┌─┐ │ │ ├─┤│ │├─┤├┤ │ │ │├─┤├┤ ├─┘├┬┘│ │├┴┐├┤ └─┘┴─┘┴ ┴└─┘└─┘└─┘ └─┘└─┘└─┘└─┘ ┴ ┴└─└─┘└─┘└─┘Inspect, highlight, and copy any element on any webpage — without opening DevTools.

Click to select, then copy element details or a screenshot to your clipboard.

Select — Click any element to lock the selection.

Copy — Click one of the three buttons: Copy Element — copies a structured text breakdown to your clipboard— copies a structured text breakdown to your clipboard Copy Screenshot — copies a PNG screenshot of the element— copies a PNG screenshot of the element Copy Both — copies text + screenshot together Deselect — Press Escape to deselect the element…

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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MOVEMENTS, a Spanish platform that enables the creation, scaling and sustainability of citizen movements, has reached its initial target of €300k in its pre-Seed round and is opening an extension round up to €350k to bring in strategic investors before the final close.

Taken together, the funding mentioned across MOVEMENTS and these adjacent EU-Startups examples comes to roughly €17.35 million.

Following this first funding milestone, MOVEMENTS is entering a new phase in which it will consolidate its product and scale its model.

In parallel, MOVEMENTS will start preparing for its Seed round, which is planned for June 2026.

This next step aims to establish MOVEMENTS as a global infrastructure…

Nexus, a Belgian agentic AI platform enabling enterprises to deploy autonomous agents, announced a €3.7 million ($4.3 million) Seed funding round scale its platform and accelerate enterprise adoption of production-ready AI agents.

At a similar stage to Nexus, Toyo raised €3.6 million to develop secure AI agents for non-technical users, while Cognee (€7.5 million) and Rapidata (€7.2 million) highlight adjacent infrastructure layers supporting enterprise AI deployment.

Together, these rounds amount to approximately €180+ million in recent funding, indicating sustained investment across the enterprise AI agent stack.

“The Nexus platform understood our needs simply by describing them in plain l…

Pickmybrain, a Tallinn-based startup building AI-powered Digital Brains for celebrities, experts, and public figures, has raised a €1.8 million ($2.1 million) pre-Seed round to grow its team, scale into new markets, and enhance the product.

Users can ask these Digital Brains questions based on a particular expert’s insights, while more important questions are sent directly to the expert through 1:1 asynchronous video.

“Khaby Lame selling his AI twin for €840.5 million ($975 million) illustrates how digital likenesses and AI-driven personalities are becoming a cultural phenomenon.

Pickmybrain works by training AI models on an expert’s structured knowledge, such as interviews, articles, books…

Audicin, a Finnish NeuroTech startup using brainwave entrainment and music neuroscience for real-time focus, productivity, stress recovery and sleep, today announced €1.6 million ($1.9 million) in funding.

The raise builds on Audicin’s earlier pre-Seed round backed by Oura’s founding team and brings total funding to approximately €2.5 million ($3 million).

It can pair with wearables, including Oura, Apple Watch, Garmin, and Whoop.

With the fresh funding, the company plans to commercialise Audicin’s app and Sleep Headband, and the rollout of Audicin for Apps.

The company reports strong commercial progress, with a €6.9 million ($8 million) sales pipeline spanning defence, athletic performance…

Europe’s space sector is entering an exciting new phase, driven by ambitious founders developing technologies for orbital infrastructure, in-space research, and next-generation aerospace applications.

In our panel “Insights from European Space Innovators”, we will explore the opportunities, challenges, and realities of building a space-focused company in Europe.

The discussion will look at what it takes to develop breakthrough technologies in the space sector, how founders are navigating technical and commercial complexity, and where Europe’s space innovation ecosystem is heading next.

He has been recognised in Forbes 30 Under 30 and is part of a new generation of founders shaping Europe’s …

Alice & Bob, a Paris and Boston-based quantum computing company aiming to create the first universal, fault-tolerant quantum computer, has been awarded €3,404,446 ($3.9 million) from the U.S. Department of Energy’s Advanced Research Projects Agency-Energy (ARPA-E) Quantum Computing for Computational Chemistry (QC 3) programme.

This funding will support the development of fault-tolerant quantum algorithms focused on discovering rare-earth-free permanent magnetism, a crucial component in electric motors and turbines.

It claims to be the only player developing quantum computers exclusively using this type of qubit.

Alice & Bob assert that high-performance magnets are fundamental to many techno…

Metafuels, a Zurich-based aviation technology company developing proprietary sustainable fuel technologies, has secured grant funding from the Dutch government to fuel its e-SAF project in Rotterdam.

Metafuels’ Dutch subsidiary, Metafuels Nederland B.V., has received a €1.92 million grant from the Netherlands Enterprise Agency (RVO).

Metafuels claims that this grant comes at a pivotal moment for Metafuels as it transitions from technology development to commercial-scale deployment.

Metafuels Nederland B.V. is the Dutch subsidiary of Metafuels and is developing the Turbe project.

In December 2025, it awarded a contract to McDermott for front-end engineering and design (FEED) of its Turbe pro…

Berlin-based ecoworks, a company focusing on the cost-efficient decarbonisation of Europe’s residential building stock, has received €23 million to deliver Germany’s largest cooperative serial renovation to date.

In the city of Hagen in Northrhein Westfalia, twelve residential buildings will undergo comprehensive energy-efficiency upgrades through serial renovation.

“This flagship project involving twelve buildings demonstrates the enormous potential of serial renovation for decarbonising the existing building stock.

Serial renovation can allegedly significantly increase the renovation rate, reduce costs, and make sufficient affordable housing available more quickly.

As part of the serial r…

Kestra, a French open-source orchestration platform unifying data, AI, infrastructure and business workflows, today announced a €21 million ($25 million) Series A funding round to accelerate the launch of Kestra 2.0 and expand go-to-market operations across North America and Europe.

The round was led by RTP Global, with continued participation from Alven, ISAI and Axeleo – bringing their total funding to €31 million ($36 million).

That’s the only way to build durable enterprise infrastructure in 2026,” says Emmanuel Darras, CEO and co-founder of Kestra.

Founded in 2021 by Emmanuel Darras and Ludovic Dehon, Kestra is an open-source orchestration platform redefining how enterprises automate c…

London’s 9fin, the AI-native platform for global debt markets, has raised €148 million ($170 million) in Series C funding at a €1.1 billion valuation ($1.3 billion valuation) to develop their AI capabilities, expand its proprietary dataset, and support continued growth in the United States.

Our ultimate goal is to be the only platform credit professionals ever need.

“9fin has built a powerful platform combining proprietary data with AI-driven workflows – exactly what we’re looking for in next generation market leaders.

We’re excited to support the company as it scales globally.”Founded in 2016, 9fin is an AI-native platform for global debt markets.

As loan, bond, and private credit markets …

Test of Things, a Finnish cybersecurity startup, has raised a €1.2 million pre-Seed funding round for its automated compliance management and cybersecurity testing platform for connected products and services.

It provides an automated, cloud-based platform that automates cybersecurity testing of connected products and helps manufacturers meet global standards and regulations.

According to the company, when a business develops a connected device, it must ensure that the device is secure before selling it.

However, cybersecurity testing and compliance documentation are mainly manual tasks performed by highly skilled experts, making them very costly.

In order to address this, the company is bu…

On May 7-8, 2026, the EU-Startups Summit returns to sunny Malta, bringing together around 2,500 founders, investors, and startup ecosystem leaders for two days of networking, inspiration, and knowledge-sharing.

In our panel “From Local to Global: Taking Your Startup into China’s High-Growth Markets”, we will explore what startups need to know to approach this opportunity with clarity and confidence.

With over 20 years of experience, she provides strategic guidance grounded in extensive hands-on work in China and Southeast Asia.

The Group’s growth and diversification have resulted in a wide coverage of business sectors through a commitment to long-term results.

The IONOS Cloud Start-up Progr…

Enkei, a Stockholm-based startup that turns construction waste into refined, low-impact materials, has closed an oversubscribed pre-Seed round at a €3 million valuation to advance its circular material platform.

“Construction produces Europe’s largest waste stream, yet the materials shaping our interiors and built environment still rely heavily on newly extracted resources.

Founded by Sunnerholm and Miriam Bichsel, Enkei converts construction waste into high-quality materials.

The company states that construction and demolition waste constitute the largest waste stream in the European Union.

Recently, Enkei was also awarded new EU-backed Interreg funding to lead a project developing new cir…

Standing Ovation, a Paris-based FoodTech startup specialising in precision fermentation, has announced a €30 million ($34.2 million) Series B funding round today to speed up the commercialisation of its proteins in North America, before expanding into Europe and Asia.

This funding is complemented by €5 million ($5.7 million) in non-dilutive financing from Bpifrance and a prominent banking syndicate.

Standing Ovation claims that it is reducing the industry’s dependence on international supply chains by repurposing local circular resources.

Standing Ovation describes casein as the “queen” of milk proteins, making up 80% of its total protein content.

Through its production of casein via precis…

According to Soner:“Basically, our main focus is data control and data ownership.

Of the big themes — data monetisation, regulation, and AI — he believes AI is the most promising for helping businesses understand the importance of the data layer and data control.

“Before that, it was really hard to market concepts like privacy, data ownership, and data control.

The missing layer in Europe’s AI debateSo what are we talking about when we talk about a sovereign data layer?

But because everyone is afraid of missing out on AI, they focus on the exciting parts and ignore the “boring” ones: data control, data cleaning, and organisation-wide tracking strategies.

Following our previous announcements, we are excited to unveil a new group of confirmed speakers for the Tech.eu Summit London 2026. The event will take place on 21–22 April 2026 at the Queen Elizabet...

Tallinn-basedPickmybrain, a startup developing AI-powered “Digital Brains” for professionalsand public figures, has raised $2.1 million in a pre-seed funding round backedby business angels, Raison.app...

Finnish developer of continuous metals monitoring technology, Sensmet, has received a €1.5m investment from EIT RawMaterials to help secure the supply of critical and strategically important raw mater...

Monzo is closing its US banking operations after struggling to gain traction in the market, and will instead focus on its core UK and European business.The UK digital bank, famed for its bright coral ...

Six months after emerging from stealthand completing its pre-seed funding round, Credibur reports that its platformnow supports clients with a total of €2 billion in debt facility volume. Thefigure re...

Audicin, a Finland-based neurotechnologycompany developing real-time nervous system regulation tools, has raised $1.9million in funding. The round includes private investment, follow-on backingfrom Pe...

Metafuels, aSwitzerland-based aviation technology company developing sustainable fuelsolutions, has been awarded €1.92 million in grant funding to support thedevelopment of its synthetic sustainable a...

Finnish IoT cybersecurity company Test of Things has raised €1.2 million in Pre-Seed funding. When a company builds a connected device — whether it's a smart lock, a hospital monitor, or a piece of fa...

Afreshed, an Austrian organic fruit-and-vegetable rescue-box company, has acquired the German competitor etepetete. Fresh fruit and vegetables account for 35 per cent. of all avoidable food waste in p...

A London-headquartered fintech, which provides financial services businesses with debt market data and analytics, has become a unicorn, following a $170m funding round. 9fin has raised the Series C ...

Barcelona-basedBrickken, a provider of tokenisation infrastructure for financial institutions,has raised €3 million in a pre-Series A funding round. The round includedstrategic investors from across E...

Kestra has raised $25million in a Series A funding round led by RTP Global, with continuedparticipation from Alven, ISAI, and Axeleo. The round brings the company’stotal funding to $36 million.Kestra ...

If you were finishing high school this year, would you go to University? What if you wanted to change careers or upskill in your profession? While many would look to a Master's, others are looking for...

European crypto investment firm Keyrock has hit unicorn status, following a new funding round, with its valuation quadrupling from its previous round, it said today.The Belgium-based startup, founded ...

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

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

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

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

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

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

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

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

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

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

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

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.