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We're relatively new, but let's time travel back to 2018…Here's what our screener would have flagged May 15, 2018.

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The beefing up solves a lot of the problems that state machines have, especially state explosion that happens as state machines grow.

Statecharts offer a surprising array of benefitsIt’s worth noting that you’re already coding state machines, except that they’re hidden in the code.

There are a few downsides to using statecharts that you should be aware of.

This carries along some different pros and cons:Why should you use executable statecharts?

The diagrams may become quite complexThe format and tools for executable statecharts is limitedType safety between statechart and the component is hard to enforceHow do you use executable statecharts?

Reduce costsUse the most efficient model for each need.

Avoid vendor lock-in and adapt quickly to pricing or performance changes.

And I don’t think APL will usurp its position; there’s no reason why it should.

Others say what APL needs is a little bit of Franglais, which in our terms is APLGOL.

I find that programming APL is fun.

This variation, this choice which is available, brings to APL programming almost what I would call a literary quality, which I have not been able to find in any other programming language.

The second thing that occurred to us was that we need an APL machine, because APL is now running on FORTRAN machines.

KnightSpecifically designed to be easily implemented, Knight is a minimalistic programming language that's still fully-functional and can perform complex tasks.

Unofficial tagline: "Knight: Write once, run everywhere, because every supports Knightin some way."

OverviewKnight's design is the opposite of most programming languages: Instead of making the user's life easier by giving them powerful abstractions, Knight makes the implementation writer's life life easier by markign ltos of things as UB.

Despite everyday use, floating point numbers are often understood in a hand-wavy manner and their behavior raises many eyebrows.

On a technical note, by floating point I’m referring to the ubiquitous IEEE 754 binary floating point format.

Exact Decimal RepresentationWhile not every decimal number can be represented using floating point numbers (the infamous 0.1), every floating point number has its own exact decimal representation.

Perhaps the most thorough technical write-ups on floating point numbers is “What Every Computer Scientist Should Know About Floating-Point Arithmetic”.

I consider many of his articles a must-read for any programmer who deals with floating point numbers on a regul…

Darkness around us in all but forgotten now.

In reply, Sartha.

Her gloriously fat body heaves, and her breathing was painful to watch for the.

For straying children, especially when Sartha.

Sartha had been mistaken.

What you’ll doYou will:Obsess over the people building on health data and AITalk to founders, PMs, engineers, ops people, and researchers building on top of wearables, labs, and longitudinal health data.

Extract what they’re actually trying to achieve, where they’re stuck, and what they’d pay for if it existed.

Talk to founders, PMs, engineers, ops people, and researchers building on top of wearables, labs, and longitudinal health data.

Extract what they’re actually trying to achieve, where they’re stuck, and what they’d pay for if it existed.

You’re comfortable saying “this is my best read with incomplete data, here’s the cost of being wrong.”You think in systems: products, data, incentive…

In 2023, Raytheon’s president stood at the Paris Air Show and described what it took to restart Stinger missile production.

RTX CEO Greg Hayes: ten months of war burned through thirteen years’ worth of Stinger production.

A Million Shells Nobody Could MakeIn March 2023, the EU promised Ukraine one million artillery shells within twelve months.

Every major defense production ramp-up took three to five years for simple systems.

Stinger, Javelin, Fogbank, a million shells nobody could make.

AGPLv3§7¶4 Empowers Users to Thwart BadgewareThis article discusses a current-headlines situation regarding Affero General Public License, version 3, Section 3, paragraph 4 ( AGPLv3§7¶4 .).

The Self-Contradictory License Problem under GPLv2I began my work in copyleft licensing and policy in the late 1990s.

Unfortunately, under GPLv2, these users are basically stuck; they have to go with the strictest possible interpretation given the self-contradiction.

AGPLv3§7¶4 is an innovative and very necessary clause that liberates users who face the situation described at the start of this article.

Now, get ready for Onlyoffice's trick, which takes three moves:First, Ascensio (who purports (unconfirm…

Whatremoto.el registers a virtual filesystem via file-name-handler-alist that translates standard Emacs file operations into GitHub API calls via the gh CLI.

The result: find-file , dired , tab-completion, dired-subtree - all standard Emacs file tooling works against a remote GitHub repo.

WhereFor now it works only with GitHub repos.

( use-package remoto :straight ( :host github :repo " agzam/remoto.el " ) :demand t )The package is not on MELPA yet.

The GitHub API is stateless HTTP - there’s no connection to manage.

If outside line already on hold, send a flash on it # RedialExample UsageExtension 5 picks up the call.

Picks up the phone, is automatically connected to the outside line.

Extension 1 makes a pulse-dial call but the outside line is configured for DTMF so the PBX converts the digits.

When the phone goes offhook, current is drawn through the 200 and 300 ohm resistors and the line relay K2, which closes.

To ring the line, ring voltage is generated and relay K1 is activated.

Comments

[Announce] GnuPG 2.5.19 releasedHello!

We are pleased to announce the availability of a new GnuPG release: Version 2.5.19.

What is GnuPG ============= The GNU Privacy Guard (GnuPG, GPG) is a complete and free implementation of the OpenPGP and S/MIME standards.

The separate library GPGME provides a uniform API to use the GnuPG engine by software written in common programming languages.

You should see a message indicating that the signature is good and made by one or more of the release signing keys.

LLMs have made it easier than ever for developers to turn an idea into a working app.

I've hacked on a few of those projects myself, but one area that I've been struggling with is user management.

The IdP provides a cryptographically signed assertion of the user's identity back to the BrowserID dialog, which signs and forwards it to the original site.

Identity providers were not incentivized to join the federation unless enough relying parties were using it, and relying parties didn't want to use it unless their users' identity providers supported it.

If you have advice from working on authentication services, or if you'd want to try WKID with your own projects, @ me.

Comments

Every day for the past 3 days around 1pm EST the 'Headspace' app has been silently appearing on my iPhone (13 Pro).

Automatic downloads are turned off and I've updated to the latest iOS since this started happening.

I googled around and found a couple reddit threads with people reporting the exact same thing starting 2 or 3 days ago.

There were reports from people on iPhone 12 and iPhone 17 so it doesn't seem device-specific.

Does anyone understand how or why this is happening?

April 21, 2024Inside the Super Nintendo cartridgesOne of the remarkable characteristics of the Super Nintendo was the ability for game cartridges (cart) to pack more than instructions and assets into ROM chips.

Super Mario RPG PCBAbove, a Mario RPG PCB.

Even Super Mario World[12] got the treatment (I can't remember slowdowns but I was only twelve back then).

Super Mario Kart PCBAbove, a packed Mario Kart PCB which leverages every component we learned about so far.

It was used in three games Super Mario World 2: Yoshi's Island, DOOM, and Winter Gold.

“This global landscape is an opportunity to show the world that Europe will remain a safe space for science and research,” European Commissioner for Startups, Research and Innovation Ekaterina Zaharieva told EU lawmakers on Monday evening.

She also set out a trove of enticements for researchers hit by Trump's moves.

Most of the applicants to the Safe Space for Science scheme are researching subjects like climate change, immunology and infectious diseases, or social sciences involving gender, diversity and migration.

| Scott Olson/Getty ImagesCurrently, researchers based in the U.S. who relocate to Europe can apply for €1 million beyond the usual maximum grant amount, which will be increased…

Comments

Agentic management software is all the hype today: What started with Moltbot and OpenClaw now has a lot of competition: ZeroClaw, Hermes, AutoGPT etc.

Using agents makes me think about an article a famous computer scientist named Mark Weiser once wrote, titled The Computer for the 21st Century.

However, it begs a question: what other "agentic software patterns" exist that are not well known today?

Another aspect, especially relevant for agents when working with data -- but rarely discussed -- is how data is presented to them.

The database then does what it is good at: it continuously evaluates that logic over live data and emits changes as suspicious transactions appear.

: fast kernel integrations (FlashMLA, FlashInfer TRTLLM-Gen MoE, DeepGEMM Mega MoE, TileLang mHC), DP/TP/CP attention, EP MoE on DeepEP, PD disaggregation.

This avoids keeping two resident copies of expert tensors in GPU memory while still enabling both the DeepEP path and the low-latency Mega MoE path.

On top of it we integrate DeepGEMM's Mega MoE path (described in the kernel-integration section above).

We adapted the Tilelang DSA indexer kernels to DeepSeek-V4's indexer architecture and use them in the lightning indexer.

We simulate FP8 activation quantization on the paths served in FP8 at rollout (compressor KV, vanilla KV, indexer query) for kernel-level numerical match with SGLang whe…

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May 05, 2022USB Cheat SheetI spend time investigating a non-existing bug today because I misunderstood a USB term.

Cables4 wires: PWR, GND, D+, D-.

12 wires: PWR, GND, D+, D-, RX1+, RX1-, RX2-, RX2+, TX1+, TX1-, TX2-, TX2+.

Note: 4 wires = 1 half-duplex lane, 8 wires = 2 lanes (one up, one down), and 12 wires = 4 lanes (two up, two down).

USB 3.2 (Sep, 2017).

These costs could be ignored, or even accepted, if there was a clear idea of how precisely AI would streamline and improve the workplace—or offer any tangible public benefit significant enough to make these underlying trade-offs acceptable.

According to a February 2026 paper by the National Bureau of Economic Research, 80 percent of companies that have begun actively using AI have reported no impact on company productivity.

A separate, widely cited 2025 MIT study revealed that 95 percent of corporate AI pilot programs received zero return.

Even within tech and coding, one of the areas where AI is reported to have the most promise, there’s the question of whether the productivity gains repor…

Comments

Executive SummaryFor production cryptographic software, memory safety alone does not define security.

While memory-safe languages like Rust offer real benefits, serious cryptographic implementations inevitably rely on unsafe code, assembly, and low-level control, eroding those guarantees.

In mature cryptographic libraries, memory bugs are no longer the dominant risk.

This is visible in today’s strongest Rust crypto libraries: they rely heavily on assembly and unsafe, recreating C-like semantics behind additional abstraction layers.

Memory Safety ?

Comments

April 26, 2026nullprogram.com/blog/2026/04/26/This past Tuesday I typed C-x C-c in Emacs for the last time after 20 years of daily use.

Emacs is a platform, and I’d grown accustomed to its applications, especially those I built myself.

Trying out wxWidgetsThe Emacs Calculator is amazing and the best calculator I’ve ever used, which is why nothing I could find was going to replace it.

Unlike Dear ImGui, wxWidgets is a platform, including sane I/O and path handling.

I mostly don’t need platform layers when building applications like these.

Comments

Are you a C or C++ programmer?

Are you envious that other languages keep hogging the limelight when it comes to supply chain attacks?

If you answered “yes” to both questions, I bring you revolutionary new technology — remote, on-demand includes in GCC and clang:#include int main() { char* x = leftpad("Hello world!

Thank you and God bless!

If you do, you will die, and it will hurt the whole time you’re dying.

Npm Slop & Wonky Software Supply ChainsThe problem with the two most widely used open-source package ecosystems, npmjs.com and pypi.org , is that they are not actually source-based.

Many popular npm packages pull dozens or even hundreds of transitive dependencies, making it impractical to switch to better dependency handling or vendoring.

The famous AI agent pulls 385 npm packages (324 without attestation).

Attestation certifies that a package was built by some trusted provider from a specific source commit.

Unlike npm, with pip just specifying git repos with commit hashes as dependencies works well for pure Python packages.

What is Lute?

​While Luau is a powerful scripting language, it is sandboxed and primarily embedded in a larger program, like the Roblox game engine.

This means it lacks built-in capabilities for interacting with the outside world.

Lute fills the gap by providing a standalone runtime for Luau, designed for general-purpose programming outside of game engines.

Think of it like Node.js or Deno, but for Luau.

It's OK To Use Floating Point for MoneyIt's OK to use floating point for money.

No doubt there's inaccuracies.

You've got rounding errors,Unreconciled accounts and splitTransactions thatDon't add up.

But we saw you fight, tooth-and-nail,To make all the balance sheetsBalance—So relax, we'll let slideThose pennies overspent;The deficit will be coveredFrom our own pocket.

And as for the money thatAppeared from thin air:Keep it, and treat meTo something nice.

On this pageNote: I initially drafted this before my last post on how Claude Code is getting worse.

As you can imagine my opinion on Claude Code has shifted since I wrote this.

Added a brief description in a readme file:This project acts as a shim, exposing YouTube music as an opensubsonic client.

That's mostly based on past experience for what I have to repeatedly ask Claude Code not to do.

Even with a spec, Claude Code makes mistakes the first time, but then will catch them (mostly) the second time through.

Stephen Totilo / Game File:

An interview with Xbox CEO Asha Sharma and EVP Matt Booty on the “Return of Xbox” memo, making Xbox Series X and S the “first-class experience again”, and more — In an exclusive interview with Game File, new(ish) Xbox boss Asha Sharma and Xbox chief content officer Matt Booty explain …

Stephen Morris / Financial Times:

Epoch AI: Google controls ~25% of global AI compute, with ~3.8M TPUs and 1.3M GPUs; Google Cloud CEO Thomas Kurian says demand and revenue justify the spend — Thomas Kurian, Google Cloud's CEO, says its AI chips and models can help the data centre business gain ground

Sasha Rogelberg / Fortune:

Survey of 1,050 Australian teens: ~60% said they retained access to social media accounts after ban; two-thirds say platforms took no action to remove accounts — If teenagers have a will, they will find a way. … Evelyn, a 14-year-old in New South Wales, told The Washington Post in December 2025 …

Eli Rosenberg / The Information:

33% of S&P 500 companies provided security perks for execs in 2025: Jensen Huang's security cost rose from $690K in 2023 to $3.5M in 2025, Zuckerberg spent $22M — Nvidia CEO Jensen Huang cuts a distinctive image, habitually clad in one of his many leather jackets.

Jamie Tarabay / Bloomberg:

A profile of Strider, an intelligence firm that leverages agentic AI and public records to help the US Air Force, NATO, and others identify foreign state actors — Trump's economic crackdown on China's US interests is creating opportunities for a Utah-based intelligence firm

Wall Street Journal:

Trump hosted a gala luncheon for leading $TRUMP holders, where he spoke about his pro-crypto policies, but avoided the memecoin's declining value — The president's address touched on everything from the war in Iran to his policies supporting the crypto industry

Samantha Kelly / Bloomberg:

A look at Tin Can's $100 retro-style, Wi-Fi-enabled landline phone, and how some schools are seeding the device to students in an attempt to curb smartphone use — The Tin Can has gone viral over the past year, mostly through word of mouth. Now schools want to get even more of them in students' homes.

Theo Baker / The Atlantic:

A look at “Stanford inside Stanford”, where VCs pursue 18- and 19-year-old students, offering mentorship and funding in a bid to convert promise into profit — Silicon Valley venture capitalists are wining and dining 18-year-olds. — When i was a freshman at Stanford University …

Russell Contreras / Axios:

How the Vatican is moving faster than most legacy institutions to shape AI rules and guardrails, with an AI framework, banning use of AI to write homilies, more — The Vatican is racing to build digital defenses for the artificial intelligence era — and quietly positioning itself as a global referee of what's real.

Bloomberg:

Analysis: Taiwan's stock market value has surpassed the UK's at ~$4.3T, with South Korea close behind, driven by massive gains in TSMC, Samsung, and SK Hynix — The artificial intelligence boom has triggered a seismic reshuffling of global equity markets, with Taiwan and South Korea muscling past European nations one by one.

Lorenzo Franceschi-Bicchierai / TechCrunch:

Citizen Lab details two spying campaigns that abuse weaknesses in the SS7 and Diameter protocols across 2G, 3G, 4G, and 5G networks to track people's locations — Security researchers have uncovered two separate spying campaigns that are abusing well-known weaknesses in the global telecoms infrastructure to track people's locations.

Ashley Capoot / CNBC:

An overview of Elon Musk's $134B lawsuit against Sam Altman, scheduled to begin on April 27, accusing him of reneging on a vow to keep OpenAI nonprofit — A yearslong legal brawl between Elon Musk, the world's richest man, and OpenAI CEO Sam Altman heads to court in Northern California …

Ian King / Bloomberg:

Intel's upbeat outlook suggests CEO Lip-Bu Tan is making progress on a turnaround, having strengthened the company's balance sheet and now improving operations — Intel's Strong AI-Fueled Forecast Tops Estimates — Intel Corp. shares hit a record high after the chipmaker delivered …

Ben Schoon / 9to5Google:

Report: Samsung co-CEO TM Roh told company leaders that the mobile division MX could report its first ever annual loss this year, amid RAM and storage shortages — As AI continues to eat up the market's RAM output, smartphones are in crisis as costs continue to skyrocket.

Bloomberg:

The value of US government's stake in Intel has increased fourfold to ~$36B, a roughly $27B paper gain since they announced the investment in August 2025 — The value of the US government stake in Intel Corp. has increased fourfold to hit a value of about $36 billion after the chipmaker's …

Bloomberg:

A $16B financing for a giant Oracle data center in Michigan has closed, with BofA selling $14B in bonds; Oracle plans to use the campus to power apps for OpenAI — A $16 billion financing for a giant Oracle Corp. data center in Michigan has wrapped after months of stop-and-start negotiations with investors.

Connie Loizos / TechCrunch:

LinkedIn profile review shows Thinking Machines Lab has been hiring more researchers from Meta than from any other employer; TML's headcount now stands at ~140 — Weiyao Wang spent eight years at Meta — his first job out of college — helping build multimodal perception systems and contributing …

PYMNTS.com:

Adyen plans to acquire Talon.One, a platform for loyalty and incentives that serves more than 300 global merchants, for €750M, expected to close in H2 2026 — Adyen plans to acquire Talon.One, a platform for loyalty and incentives that serves more than 300 global merchants …

Anthropic:

Anthropic details Project Deal, a marketplace experiment where Claude models bought, sold, and negotiated personal belongings on behalf of Anthropic employees — Got some quirky supplies for your next creative project: — **19 Ping Pong Balls** - Yes, exactly 19. Not 18, not 20.

Amrith Ramkumar / Wall Street Journal:

Lawmakers and lobbyists say the Trump administration has lobbied against legislation that would regulate AI in at least six Republican-led states — ‘I am disappointed that states are being told to wait to address this critical issue,’ one GOP state senator said

Hema Parmar / Bloomberg:

Instacart co-founder Apoorva Mehta launches Abundance, a hedge fund that aims to have AI agents run the entire fund, with $100M in seed funding — Instacart co-founder Apoorva Mehta launched a hedge fund that relies on an army of artificial intelligence agents, one of the few using …

The Economist:

Europe's dependence on US companies in tech and finance is in no small part its own fault after overregulation left European businesses too weak to compete — It wasn't long after blue jeans, Hollywood blockbusters and Big Macs crossed the Atlantic last century that some worrywarts started fretting …

Jonathan Stempel / Reuters:

A US judge dismisses Elon Musk's fraud claims in his lawsuit against OpenAI at his request, and plans to proceed to trial on other claims — A U.S. judge on Friday dismissed Elon Musk's fraud claims in his lawsuit accusing OpenAI and co-founder Sam Altman of betraying OpenAI's original mission …

Jonathan Stempel / Reuters:

The US CFTC sues New York, accusing the state of invading its authority to regulate prediction markets by filing lawsuits against Coinbase and Gemini — The U.S. Commodity Futures Trading Commission sued New York on Friday, accusing the state of invading its authority to regulate prediction markets …

Raphael Satter / Reuters:

Diplomatic cable: US State Department has ordered a global push to bring attention to what it says are efforts by Chinese companies to steal IP from US AI labs — The U.S. State Department has ordered a global push to bring attention to what it says are widespread efforts by Chinese companies …

Kate Clark / Wall Street Journal:

Thrive is taking a stake in the San Francisco Giants via a new venture that will invest in franchises and cultural institutions that can't be replicated by AI — It's the first investment from the firm's new strategy focused on long-term investments in franchises and cultural institutions that can't be replicated by AI

Reuters:

Brazil's Finance Minister Dario Durigan says the country has blocked prediction market platforms and tightened derivatives rules to curb “bet-like” products — Brazil has blocked prediction market platforms and tightened derivatives rules to curb “bet-like” products …

Ian Duncan / Washington Post:

Sources: the WH pushed out the head of the Center for AI Standards and Innovation, Collin Burns, a former Anthropic researcher, after just four days on the job — The Department of Commerce had picked Anthropic researcher Collin Burns to lead the Center for AI Standards and Innovation. — Summary

2025.09.28: DeepGEMM now supports scoring kernels (weighted ReLU MQA logits) for the lightning indexer for DeepSeek v3.2.

The input shape layout is NT (non-transposed A, transposed B).

And the data format for the scaling factor of SM90 and SM100 is different:SM90 requires scaling factors in FP32 format.

transform_weights_for_mega_moe ( l1_weights , l2_weights ) # Copy inputs into the buffer before each call # You may fuse these into previous kernels buffer .

copy_ ( topk_weights ) # Run the fused mega MoE kernel y = torch .

Claude Code running via NVIDIA NIM, completely freeFeaturesFeature Description Zero Cost 40 req/min free on NVIDIA NIM.

Install Claude CodeInstall uv# Install uv (required to run the project) pip install uvIf uv is already installed, run uv self update to get the latest version.

MODEL is the fallback for unrecognized Claude models.

Examples with native tool-use support: LiquidAI/LFM2-24B-A2B-GGUFunsloth/MiniMax-M2.5-GGUFunsloth/GLM-4.7-Flash-GGUFunsloth/Qwen3.5-35B-A3B-GGUF Browse: model.lmstudio.aillama.cpp models Run models locally using llama-server .

Improve test coverageNot accepting Docker integration PRs for nowgit checkout -b my-feature uv run ruff format && uv run ruff check && uv …

Your entire codebase as Claude's contextClaude Context is an MCP plugin that adds semantic code search to Claude Code and other AI coding agents, giving them deep context from your entire codebase.

🧠 Your Entire Codebase as Context: Claude Context uses semantic search to find all relevant code from millions of lines.

ConfigurationUse the command line interface to add the Claude Context MCP server:claude mcp add claude-context \ -e OPENAI_API_KEY=sk-your-openai-api-key \ -e MILVUS_ADDRESS=your-zilliz-cloud-public-endpoint \ -e MILVUS_TOKEN=your-zilliz-cloud-api-key \ -- npx @zilliz/claude-context-mcp@latestSee the Claude Code MCP documentation for more details about MCP server management.

Yo…

Install: Install context-mode globally: npm install -g context-mode Add the following to ~/.gemini/settings.json .

This single file registers the MCP server and all four hooks: { "mcpServers" : { "context-mode" : { "command" : " context-mode " } }, "hooks" : { "BeforeTool" : [ { "matcher" : " run_shell_command|read_file|read_many_files|grep_search|search_file_content|web_fetch|activate_skill|mcp__plugin_context-mode " , "hooks" : [{ "type" : " command " , "command" : " context-mode hook gemini-cli beforetool " }] } ], "AfterTool" : [ { "matcher" : " " , "hooks" : [{ "type" : " command " , "command" : " context-mode hook gemini-cli aftertool " }] } ], "PreCompress" : [ { "matcher" : " " , "h…

Open AgentsOpen Agents is an open-source reference app for building and running background coding agents on Vercel.

What it isOpen Agents is a three-layer system:Web -> Agent workflow -> Sandbox VMThe web app handles auth, sessions, chat, and streaming UI.

OAuth and integration setupVercel OAuthCreate a Vercel OAuth app and use this callback:https://YOUR_DOMAIN/api/auth/vercel/callbackFor local development, use:http://localhost:3000/api/auth/vercel/callbackThen set:NEXT_PUBLIC_VERCEL_APP_CLIENT_ID = ... VERCEL_APP_CLIENT_SECRET = ...GitHub AppYou do not need a separate GitHub OAuth app.

Then set:NEXT_PUBLIC_GITHUB_CLIENT_ID = ... # GitHub App Client ID GITHUB_CLIENT_SECRET = ... # GitHub Ap…

Polymarket DataA comprehensive data pipeline for fetching, processing, and analyzing Polymarket trading data.

This system collects market information, order-filled events, and processes them into structured trade data.

OverviewThis pipeline performs three main operations:Market Data Collection - Fetches all Polymarket markets with metadata Order Event Scraping - Collects order-filled events from Goldsky subgraph Trade Processing - Transforms raw order events into structured trade dataInstallationThis project uses UV for fast, reliable package management.

Update Markets ( update_markets.py )Fetches all markets from Polymarket API in chronological order.

Process Live Trades ( process_live.py …

DFlash: Block Diffusion for Flash Speculative DecodingPaper | Blog | ModelsDFlash is a lightweight block diffusion model designed for speculative decoding.

We will also open-source the training recipe soon, so you can train your own DFlash draft model to accelerate any LLM.

Backend Install command Transformers uv pip install -e ".

[mlx]"vLLM: DFlash support requires the nightly build:uv pip install -e " .

To share feedback on DFlash or request new model support, please fill out this form: DFlash Feedback.

OpenSRE: Build Your Own AI SRE Agents The open-source framework for AI SRE agents, and the training and evaluation environment they need to improve.

OpenSRE is an open-source framework for AI SRE agents that resolve production incidents, built to run on your own infrastructure.

Distributed failures are slower, noisier, and harder to simulate and evaluate than local code tasks, which is why AI SRE, and AI for production debugging more broadly, remains unsolved.

# create/link Railway Postgres and Redis first, then set DATABASE_URI and REDIS_URI opensre deploy railway --project < project > --service < service > --yesIf the deploy starts but the service never becomes healthy, verify that DATABA…

OpenAI Agents SDKThe OpenAI Agents SDK is a lightweight yet powerful framework for building multi-agent workflows.

Core concepts:Agents: LLMs configured with instructions, tools, guardrails, and handoffs Sandbox Agents: Agents preconfigured to work with a container to perform work over long time horizons.

Get startedTo get started, set up your Python environment (Python 3.10 or newer required), and then install OpenAI Agents SDK package.

venvpython -m venv .venv source .venv/bin/activate # On Windows: .venv\Scripts\activate pip install openai-agentsFor voice support, install with the optional voice group: pip install 'openai-agents[voice]' .

from agents import Runner from agents .

The goal is to be a repo for the original Apollo 11 source code.

CompilingIf you are interested in compiling the original source code, check out Virtual AGC.

AttributionCopyright Public domain Comanche055 Part of the source code for Colossus 2A, the Command Module's (CM) Apollo Guidance Computer (AGC) for Apollo 11Assemble revision 055 of AGC program Comanche by NASA2021113-051.

1, 1969 Luminary099 Part of the source code for Luminary 1A, the Lunar Module's (LM) Apollo Guidance Computer (AGC) for Apollo 11Assemble revision 001 of AGC program LMY99 by NASA2021112-061.

Contract and ApprovalsDerived from CONTRACT_AND_APPROVALS.agcThis AGC program shall also be referred to as Colossus 2A.

omi A 2nd brain you trust more than your 1st Omi captures your screen and conversations, transcribes in real-time, generates summaries and action items, and gives you an AI chat that remembers everything you've seen and heard.

Works on desktop, phone and wearables.

Website · Docs · Discord · Twitter · DeepWikiQuick StartTry in Browsergit clone https://github.com/BasedHardware/omi.git && cd omi/desktop && ./run.sh --yoloBuilds the macOS app, connects to the cloud backend, and launches.

No env files, no credentials, no local backend.

LicenseMIT — see LICENSE

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Since the internal split, we launched the meshcore.io site, as Andy controls the meshcore.co.uk site and original discord server.

Project GrowthThe MeshCore project has been on an incredible journey.

As of this post, the official MeshCore Map shows 38,000+ nodes around the world, and the official MeshCore App has more than 100,000+ active users across Android and iOS.

Liam Cottle the official MeshCore App developer who will be posting useful guides for getting started with the MeshCore App.

the official MeshCore App developer who will be posting useful guides for getting started with the MeshCore App.

Back in 2015, four years into producing XOXO, we decided it was about time the festival had a proper website.

Today, over 10 years later, and almost two full years after we retired the festival for good, we’re finally launching that website.

Named after what we thought would be a throwaway title for a short-lived GitHub repo, allow us to introduce XOXO Explore.

We also want to thank Lizy Gershenzon, Travis Kochel, and Paulo Pereira for helping conceive the original XOXO Explore project back in 2015, and everyone who gave us permission to feature their creative work, quotes, and photography throughout.

Two original LEGO sets—one of the festival layout at Washington High and another of the XO…

5 years ago I started a now completely stalled project (fingers crossed I can figure out how to restart soon) to draw all of Hokusai’s 36 views of Mount Fuji as 1-bit pixel art.

Another challenging aspect of this project is to make sure the images are the original Macintosh screen resolution of 512 x 342 pixels.

The idea is to recreate every one of Hokusai’s woodcut prints from the series on an early black and white Macintosh, using contemporary hardware and software.

Please, if you reproduce this or post it anywhere be sure to credit me and link back to this website!

I’ll aim to post more from this project soon.

Terminal Markdown previewer — GUI-like experience.

File picker — Fuzzy Markdown picker, directory browser, and watch after selection.

— Fuzzy Markdown picker, directory browser, and watch after selection.

Terminal UX — Theme picker, help popup, file path popup, mouse and keyboard support.

— Theme picker, help popup, file path popup, mouse and keyboard support.

Tech lords’ ferocious opposition to government interference reflects a collective financial investment in AI that’s quite literally unprecedented within the private sector.

Tech lords’ ferocious opposition to government interference reflects a collective financial investment in AI that’s quite literally unprecedented within the private sector.

But by late 2025, the nonprofit Public Citizen found, nearly three-quarters of tech political spending went to Republicans, with Musk the biggest tech contributor; he gave $351 million to elect Republicans.

This digital Rushmore contributed a combined $26 million to Trump’s inauguration and planned “Golden Ballroom.” Overall, the tech industry kicked …

Not only did I not stop these syntaxes from being standardized, I was the flag-bearer for responsive images — I fought tooth-and-nail for the markup you’ve cursed.

Every talk I gave and article I wrote on the subject — the course I wrote about images, the entire book I wrote about images — all done through gritted teeth.

Don’t get me wrong: I don’t hate responsive images.

Responsive images, as a concept, are an incredible addition to the web platform.

As frustrating as it can be to give up control, owning responsive images would be a burden; a curse.

Notes, articles, web clips, feeds — everything is automatically embedded, tagged, and linked to related ideas.

Vector embeddings surface related notes even when the words don't match.

Wiki Synthesis LLM-generated wiki articles synthesize everything under a tag, with inline citations linking back to your original notes.

Agentic Chat Chat with an AI that searches your notes mid-conversation — scoped to a single tag or your whole library.

Auto-Tagging Drop in a note and get back a tag tree — topics, people, places, organizations, events.

May 05, 2022USB Cheat SheetI spend time investigating a non-existing bug today because I misunderstood a USB term.

Cables4 wires: PWR, GND, D+, D-.

12 wires: PWR, GND, D+, D-, RX1+, RX1-, RX2-, RX2+, TX1+, TX1-, TX2-, TX2+.

Note: 4 wires = 1 half-duplex lane, 8 wires = 2 lanes (one up, one down), and 12 wires = 4 lanes (two up, two down).

USB 3.2 (Sep, 2017).

I’m unsure when (or if) I’ll return to full-time tech work.

Your coworker has enabled an AI tool to automatically take notes and summarize the meeting.

They prompt an AI tool for an interactive prototype.

You ask other engineers to leave a code review.

They tell you that the feature request is not possible, and send a screenshot of their chat with an AI tool as proof.

I believe the time is now (and has always been) to use the internet like it’s 1999.

I want real people, real creators, and real content in my feed, not LLM slop.

Using the internet as if it were the 90s or early 00s means focusing on the human, because nowadays the internet is not real, it is a figment of our collective imaginations as to what we think is real.

As we continue in this perpetual lockstep to making the internet a worse place, I will be, hopefully with a few of you, using the internet as if it were 1999.

How are you using the internet as if it were a more sane time in history?

Chapter 1 · Pre-Training · Stage 1Downloadingthe InternetThe first step is collecting an enormous amount of text.

Organizations like Common Crawl have been crawling the web since 2007 — indexing 2.7 billion pages by 2024.

After aggressive filtering, you end up with about 44 terabytes — roughly 10 consumer hard drives worth of text — representing ~15 trillion tokens.

Key Insight The quality and diversity of this training data has more impact on the final model than almost anything else.

Garbage in, garbage out — but at a trillion-token scale.

Some fellow founders have looked at me with incredulity and shock that I would throw myself back into the frying pan.

(“In this house, we curse computers!”) I get it, computers can be really frustrating.

Small microcontrollers are fun, desktops are fun, phones are fun, and servers are fun, whether racked in your basement or in a data center across the world.

But every cloud product I try is wrong.

But VMs are hard with Kubernetes because the cloud makes you do it all yourself with lumpy nested virtualization.

We’ve traced these reports to three separate changes that affected Claude Code, the Claude Agent SDK, and Claude Cowork.

This impacted Sonnet 4.6 and Opus 4.6.

This impacted Sonnet 4.6, Opus 4.6, and Opus 4.7.

A change to Claude Code's default reasoning effortWhen we released Opus 4.6 in Claude Code in February, we set the default reasoning effort to high .

Effort levels are how Claude Code lets users set that tradeoff—more thinking versus lower latency and fewer usage limit hits.

For this entire decade, the US economy has significantly outgrown the Eurozone and other rich countries, such as Japan and the UK.

Instead, the decline in happiness has been an across-the-board 10- to 15-point decimation experienced by practically every demographic.

Something significant has bludgeoned Americans’ well-being in the last six years without discriminating much by age, ideology, education, or gender.

The simplest explanation I can offer is this: As a cultural-political force, the 2020 pandemic never ended.

The graph above shows the decline in happiness among Anglophone and other rich countries since 2012.

💧 TolariaTolaria is a desktop app for Mac and Linux for managing markdown knowledge bases.

WalkthroughsYou can find some Loom walkthroughs below — they are short and to the point:Principles📑 Files-first — Your notes are plain markdown files.

🔬 Open source — Tolaria is free and open source.

We provide an AGENTS file for your agents to figure out.

Open source and local setupTolaria is open source and built with Tauri, React, and TypeScript.

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.

Server ErrorOops!

Looks like the server had a hiccup.

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

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

Changelog News!

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

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

Sony's headphones are among the best on the market, delivering exceptional sound, noise cancellation, and software features before entering the high-end headphone segment.

Also: How I share audio from my Android phone to multiple earbuds (and why it's a big deal)For the best wireless audio while wearing your Sony headphones, enable the LDAC codec.

In your Android settings, you can adjust bitrates or enable the "Prioritize Sound Quality" feature in Sony Sound Connect to ensure the highest quality.

The Sony Sound Connect app has an "LE Audio Priority" feature that you can enable to always connect your headphones to compatible devices over LC3.

The LC3 codec usually provides higher bitrates on…

Terramaster D1 Portable SSD Enclosure 4 / 5 Very good pros and cons Pros Great "add your own SSD" solution.

As solid-state drives (SSDs) slowly replace traditional hard drives' spinning platters, portable data storage has become far more reliable.

Enter: the Terramaster D1, a portable SSD enclosure that delivers all this -- and at a competitive price.

I've trusted their NAS boxes for years, so when I got the chance to try their new portable enclosure, I didn't hesitate.

ZDNET's buying adviceThe Terramaster D1 is a standout SSD enclosure that combines impressive durability, speed, and portability.

Students can save big on an Apple Music subscription. Here's how to get it.

Solus is close to Zorin OS, but two factors give Zorin OS the edge.

I recently tested Zorin OS 18.1 and dubbed it the best Linux distro - for anyone.

Also: Why Zorin OS 18.1 is simply the best Linux distro - for anyoneWhy make this comparison?

Preinstalled softwareJust like Zorin OS, Solus has everything you need to get started without installing a single piece of software.

Advantage: Zorin OSAesthetics and customizationI'm not going to mince words here: Zorin OS is beautiful out of the box.

If you're a college student, Spotify has an exclusive bundle that can save you cash on music and streaming. Here's how to get it.

It may get more difficult to upgrade your hotspot - and you'll have other things to worry about, too.

I used Claude and its connectors to plan an upcoming hiking trip.

My wife and I like to travel, and I often use AI to help me plan a trip.

Also: I tested ChatGPT vs. Claude to see which is better - and if it's worth switchingIntroduced in July 2025, Claude Connectors started with such external services as Gmail, Slack, and Canva.

With that in mind, I tapped into a few of the new Claude Connectors to see how they could map out our trip.

Screenshot by Lance Whitney/ZDNETWhy I prefer Claude AIClaude AI and its interactive Connectors definitely helped plan and map out our upcoming trip.

Don't let a few ads push you into cable-like pricing. I use these ad-supported services to keep my monthly bill low.

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.

So I used a Chrome extension to capture full-screen screenshots of the articles I wanted to test with Images 2.0.

Also: I used Nano Banana 2 to make perfect sketchnotes: 5 lessons learnedFor ChatGPT Images 2.0, I upped the stakes slightly.

Use the ZDNET logo style and make the sketchnotes in the ZDNET style."

ChatGPT Images has come a long wayThis Images 2.0 release is a huge improvement over previous versions.

Also: I got an early look at ChatGPT Images 2.0, and it's impressive - with one exceptionThis new version, which can interpret actual content and then create images, is a huge leap over previous builds.

Test 1: Summarize a news storyAvailable points: 10Awarded points: 5This test looks at how well the AI can read a story on the web and explain it.

Test 3: Math and analysisAvailable points: 10Awarded points: 10This test was designed to test the AI's math and pattern-recognition abilities.

Test 6: Travel itineraryAvailable points: 10Awarded points: 9This test evaluated the AI's knowledge of geographic regions and its ability to create a helpful travel itinerary based on specific interests.

Test 9: Coding testAvailable points: 10Awarded points: 10Chatbot coding test results are interesting.

Test 10: Creative writingAvailable points: 10Awarded points: 10This test is among the most fun in the en…

Have you added something to an online cart recently? Don't check out until you read this.

In a recent experiment, Anthropic created a classified marketplace where AI agents represented both buyers and sellers, striking real deals for real goods and real money.

L.D. 307 would have imposed the country’s first statewide moratorium on new data centers — lasting, in this case, until November 1, 2027.

In a letter to the residents of Tumbler Ridge, Canada, OpenAI CEO Sam Altman said he is “deeply sorry” that his company failed to alert law enforcement about the suspect in a recent mass shooting.

Nuclear startup X-energy went public, geothermal startup Fervo is about to. Could this be the moment that climate tech investors have been waiting for?

Canadian AI startup Cohere is taking over Germany-based Aleph Alpha with support from Lidl’s owner, Schwarz Group. With the blessing of their governments, the companies intend to offer a sovereign alternative to enterprises in an AI landscape dominated by American players.

SusHi Tech Tokyo 2026 has four tightly defined technology domains, each backed by live demonstrations, dedicated exhibit floors, and sessions featuring the people actually building and funding these technologies globally.

It's hard to break the cycle of doomscrolling, but there are plenty of apps that can help you spend more time on content that’s engaging and productive.

John Ternus, Apple's incoming CEO, is a hardware guy, signaling Apple may be putting devices back at the center of its strategy.

Snabbit has scaled rapidly, crossing one million jobs in March, amid growing investor interest.

This round, should it occur, would double the house-help startup's valuation in a matter of weeks.

Steve Ballmer wrote a fiery letter in the sentencing of disgraced founder Joseph Sanberg documenting all the harm that's befalling him as an investor.

The IRS has used Palantir's software since at least 2018, The Intercept reports.

Cohere, the Canada-based AI company that makes AI tools for businesses in regulated industries, announced Friday it would merge with Aleph Alpha, a German company that also builds AI systems for businesses and governments.

Series, a social networking app that's grown popular on college campuses, announced a $5.1 million pre-seed round from some big names in tech.

Meta has been poaching talent from Thinking Machines Lab. But it's a two-way street.

The AI industry is largely failing to ask a key design question, argues theoretical neuroscientist/cognitive scientist Vivienne Ming. Are their AI products building human capacity or consuming it? In the Wall Street Journal Ming shares her experiment about which group performed best at predicting real-world events (compared to forecasters on prediction market Polymarket) — AI, human, or human-AI hybrid teams.

The human groups performed poorly, relying on instinct or whatever information had come across their feeds that morning. The large AI models — ChatGPT and Gemini, in this case — performed considerably better, though still short of the market itself. But when we combined AI with humans,…

America's National Science Board (NSB) "was established in 1950 to guide the governance of the National Science Foundation," writes the Washington Post, "in an unusual structure within the federal government that echoes the setup of a company board in the private sector. It helps guide an agency that operates Antarctic research stations, telescopes, a fleet of research vessels and supports basic science research in laboratories across the United States." (NSF research has helped evolve the technology used in MRIs, cellphones and LASIK eye surgery.) But yesterday President Trump fired all 24 members of the National Science Board (NSB), the body that oversees the National Science Foundation (…

After Australia banned social media for users younger than 16, teenagers "immediately worked to circumvent the restrictions," reports Fortune: 14-year-old in New South Wales, told

The Washington Post in December 2025, just

before the implementation of the ban, she planned to use her mother's

face ID to log in to Snapchat

and .

In a Reddit thread on ways to bypass the ban, one user suggested

using a printed mesh face mask from Temu to outsmart apps'

facial recognition tools. Others still have tried VPNs that obscure

their locations. A new report

suggests these efforts are working. In a survey of 1,050 Australians ages 12 to 15 conducted last month, the

UK-based suicide prevention organizatio…

Colorado's "age-attestation" bill left the House committee with new exemptions for open-source operating systems, applications, code repositories, and containerized software distribution, reports the blog Linuxiac: [The bill] focuses on operating system providers and application stores. Its main requirement is that these providers supply an age-related signal via an interface, so applications can determine whether a user is a minor... System76 founder Carl Richell shared on Fosstodon that the updated bill now includes "a strong exemption for open source distros and apps" and has passed in the House committee. He also quoted the key part, which says Article 30 does not apply to an operating …

There's a glass roof — but no rear-view window. Instead the Polestar 4 replaces the rear-view mirror with a live feed from a wide-angle camera. Its high-resolution display (1480 x 320 pixels) promises "a panoramic view of the outside," according to Polestar's web site, showing more of what's behind you. "Visibility in the dark and in rainy conditions is also vastly improved." Besides the camera feed (and side mirrors), the Polestar 4 offers four short-range cameras (for 360-degree views), and even short-range ultrasonics, the Wall Street Journal points out. (Car rear-view windows are usually five feet off the ground, "making a typical traffic cone invisible from closer than about 35 feet." …

Microsoft released the "Windows Subsystem for Linux" in 2016, adding an optional Linux environment into every operating system since Windows 10. But now an open source developer has brought Linux to Windows 95, Windows 98, and Windows Me, reports the blog It's FOSS, "with Linux kernel 6.19 running alongside the Windows 9x kernel, letting both operate on the same machine at the same time." A virtual device driver handles initialization, loads the kernel off disk and manages the event loop for page faults and syscalls. Since Win9x lacks the right interrupt table support for the standard Linux syscall interrupt, WSL9x reroutes those calls through the fault handler instead. Rounding it all out …

"Old code like amateur radio and NFC have long been a burden to core networking developers," reads the pull request. And so Thursday Linus Torvald merged the pull request "to rid the Linux kernel of the old Integrated Services Digital Network (ISDN) subsystem," reports Phoronix, "and various other old network drivers largely for PCMCIA era network adapters." This was the code suggested for removal given the recent influx of AI/LLM-generated bug reports against this dated code that likely has no active upstream users remaining... [W]ith the large language models and increased code fuzzing finding potential issues with these drivers for obsolete hardware, it's easier to just get rid of these …

It's the U.S. government's main link to the AI industry, reports The Washington Post, working to assess national security risks of new models like Anthropic's "Mythos". To run it they'd hired Collin Burns, who'd worked at OpenAI and then Anthropic. But Burns started work Monday at the Center for AI Standards and Innovation — and then "was pushed out Thursday by the White House, according to the people, who spoke on the condition of anonymity to describe private conversations." Officials were concerned about Burns having worked at the AI company, which has fought bitterly with the Trump administration in recent months, according to one of the people and another person. That person said some …

The Free Software Foundation's Licensing and Compliance Manager published a blog post this week to explicitly state that"Responsible AI" Licenses (RAIL) are nonfree and unethical. The licenses restrict AI and ML software "from being used in a specific list of harmful applications," according to the license's web site, "e.g. in surveillance and crime prediction." (The license's steering committee is volunteers from multiple academic institutions.) But even though Responsible AI licenses are marketed as addressing ethical challenges, the FSF argues "they do not require anything that is really necessary for users to control their computing done with machine learning, including: complete traini…

Intel's stock price soared 24% Friday. It's the stock's largest single-day spike since since October 1987, reports CNBC, "as investors cheered signs of renewed growth due to mounting artificial intelligence demand." The stock closed at $82.57 and is now up 124% this year after jumping 84% in 2025. Friday's rally topped a 23% gain for the stock on Sept. 18, when Nvidia agreed to invest $5 billion in the company... "INTC's new CEO fixed the balance sheet, and is executing on a strategy that appears to have put INTC back on the competitive track," analysts at Evercore ISI wrote in a report after earnings, upgrading the shares to the equivalent of a buy rating.

First-quarter revenue topped esti…

Physicists have proposed a new kind of atomic clock based on a revived superradiant laser concept that could produce an extraordinarily stable signal with a linewidth around 100 microhertz, potentially the narrowest ever for an optical laser. "The implications of this result could stretch well beyond timekeeping," reports Phys.org. "A laser immune to environmental frequency shifts would be a powerful tool in optical interferometry -- using interference patterns in light to make ultra-precise measurements." From the report: In a conventional laser, a mirrored cavity bounces light back and forth between atoms, building up a bright, coherent beam. A superradiant laser works differently: rather…

An anonymous reader quotes a report from NPR: The Food and Drug Administration approved the first gene therapy to restore hearing for people who were born deaf. The decision, while only immediately affecting people born with a very rare form of genetic deafness, is being hailed as a milestone in the quest to treat hearing loss. "It's the first time in history there's a new drug for hearing loss," says Zheng-Yi Chen, an associate scientist at Mass Eye and Ear in Boston who was not involved in the development of the therapy approved by the FDA Thursday. But his research team reported very promising results with a similar approach Wednesday. "I think it's an historical event, a landmark, a gre…

Maine Gov. Janet Mills vetoed a bill that would have imposed the nation's first statewide moratorium on new data centers, saying she supported the idea in principle but would not block a major redevelopment project tied to jobs and local investment. Instead, she said she will create a council to study data centers' effects while also signing a separate measure to deny them certain state tax incentives. Politico reports: "After prior redevelopment efforts failed, the Town of Jay worked for two years on a $550 million data center redevelopment project to finally bring jobs and investment back to the mill site," Mills wrote, adding that she would issue an executive order establishing a council…

Еще новинки самого лучшего в мире менеджера рецептов

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

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

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

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

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

Recipe …

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

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

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

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

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

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

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

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

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

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

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

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

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

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

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

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

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

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

Я шарю скилл несколько раз, самое время кинуть в пост

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

Кидать референсы

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

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

Есть работа с текстом

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

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

Скилл и объяснение от опенаи

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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…

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Article URL: https://www.npmjs.com/package/fastyclaw

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Points: 1

# Comments: 0

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New connectors in Claude for everyday life Discussion | Link

OpenAI's smartest and most intuitive to use model yet Discussion | Link

Fully native app for managing your fonts on MacOS Discussion | Link

Compare LLMs on your data, measure, and pick the best. Discussion | Link

Strava for your coding assistants Discussion | Link

Our most capable voice agent is now available via API Discussion | Link

AI learns your listening habits and curates your live radio Discussion | Link

The open-source era of 1M context intelligence Discussion | Link

Translate your app with the AI you already pay for Discussion | Link

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A Generative Audio Workstation with VSTs Discussion | Link

Codex can now build, test & debug on autopilot Discussion | Link

Bilingual ASR for dialects, code-switching, and songs Discussion | Link

Run as a fully hardened production email server. Discussion | Link

Use your LLM context to find friends and collaborators Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Apr. 20 – Apr. 24) appeared first on EU-Startups.

On May 7-8, the EU-Startups Summit 2026 takes place in sunny Malta, bringing together around 2,400 founders, investors, and startup ecosystem leaders for two days of networking, inspiration, and knowledge-sharing. We are excited to announce that Stefania Ditrani Seychell, recently appointed CEO at 1stCRWD Crowdfunding, will be joining the speaker lineup of the EU-Startups Summit […]

The post 1stCRWD CEO Stefania Ditrani Seychell joins the EU-Startups Summit 2026 speaker lineup appeared first on EU-Startups.

U.S. rideshare company Lyft has agreed to acquire British black cab app Gett, resulting in the majority of registered black cab drivers across Greater London becoming available on the Lyft platform – the deal is expected to close in the coming weeks. With the addition of Gett, Lyft will offer a suite of ground transport […]

The post Lyft agrees to acquire black cab app Gett in push for broader London ground transport offering appeared first on EU-Startups.

Foamlab, a Delft-based startup aiming to replace fossil-based plastics with high-performance foams made from bacterial cellulose, has raised €3 million in growth capital to build a pilot plant, scale production, and accelerate the commercial rollout of its biobased foam materials. The round is led by ICOS Capital, with participation from Value Factory Ventures, DOEN Ventures, […]

The post Delft’s Foamlab raises €3 million to replace fossil-based plastics with its bacterial cellulose foams appeared first on EU-Startups.

Cerca Magnetics, a UK-based MedTech startup developing wearable brain imaging systems using quantum sensing technology, has raised €4.3 million (£3.8 million/$4.75 million) in Series A funding at a €34.5 million (£30 million) post-money valuation. The round was led by Guinness Ventures. The company plans to use this funding to expand into clinical healthcare markets, and […]

The post Cerca Magnetics raises €4.3 million to scale wearable brain imaging systems powered by quantum sensing appeared first on EU-Startups.

Sillage, a French go-to-market AI startup helping enterprise sales teams turn buying signals into qualified pipeline, has announced its official launch alongside a €1.7 million ($2 million) pre-Seed round. The round included Kima Ventures, Angel Invest, and Drysdale Ventures, alongside a wider group of angels and investors. With the fresh funding, Sillage aims to continue […]

The post Paris-based Sillage raises €1.7 million to help sales teams follow the right signals appeared first on EU-Startups.

Verda (formerly DataCrunch), a Helsinki-based AI infrastructure company, has raised €100 million ($117 million) in new funding to develop its AI cloud infrastructure and international expansion. The round comprises equity funding led by Lifeline Ventures with participation from byFounders, Tesi, Varma, and other investors, alongside debt financing from a group of Nordic financial institutions. “We’re […]

The post Helsinki-based AI infrastructure company Verda raises €100 million, plans to hire 100+ people by year-end appeared first on EU-Startups.

HrFlow.ai, a Paris-based startup building the data and AI infrastructure for the labour market, has raised $6 million ($7 million) in a pre-Series A round. This financing brings the company’s total capital raised to €8.5 million ($10 million). The round was led by 115K, La Banque Postale’s venture capital fund, and EmergingTech Ventures (EmTech), alongside […]

The post HrFlow.ai secures €6 million pre-Series A to build “Hiring SuperIntelligence” to tackle unemployment appeared first on EU-Startups.

On May 7-8, the EU-Startups Summit 2026 takes place in sunny Malta, bringing together around 2,400 founders, investors, and startup ecosystem leaders for two days of networking, inspiration, and knowledge-sharing. We are excited to announce that Christoph Sollich, also known as “The Pitch Doctor”, will be joining the speaker lineup of the EU-Startups Summit 2026. […]

The post “The Pitch Doctor” Christoph Sollich joins the EU-Startups Summit 2026 in Malta appeared first on EU-Startups.

Kurma Partners, a French healthcare venture capital firm, announced the final closing of Biofund IV at €215 million to support the discovery and development of disruptive therapeutic solutions for severe or incurable diseases. Building on the €160 million Biofund III, this fundraise has increased the new vehicle’s size by nearly 35%. Biofund IV is backed […]

The post Kurma Partners closes €215 million Biofund IV to back European BioTech ventures from Paris appeared first on EU-Startups.

Fasal Bio, a Zagreb-based company developing a proprietary renewable material platform designed to reduce the reliance on conventional plastic, has secured a €7 million growth equity investment from BlackPeak Capital. This transaction marks the Bulgarian private equity firm’s first direct investment in Croatia. BlackPeak Capital targets growth equity investments of €5–20 million in fast-growing companies […]

The post Zagreb-based Fasal Bio secures €7 million to replace plastics with renewable raw materials appeared first on EU-Startups.

This week on the EU-Startups Podcast, we sit down with Ahti Heinla, Co-Founder, CEO, and CTO of Starship Technologies and one of the original engineers behind Skype! In this episode, Ahti shares his journey from a young programmer in Estonia to building one of the world’s most advanced autonomous delivery companies. He reflects on the […]

The post The EU-Startups Podcast | Interview with Ahti Heinla, Co-Founder & CEO Starship Technologies appeared first on EU-Startups.

On 7-8 May, we’ll be heading back to sunny Malta for the 12th edition of the EU-Startups Summit – our exciting two-day event bringing together around 2,400 of Europe’s most ambitious founders, forward-thinking investors, and corporate innovation leaders. The Summit offers a packed agenda with inspiring talks, insightful panel discussions, a buzzing exhibition hall, and […]

The post The EU-Startups Summit 2026 Networking Guide – All the juicy details! appeared first on EU-Startups.

Belfast-based Cloudsmith, a universal artifact management platform, today announced a €61.5 million ($72 million) Series C financing to power the era of AI-driven software development. The round was led by TCV, with participation from Insight Partners, along with investments from other existing investors. In 2025, the company raised a €21.9 million Series B funding round, […]

The post Cloudsmith raises €61.5 million Series C to control and secure AI-driven software supply chains appeared first on EU-Startups.

UNIVITY, a Paris-based operator of space-based connectivity services, announced the closing of a €27 million Series A funding round in order to complete its VLEO 5G demonstration programme, develop its telecom operator offering, strengthen its teams, and prepare for industrial and commercial scale-up from 2028. The round was raised by Blast, Expansion, and the Deeptech […]

The post SpaceTech startup UNIVITY raises €27 million to position Europe as a key player in global hybrid connectivity. appeared first on EU-Startups.

This week, we tracked more than 65 tech funding deals worth over €632 million and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

If email is more your thing, you can always subscribe to our newsletter and receive a more robust version of this round-up delivered to your inbox.

Either way, let's get you up to speed.

🇪🇺 What Happened on the Second Day of the Tech.eu Summit London 2026?

📡 Recommended reads and listens⚛️ The quantum bottleneck isn’t chips — it’s lasers, and Vexlum wants to fix it💰 Fintech: 10 companies that raised the most in 2025🇸🇮 A Small Country With a Big Playbook: How Slovenia Is Rethinking Startup Internationalisation🔭 European tech startu…

German AI startup Aleph Alpha is to be acquired by Canadian AI lab Cohere, creating a business that will position itself using its sovereign credentials as an alternative to US AI labs.

Cohere, founded in 2019 and valued at $7bn in 2025, builds AI models focused on the enterprise market.

Germany's Aleph Alpha, founded in 2019, was originally one of the few European LLM (Large Language Models) startups, but has since pivoted from building LLMs to helping businesses and governments use AI.

The deal will see Schwarz Group, which owns supermarket chain Lidl and is a major Aleph Alpha shareholder, invest $600 million into Cohere's upcoming funding round, the companies said, according to Reuters.…

This week, the European Commission and Ukraine’s Ministry of Defence launched a new cooperation initiative focused on investing in innovative and breakthrough technologies.

This includes a €140 million EU guarantee and a further €21 million in EU investment grants.

Together, these instruments are expected to unlock up to €400 million in bank financing to support both capital investment and operating costs.

According to Deputy Minister of Defence of Ukraine for European Integration, Serhiy Boyev:"We are launching systematic cooperation with the European Commission in the field of investing in defence innovations.

Therefore, such support contributes to specific Ukrainian capabilities: stronge…

Helsinki-based AI infrastructure company Verda (formerly DataCrunch ) has raised $117 million in new funding.

Founded in 2020, Verda is building AI cloud infrastructure that allows developers and organisations to access high-performance compute on demand and at scale without the friction of traditional cloud procurement.

According to Ruben Bryon, founder and CEO of Verda:"We're building the next generation of AI cloud infrastructure for pioneering teams across the globe.

"A big part of our success comes from being vertically integrated, handling everything from physical infrastructure to the application layer.

The new funding will be used to accelerate the development of Verda's AI cloud in…

Quillon, an AI platform for technical accounting and financial reporting, today announced the close of $1.5 million in pre-seed funding and its rebrand from Acclara AI.

They may generate unverifiable or incorrect citations and fail to provide a clear connection between conclusions and underlying accounting standards.

Quillon addresses this gap through a platform built on a proprietary knowledge graph of accounting standards, integrated with EDGAR.

The platform initially focuses on technical accounting memos, which inform nearly all financial reporting decisions within public companies.

The company plans to expand into broader financial reporting workflows, including quarterly and annual dis…

Balderton today announces the appointment of Phil Chambers as Partner, where he will focus on early-stage investments.

Chambers joins the firm after a 20+ year career as a founder, operator and angel investor in the European technology ecosystem, including roles in London, Hamburg and Copenhagen.

Alongside his operating career, Chambers has been one of Europe’s most active angel investors, backing more than 100 startups.

At Balderton, Phil will draw from his own experience to support founders as they start and scale their businesses in Europe.

I could not be more excited to welcome Phil to the Balderton partnership.”Phil Chambers added:

Cleantech company TheStorage, which develops industrial thermal energy storage solutions, has closed a €3.6 million seed funding round.

The company is focused on addressing one of the most emissions-intensive and challenging areas to decarbonise: industrial heat production.

Its thermal energy storage technology stores energy in sand, enabling industrial companies to electrify heat processes, integrate renewable energy sources, and optimise energy use based on electricity market prices.

This approach can significantly reduce both energy costs and emissions compared to fossil-based systems.

Interest in thermal energy storage is growing enormously across industry, and our goal is to be the num…

Nearly half of Europeans live in buildings with shared roofs, yet solar adoption in this segment remains low.

VREY positions its solution as an “EnergyOS” for multi-family buildings, providing a central layer for measuring, billing, and managing energy flows.

The majority of property owners want to future-proof their buildings, but until now, practical solutions were missing.

With VREY, we make solar in multi-family buildings simple and economically viable for the first time,says Julius Pahmeier, co-founder and Managing Director of VREY.

The company aims to strengthen its position in the multi-family building segment and unlock additional energy use cases for property owners.

Starling Bank has no plans to enter the “massively overserved” US retail banking market, but will focus its US expansion on its business-to-business offering instead, says its chief financial officer.

Speaking to the Banker, Starling CFO Declan Ferguson said the challenger bank had no plans to expand Starling’s retail offering in the US, which he described as a “massively overserved” market.

Ferguson said: “The opportunity for a UK retail bank to be successful there is limited .

Instead of launching its retail bank stateside, Starling is focusing its efforts on exporting its B2B offering Engine.

Starling launched Engine as a subsidiary in 2022, as the challenger bank U-turned on its global …

Swedish legal tech unicorn Legora has made its second acquisition in two months, snapping up a Swedish startup specialising in legal research, which has built a search engine for lawyers.

The deal will see the Qura’s team join Legora’s existing legal research organisation, with a remit to expand internationally, including the US.

Max Junestrand, CEO & co-founder Legora, said: “Legal research will be a cornerstone of the legal AI stack, and Qura has built one of the most impressive foundations in the world.

“We evaluated legal research startups globally, and Qura stood out by a wide margin.

Last month, Legora made its first acquisition, buying Canadian legal AI startup Walter, as it looks to…

The 2025 fintech funding landscape in Europe reflects a highly active yet concentrated market, shaped by a mix of venture capital, growth equity, and large-scale debt financing.

With over €6.1 billion raised, it accounts for more than half of all fintech funding in 2025.

This leadership extends beyond total capital to deal activity, with the UK also hosting the highest number of transactions.

Although fewer in number, debt deals account for nearly a third of total funding, often structured as large credit facilities, warehouse financing, or asset-backed arrangements.

Here are ten fintech companies that raised the most in 2025.

The additional funding positions Cloudsmith for massive growth to power the era of AI-driven software development.

Enterprises must manage ever-larger software supply chains, which span open source libraries, internal packages, and third-party dependencies, all while facing growing regulatory pressure to prove that AI-generated software is secure by design.

Built cloud-native from the ground up, Cloudsmith provides the visibility and supply chain controls that modern enterprises need to ship with confidence.

“In an era increasingly defined by AI-driven development, securing the software supply chain is critical.

We believe in Cloudsmith’s vision to secure the software supply chain by servin…

Wenite, a Ghent-based HR tech startup, has raised €1.8 million in funding to accelerate its European expansion and strengthen its position as an infrastructure provider for HR service firms.

Across Europe, HR service providers, including strategic consultants and organisational advisors, play a central role in supporting companies’ people strategies.

The platform provides HR consultants with a unified infrastructure to manage client relationships and employee data.

We want to become the backbone for European HR service providers looking to scale their business and make it data-driven,says CEO Jasper Dezwaef.

Wenite’s approach focuses specifically on the needs of HR service providers, enabli…

It brings the company's total funding to over €67 million and funds its aim to build a high-speed, space-based internet infrastructure for telecom operators.

Rather than investing billions into fibre rollouts, they can access space-based infrastructure with significantly lower capital requirements, sometimes even without CapEx.

Second, UNIVITY’S commercial strategy is to leverage the strengths of telecom operators worldwide.

The use of telecom operators’ 5G spectrum, enabling them to leverage existing 5G components, which are already mass-produced, helping reduce costs.

Beyond that, the key priority is commercial — converting expressions of interest from telecom operators into firm contract…

Decade Energy, a company building the power infrastructure at logistics depots, has secured €22 million in funding.

Decade Energy solves that problem by developing, financing, and operating integrated energy infrastructure needed at depots to support electric truck fleets.

Julia Padberg, Partner at SET Ventures, shared:“Decade Energy is tackling one of the most critical choke points in the energy transition: grid constraints at logistics depots.

Their team combines deep transport expertise and strong energy infrastructure capabilities, backed up by impressive early traction.

It is becoming a core infrastructure, combining a necessary flexibility tool for more renewable penetration with the …

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

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

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

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

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

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

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

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

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

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

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

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

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

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, […]