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This is not newAccording to records documented by browsergate.eu and a GitHub repository tracking the extension list, LinkedIn's extension scanning dates to at least 2017, when the list contained 38 entries.

Each one of those errors is LinkedIn asking your computer if you have a specific extension installed.

When LinkedIn's extension scan runs on your browser, it is not building a device profile for an unknown visitor.

According to browsergate, Milinda Lakkam confirmed this under oath, saying, "LinkedIn took action against users who had specific extensions installed."

Your LinkedIn profile is one of the most detailed verified identity documents that exists about you online.

Since I published Carrot disclosure: Forgejo two days ago, numerous things happened:Friends of mine were reached out to, to "talk to me from a place of trust", or simply to tell them what an horrible person I am, which they found hilarious.

I thus moved to mastodon.social, where it was also removed with "Irresponsible disclosure" given as a reason.

Numerous instances of the eternal vulnerabilities disclosure debate spawned.

I've learnt that the role of Forgejo security team is to "take care of security vulnerabilities and to handle sensitive security-related issues reported to [email protected] using encryption."

So I ended up sending and email to Forgejo security team, containing: an ap…

When building a durable workflow execution system on Postgres, one of the most common questions we get is “does Postgres scale?” There are plenty of posts from top tech teams asserting that Postgres does scale, but not all show how its performance scales in practice.

First, we measure raw Postgres write throughput in a vacuum.

Postgres Point Write PerformanceWe first measure the maximum write throughput Postgres can sustain to a single table.

When performing a write, Postgres never directly modifies data pages on disk.

Two factors explain the difference between raw Postgres INSERT performance and workflow performance:A workflow requires two writes, so 43K workflows per second is actually 86…

This seems to be a problem from an earlier era, yet here it is, still plaguing Android tablet owners in mid-2026.

It’s no wonder Apple dominates the tablet market, with the iPad series making up a 51.5% share as of early 2026, according to StatCounter.

The MacBook Neo is a bright, hugely accessible, impressively capable yet surprisingly affordable laptop that retails for just £600/$600.

The next step for Apple seems clear to me: make an iPad Neo and lock up the tablet market.

Indeed, just as the MacBook Neo is shaking up the Windows laptop industry, an iPad Neo could be just what the Android tablet scene needs to shake it out of its stupor.

Divergence captures taste: variation in aesthetic judgment, interpretation, and creative intent that defines what makes creative work distinctive and is essential for steerability, personalization, and creative control.

To test this framework, Contra Labs ran a study drawing from its network of over 1.5 million independent professional creatives, who have earned over $250M.

This study, although framed around the creative process, does not fully represent how creative work unfolds in practice.

6 .0 Future researchThis study is the first in an ongoing research program at Contra Labs.

The aim is to close the gap between how AI systems measure creative quality and how the people who make creati…

Full-Text Search with DuckDBPublished on: 4/29/2026OverviewThis is a follow-up to my first post about DuckDB: A Dab of DuckDB.

As mentioned in my first post, I’m interested in exploring some of the more powerful DuckDB features and in this post I’ll be focused on full-text search (FTS).

So, in this post I will take you through a quick tour of the current state of FTS in DuckDB.

# stemmer.py # Usage: uv run stemmer.py # /// script # requires-python = "==3.13" # dependencies = [ # "snowballstemmer==3.0.1", # ] # /// from snowballstemmer import stemmer en = stemmer("english") print(en.stemWord("run")) # -> run print(en.stemWord("running")) # -> run print(en.stemWord("mouse")) # -> mous print(e…

When I was younger, I used to hear stories about people recovering deleted files.

There were rumors that deleted files weren't actually sent to the abyss.

Not only that, the recovered files themselves need to be stored somewhere, taking up more even more space.

During the run steps, I had to select a target location to store the recovered files.

I should have also re-read this warning from the TestDisk wiki before starting ...Do not store the recovered files on the source filesystem.

I built a Game Boy emulator in F# Nick Kossolapov · April 2026I’ve been working as a software engineer for over 8 years at this point, and admittedly I’ve never understood how computers actually work.

A few months later, and after many nights of going to bed at 2 AM even though I told myself I’d only work on it for an hour or two, I have a working Game Boy emulator: Fame Boy.

I tried to model Fame Boy in a similar way to the actual hardware of the Game Boy.

I could finally see my CPU working, and thanks to Tetris’ simplicity, I could see something that was mostly a real Game Boy game.

The CPU registers in Fame Boy (and the Game Boy too) are 8-bit unsigned integers, so in the range 0-255.

kured - Kubernetes Reboot DaemonIntroductionKured (KUbernetes REboot Daemon) is a Kubernetes daemonset that performs safe automatic node reboots when the need to do so is indicated by the package management system of the underlying OS.

Watches for the presence of a reboot sentinel file e.g.

/var/run/reboot-required or the successful run of a sentinel command.

or the successful run of a sentinel command.

For a list of TLF trademarks, see Trademark Usage.

TRiP — TRansformer in ProgressA few-files, all-in-one C engine for Transformer AI models: inference, training, tokenizer creation, chat, and vision.

It supports Gemma 1, Llama 2, PaliGemma, and GPT-2, with full inference and training.

It does not aim to track the latest model releases, and is not trying to compete with llama.cpp.

Chat, inference, and training work without it.

The residual stream is the central concept: a vector that flows through the model like data on a bus.

I see that on the 11th of April 6.19.12 & 6.18.22 > were released with the fix backported.

> > Longterm 6.12, 6.6, 6.1, 5.15, 5.10 have not received the fix and I > don't see anything in the upstream stable queues yet as I write.

As this > was introduced in 2017 all those older kernels are affected, right?

Note that for Linux kernel vulnerabilities, unless the reporter chooses to bring it to the linux-distros ML, there is no heads-up to distributions.

Read about mailing lists on Wikipedia and check out these guidelines on proper formatting of your messages.

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Compared to their Boomer parents, childcare time among Millennial dads has more than doubled.

In addition to the U.S., fathers’ childcare time is surging in Canada, across Europe, and in other rich countries, such as Japan.

These fathers are also demonstrating to other parents just how impressively involved they are in their children’s lives.

Fathers’ childcare time increased fastest in the generation after women stormed into the workforce, as the dual-earner household model required that parents spread the labor of raising kids.

DON’T FORGET ABOUT MOMDespite the large increase in dads’ childcare time, there is no question that mothers still spend much more time raising children.

Message from [Access Now] following shortly" in a thread about what attendees were planning on doing.

And in an email, AccessNow wrote: "It is with heavy hearts that we share: RightsCon will not proceed in Zambia or online.

We do not recommend registered participants travel to Lusaka for RightsCon.

Days before thousands of researchers, academics, and human rights experts were set to convene in Lusaka, Zambia, the government of Zambia announced it was postponing RightsCon, one the largest and most important digital human rights conferences in the world.

The announcement, which came as some participants and speakers were already en route to the conference, has sown confusion and chaos in the …

How it works (no blockchain required)Bitcoin's address derivation is a one-way deterministic chain:random 256-bit number ──► secp256k1 public key ──► HASH160 ──► Base58Check address (private key) (point on curve) (RIPEMD160(SHA256))Every Bitcoin address has exactly one private key that controls it.

FeaturesTwo reel modes: classic 3-reel ✗/✓, or "realistic" 64 hex cells that reveal the full candidate private key with red/green flash on result.

classic 3-reel ✗/✓, or "realistic" 64 hex cells that reveal the full candidate private key with red/green flash on result.

npm install npm run dev # http://localhost:5173The predev hook regenerates public/data/satoshi-bloom.bin , satoshi-wallets.bin , …

We believe that this attack is the work of the same threat actor behind the mini Shai-Hulud campaign.

Cross-Ecosystem Spread: PyPI to npmUnlike mini Shai-Hulud, which targeted npm directly, the entry point here is PyPI.

GitHub commit search dead-drop.

The malware polls the GitHub commit search API for commit messages prefixed with EveryBoiWeBuildIsAWormyBoi, which carry a double-base64-encoded token in the format EveryBoiWeBuildIsAWormyBoi:.

If the malware holds a GitHub token with write access, it pushes a workflow named Formatter to the victim's repository.

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Japan’s Minister of Defense Shinjirō Koizumi posed with a cardboard drone on Monday during a meeting with drone manufacturer AirKamuy.

The AirKamuy 150 is a cheap pre-fab cardboard drone meant to die on the battlefield and it comes shipped in a flatpack like an IKEA shelf.

According to Koizumi, Japan’s military has already begun to use the cardboard drone.

“The Japan Maritime Self-Defense Force is already utilizing them as targets,” he said in a post on X .

“In aiming to become the Self-Defense Forces that makes the most extensive use of unmanned assets, including drones, in the world, strengthening collaboration with startups enthusiastic about the defense sector is indispensable.”

PythonNodeRustGoRubyBunElixirC++SQL (extension) import honker db = honker.

; } import honker " github.com/russellromney/honker-go " db , _ := honker .

Ack () } require " honker " db = Honker :: Database .

queue (db, " emails " ) Honker.

Huey is the SQLite-backed Python task queue honker draws the most from.

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The API server can also be run locally when actively developing it.

All three clients — browser, desktop, and mobile — share a single lustre_dev_tools dev server for hot reload, which proxies their API requests to the Gleam API server (in Docker) or a local instance, avoiding CORS issues.

┌────────────────Docker────────────────┐ │┌─────────────PostgreSQL─────────────┐│ ││┌───────────────┐ ┌──────────────┐││ │││ Test Database │ │ Dev Database │││ ││└──────▲────────┘ └───────▲───▲──┘││ │└───────┼────────────────────┼───┼───┘│ │ │ │ └────┼──────────┐ │ │ ┌──────────┴───────┐│ ┌────────┴─────────┐ │ │ │ Gleam API Server ││ │ Local API Server │ │ │ └─────────────▲────┘│ └───▲──────────────┘ └───…

This is a comprehensive timeline of monad tutorials and related articles.

2006-10 Monad Transformers Step by Step - Martin Grabmüller (also: updated version and associated Haskell code) Monad transformers are rarely covered in introductory tutorials.

For Real - Karsten Wagner A monad is like a macro2007-02 Crash Course in Monads Monads for Mathematicians - Vlad Patryshev Author's Description: This crash course starts with an EASY!

2007-08 Monad (sans metaphors) - Claus Reinke From a discussion about monad tutorials on Haskell Café (the name is due to haskellwiki user 'Green tea').

2008-12 From Monoids to Monads - Dan Piponiyear 20092009-01 Abstraction, intuition, and the “monad tutorial fal…

I built a Game Boy emulator in F# Nick Kossolapov · April 2026I’ve been working as a software engineer for over 8 years at this point, and admittedly I’ve never understood how computers actually work.

A few months later, and after many nights of going to bed at 2 AM even though I told myself I’d only work on it for an hour or two, I have a working Game Boy emulator: Fame Boy.

I tried to model Fame Boy in a similar way to the actual hardware of the Game Boy.

I could finally see my CPU working, and thanks to Tetris’ simplicity, I could see something that was mostly a real Game Boy game.

The CPU registers in Fame Boy (and the Game Boy too) are 8-bit unsigned integers, so in the range 0-255.

This post will introduce posit numbers, explain the interpretation of their bits, and discuss their dynamic range and precision.

Posit numbers are a new way to represent real numbers for computers, an alternative to the standard IEEE floating point formats.

Fraction bitsIf there are any bits left after the sign bit, regime bits, regime terminating bit, and the exponent bits, they all belong to the fraction.

For that reason you could say that posits represent projective real numbers rather than extended real numbers.

Numbers near 1 have more precision, while extremely big numbers and extremely small numbers have less.

The LLM is Not a Junior EngineerFirst, I need to get something off my chest.

For instance, a certain LLM model might always miscount the letter ‘r’ in strawberry because it uses a deterministic model for tokenization.

Audit all AI usage to ensure there are no places where an AI model is taking both sides of a working relationship for quality control.

It’s possible that the LLM is really reducing the overall time per feature, but it’s also possible that LLM usage is just skewing how the metric is calculated without any real improvement to developer productivity.

Most AI-related statistics are potentially suspicious and you should be wary before citing any of them uncritically (even for ones …

Techniques for better software testingThis is a menu of techniques for strengthening your software testing.

Antithesis’ incorporates many of these techniques into its autonomous testing platform, giving you a single solution that integrates virtually every best practice known in software testing today.

Some popular approaches to enhance pure random testing include,Adaptive Random Testing (ART) - Improves random testing to generate more evenly spaced inputs.

Consider the following simple program:static int counter = 0 ; void increment () { counter = counter + 1 ; if (counter > 100 ) { crash_and_die () ; } } void decrement () { counter = counter - 1 ; if (counter < - 100 ) { crash_and_die2 …

GCC 16 Release SeriesChanges, New Features, and FixesThis page is a "brief" summary of some of the huge number of improvements in GCC 16.

You may also want to check out our Porting to GCC 16 page and the full GCC documentation.

The following C++20 components have ABI changes in GCC 16: Atomic waiting/notifying functions in and semaphore types in .

For example, given gcc \ -o build-dir/foo.o \ -fdiagnostics-add-output=sarif foo.c GCC 15 would write the SARIF to foo.c.sarif , whereas GCC 16 now writes it to build-dir/foo.c.sarif .

GCC 15 would write the SARIF to , whereas GCC 16 now writes it to .

This suggest that instead of a binary search, we might want to try a quaternary search: instead of splitting arrays in halves, we might split them in quarters.

Firstly, let us compare the linear search with the binary search.

The binary search beats the linear search as soon as the arrays get large.

We have established that the binary search is the net winner over the linear search.

It has the same SIMD optimization, but I am dropping the quaternary interpolation search and replacing it with a standard binary search.

Error: JavaScript appears to be disabledThis web site will not operate correctly without JavaScript.

Apologies for the inconvenience.

The CSS Zen Garden invites you to relax and meditate on the important lessons of the masters.

Select any style sheet from the list to load it into this page.

The HTML remains the same, the only thing that has changed is the external CSS file.

Please see the CSS Resource Guide for advanced tutorials and tips on working with CSS .

Once you have completed your masterpiece (and please, don’t submit half-finished work) upload your CSS file to a web server under your control.

In the example above, it takes six multiplications to compute the result: one for 2 x = 2 × x 2x = 2 \times x , two for 5 x 2 = 5 × x × x 5x^2 = 5 \times x \times x , and three for − x 3 = − 1 × x × x × x -x^3 = -1 \times x \times x \times x .

x = Poly [([ X ], 1 )] [([],)] y = Poly [([ Y ], 1 )] [([],)] x * y == Poly [([ X , Y ], 1 )] [([],)] y * x == Poly [([ Y , X ], 1 )] [([],)] x * y /= y * xThis is in contrast to TwoVar , where both x y xy and y x yx would be represented as [[0,0],[0,1]] .

Let’s construct the actual lenses here, in the van Laarhoven style:constant :: Lens' ( Poly v c) c v c) c :<+ vs) = fmap ( :<+ vs) (f c) constant f (cvs)vs) (f c) vars :: Lens ( Poly v c) ( Poly v' …

Are there any university courses or similar on the history of programming languages?

TRM Insights:

North Korea-linked hackers stole ~$577M across the Drift Protocol and KelpDAO hacks in April, accounting for 76% of total crypto hack losses so far in 2026 — Key takeaways — North Korean hackers, from two distinct groups, stole approximately USD 577 million in 2026 YTD …

Thomas Barrabi / New York Post:

Filing: Meta says it might be forced to withdraw its apps from New Mexico if a judge orders it to adopt the state's proposed safety features — Mark Zuckerberg's Meta is threatening a total shutdown of Facebook and Instagram in New Mexico if a state judge orders the company to adopt new safety features …

Jess Weatherbed / The Verge:

Google is rolling out Gemini to cars that have Google built in, replacing Google Assistant, starting with English in the US — The current Google Assistant is being replaced with a smarter, more conversational upgrade. … Google is preparing to update vehicles that have Google built-in with its Gemini AI assistant.

New York Times:

Musk v. Altman: the judge told Musk's lawyer she did not want talk of AI's existential threat seeping into the trial, focusing instead on OpenAI's founding — Since he had a testy fireside chat about artificial intelligence with the Google co-founder Larry Page more than a decade ago …

Wired:

Musk v. Altman: when asked whether xAI has ever distilled tech from OpenAI, Elon Musk says the claim is “partly” true — While answering questions under oath, Musk argued it's standard practice for AI labs to use their competitors' models. — While testifying on Thursday …

Bloomberg:

Sources: Meta drew about $96B of orders from investors for a $25B bond sale it launched on Thursday; Meta sold $30B of corporate bonds in October 2025 — Investors placed about $96 billion of orders for Meta Platforms Inc.'s bond sale, according to people with knowledge of the transaction …

Bloomberg:

Sources: KKR has secured $10B+ to launch Helix Digital Infrastructure, a company led by ex-AWS CEO Adam Selipsky that will develop and operate AI infrastructure — KKR & Co. has secured more than $10 billion to launch a company that will develop and operate artificial intelligence infrastructure …

Rocket Drew / The Information:

Standard Intelligence, which is developing computer use AI models, raised $75M led by Sequoia and Spark at a $500M post-money valuation — Pedestrians in downtown San Francisco are used to seeing Waymos navigating the streets. But two months ago, people in the South Park neighborhood saw something new …

Marcus Schuler / Implicator.ai:

Anthropic's Claude Security, formerly Claude Code Security, is in public beta for Enterprise users; the Opus 4.7-powered tool can scan code for vulnerabilities — Anthropic has published Claude Security today for Claude Enterprise customers globally, according to company materials shared with The Implicator.

New York Times:

Musk v. Altman: when asked whether xAI has ever distilled tech from OpenAI, Elon Musk says the claim is “partly” true — On his third day of testimony, Elon Musk is being cross-examined by lawyers from OpenAI and Microsoft. His answers on the stand grew testy on Wednesday.

Emily Birnbaum / Bloomberg:

The US Senate Judiciary Committee unanimously endorses a bipartisan child safety bill requiring AI companies like OpenAI and Meta to implement age verification — A powerful Senate committee backed legislation to require OpenAI, Meta Platforms Inc. and other artificial intelligence companies …

AI Security Institute:

Cybersecurity analysis: GPT-5.5 reaches a similar level of performance as Mythos Preview and is the second model to solve a multi-step cyberattack simulation — In April, our evaluation of Anthropic's Claude Mythos Preview found that it represented a step up in cyber performance …

Cate Lawrence / Tech.eu:

Serverless inference platform Featherless.ai raised a $20M Series A co-led by AMD Ventures and Airbus Ventures; the startup supports over 30,000 open models — The serverless inference platform provides a neutral layer for enterprise AI, enabling access to 30,000+ open models while reducing reliance …

Sarah Perez / TechCrunch:

X says it has begun a “phased rollout” of its rebuilt ad platform, which it says will have more modern “retrieval and ranking systems” powered by AI — Elon Musk's X is still trying to woo back advertisers — this time with a rebuilt, AI-powered ads platform that started to rollout on Thursday.

Francisco Rodrigues / CoinDesk:

Bitcoin miner MARA Holdings agrees to acquire Ohio gas plant operator Long Ridge Energy & Power for $1.5B including debt, to power its AI data center expansion — The deal includes a 505 MW gas plant and 1,600 acres in Ohio, offering over 1 GW power capacity for future AI and IT buildout.

Krystal Scanlon / Digiday:

Meta introduces Meta Ads AI connectors in open beta, letting advertisers use their preferred third-party AI tools to create, manage, and analyze campaigns — In a break from its walled garden approach, Meta is opening its ad ecosystem to third-party AI tools.

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

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

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

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

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Support Sniffnet's development 💖Sniffnet is completely free, open-source software which needs lots of effort and time to develop and maintain.

If you appreciate Sniffnet, sponsor the project to support its growth.

Check out the Sniffnet Wiki, a comprehensive manual to help you thoroughly master the application from a basic setup to the most advanced functionalities.

TroubleshootingSee details Missing dependencies Most of the errors that may arise are likely due to your system missing dependencies required to correctly analyze a network adapter.

Check the required dependencies page for instructions on how to proceed depending on your operating system.

🚀 RAG-Anything: All-in-One RAG Framework🎉 News[2025.10]🎯📢 🚀 We have released the technical report of RAG-Anything.

func , model = "text-embedding-3-large" , api_key = api_key , base_url = base_url , ), ) # Initialize RAGAnything rag = RAGAnything ( config = config , llm_model_func = llm_model_func , vision_model_func = vision_model_func , embedding_func = embedding_func , ) # Process a document await rag .

func , model = "text-embedding-3-large" , api_key = api_key , base_url = base_url , ), ) ) await rag .

func , model = "text-embedding-3-large" , api_key = api_key , base_url = base_url , ), ) ) # Initialize storage (this will load existing data if available) await lightrag_instance .

llm_…

Agent Skills For Real EngineersMy agent skills that I use every day to do real engineering - not vibe coding.

to-prd — Turn the current conversation context into a PRD and submit it as a GitHub issue.

npx skills@latest add mattpocock/skills/triage-issueimprove-codebase-architecture — Find deepening opportunities in a codebase, informed by the domain language in CONTEXT.md and the decisions in docs/adr/ .

npx skills@latest add mattpocock/skills/scaffold-exercisesTooling & Setupsetup-pre-commit — Set up Husky pre-commit hooks with lint-staged, Prettier, type checking, and tests.

npx skills@latest add mattpocock/skills/setup-pre-commitgit-guardrails-claude-code — Set up Claude Code hooks to bl…

# Build from source (Linux + X11 required) git clone https://github.com/Fincept-Corporation/FinceptTerminal.git cd FinceptTerminal docker build -t fincept-terminal .

macOS: Qt Online Installer → Qt 6.8.3 > macOS (install path: ~/Qt/6.8.3/macos )Build (using CMake presets — recommended)git clone https://github.com/Fincept-Corporation/FinceptTerminal.git cd FinceptTerminal/fincept-qtStep 1 — Configure (one-time, or after CMakeLists.txt changes):cmake -- preset win - release # Windows (PowerShell) cmake -- preset linux - release # Linux cmake -- preset macos - release # macOSStep 2 — Compile (run this for every code change):cmake -- build -- preset win - release # Windows cmake -- build -- pre…

Open Generative AI — Uncensored Open-Source Alternative to Higgsfield AI, Freepik AI, Krea AI, Openart AIThe free, open-source, unrestricted alternative to Higgsfield AI, Freepik, Krea, Openart AI.

Why Open Generative AI instead of Higgsfield AI, Freepik, Krea AI, Openart AI?

Video models (Wan 2.2, Hunyuan, LTX) and large image models (Flux, Qwen-Image).

The Wan2GP models become available — image models in Image Studio, video models reachable via the same generation API (Image Studio rejects video output explicitly; full Video Studio wiring is on the roadmap).

Model Type Notes Flux.1 Dev Image 1024px, 28 steps Qwen Image Image 1024px, 30 steps Wan 2.2 (T2V / I2V) Video Slow on consumer GPUs…

Feature Description 🐍 Python 3.10+ All Python 2 code removed, modern syntax throughout 🖥 OS-aware menus Linux-only tools hidden automatically on macOS 📦 185+ tools 35 new modern tools added across 6 categories 🔍 Search Type / to search all tools by name, description, or keyword 🏷 Tag filter Type t to filter by 19 tags — osint, web, c2, cloud, mobile... 💡 Recommend Type r — "I want to scan a network" → shows relevant tools ✅ Install status ✔/✘ shown next to every tool — know what's ready ⚡ Install all Option 97 in any category — batch install at once 🔄 Smart update Each tool has Update — auto-detects git pull / pip upgrade / go install 📂 Open folder Jump into any tool's directory for manual …

ArcKit - Enterprise Architecture Governance ToolkitBuild better enterprise architecture through structured governance, vendor procurement, and design review workflows.

GitHub Copilot (VS Code):# Create a new architecture governance project arckit init payment-modernization --ai copilot # Or initialize in current directory arckit init .

--ai copilotOpenCode CLI:# Create a new architecture governance project arckit init payment-modernization --ai opencode # Or initialize in current directory arckit init .

--ai opencodeCodex CLI:# Create a new architecture governance project arckit init payment-modernization --ai codex # Minimal install (skip docs and guides) arckit init payment-modernization …

Currently, we are targeting enterprise customers that want to deploy it on-prem.

Thunderbolt is under active development, currently undergoing a security audit, and preparing for enterprise production readiness.

Development : The development guide will help you get started.

All participants in the Thunderbolt community agree to follow these guidelines and Mozilla's Community Participation Guidelines.

Please do not file public GitHub issues for security vulnerabilities.

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…

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Pi - Build a tiny CLI tool Pi is a minimal terminal coding harness.

Customize Pi with extensions, skills, prompt templates, and themes.

Read the docsChange the harness, not your workflow Pi - Build a custom workflow extension Pi isn't a sealed product.

15+ providers, hundreds of models Pi - Switch models mid-session Anthropic, OpenAI, Google, Azure, Bedrock, Mistral, Groq, Cerebras, xAI, Hugging Face, Kimi For Coding, MiniMax, OpenRouter, Ollama, and more.

See prompt templates.

The problem is the widespread use of HTTP as the protocol between reverse proxies and backends, even though it's unfit for the job.

There's also an enduring lack of awareness of the security problems with HTTP reverse proxying.

In an alternate timeline, Watchfire's research was taken seriously and people went looking for other protocols for reverse proxies.

When I benchmarked Go's FastCGI server behind a variety of reverse proxies, some workloads had worse throughput compared to HTTP/1.1 or HTTP/2.

If it ever became the bottleneck, I'd rather buy more hardware than deal with the nightmare of HTTP reverse proxying.

Cursor Camp https://ift.tt/jzVXu6E fun, games

In April 2026, Canonical disclosed 44 CVEs in uutils, the Rust reimplementation of GNU coreutils that ships by default since 25.10.

If you write systems code in Rust, this is the most concentrated look at where Rust’s safety ends that you’ll likely find anywhere right now.

A &Path in Rust looks like a value, but remember that to the kernel it’s just a name.

The original --preserve-root check in chmod was literally this:if recursive && preserve_root && file == Path :: new ( "/" ) { return Err ( PreserveRoot ); }That comparison is bypassed by anything that resolves to / but isn’t spelled / .

Here’s the fix:fn is_root (file : & Path ) -> bool { matches!

Notepad++ is now available as a native macOS application.

It is a free, open-source source code editor and Notepad replacement that supports many programming languages and is great for general text editing.

No Wine, Porting Kit, or emulation layer is needed — this is a full native port governed by the GNU General Public License.

I hope you enjoy Notepad++ on macOS as much as I enjoy bringing it to the Mac.

This project is an independent open-source community port of Notepad++ to macOS, started on March 10, 2026.

Users spend most of their time on other sites.

This means that users prefer your site to work the same way as all the other sites they already know.

GitHub was part of the social infrastructure of Open Source for a very long time.

GitHub changed how Open Source feels, and later npm and other systems changed how dependencies feel.

A Smaller WorldBefore GitHub, Open Source was a much smaller world.

What GitHub Gave UsIt is easy now to talk only about GitHub’s failures, of which there are currently many, but that would be unfair: GitHub was, and continues to be, a tremendous gift to Open Source.

But maybe the most underappreciated thing GitHub did was archival work: GitHub became a library.

cellA terminal spreadsheet editor with Vim keybindings, written in Rust.

InstallFrom crates.io:cargo install cell-sheet-tuiPre-built binaries for Linux, macOS, and Windows are available on the GitHub Releases page.

When saving a CSV that contains formulas, cell warns you and suggests saving as .cell instead.

to force a CSV save.

Comparison with sc-imsc-im is a battle-tested terminal spreadsheet built on the classic sc (Spreadsheet Calculator, 1981).

Skills For Real EngineersMy agent skills that I use every day to do real engineering - not vibe coding.

Why These Skills ExistI built these skills as a way to fix common failure modes I see with Claude Code, Codex, and other coding agents.

triage — Triage issues through a state machine of triage roles.

improve-codebase-architecture — Find deepening opportunities in a codebase, informed by the domain language in CONTEXT.md and the decisions in docs/adr/ .

— Find deepening opportunities in a codebase, informed by the domain language in and the decisions in .

It turns out that while Scratch sanitized SVGs before working on them in scratch-svg-renderer, unsanitized SVGs were still being passed to Paper.js.

Surely, if this were fixed, SVGs would be fully safe and would require no further security fixes.

--> < style > .image-set-with-inner-url-function { background-image: image-set(url(https://example.com/ping) 1x); } < rect class = " image-set-with-inner-url-function " > <!-- image-set() can also be used in inline style attributes.

Surely, if this were fixed, SVGs would be fully safe and would require no further security fixes.

Surely, if this were fixed, SVGs would be fully safe and would require no further security fixes.

TL; DR Agentic coding tools like Claude Code, Cursor, and Codex generate code that may be uncopyrightable, owned by your employer, or contaminated by open source licenses you cannot see.

On March 31, 2026, Anthropic accidentally published 512,000 lines of Claude Code’s source code in a routine software update through a missing configuration file.

What it means for you: Code that Claude Code or Cursor generated and you accepted without meaningful modification may not be copyrightable by anyone.

He had used Claude Code for work projects and for a personal fitness tracking app built on evenings and weekends.

The open source contamination problemEven if you own your AI-generated code, you may h…

Field report from an SSH honeypot left open for 54 days: 269K login attempts, 48K unique passwords, and a surprising cast of attackers.

Time Alignment: Per-output delay (up to 85ms) for speaker/subwoofer alignment with automatic latency compensation between S/PDIF/I2S and PDM output paths.

Subwoofer Output: Dedicated mono PDM output channel with a high-performance 2nd-order delta-sigma modulator, enabling direct subwoofer output without the need for a second DAC.

Output EQ (PASS 5): Independent 10-band EQ per output channel on both platforms.

USB communication, audio streaming, DSP processing (master EQ, crossfeed, loudness, matrix mixing, output EQ for S/PDIF pair 1), and control logic.

When the PDM output is enabled, Core 0 handles all S/PDIF output EQ processing.

April 28, 2026Writing this makes me irrationally sad, but Ghostty will be leaving GitHub1.

I'm GitHub user 1299, joined Feb 2008.

Since then, I've opened GitHub every single day.

On vacations I'd have bookmarks of different projects on GitHub I wanted to study.

I love GitHub more than a person should love a thing, and I'm mad at it.

I came across a video by Simple Lucas describing a routine to improve focus and productivity.

After watching Simple Lucas’ experience, I decided to try it when I hit my focus wall.

In my attempts, I combined wall staring with a few other concepts I had heard about.

It was the exact same experience with the wall staring.

I’ve also been using some other strategies to improve focus, which I’ll be talking about in a future post.

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

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.

ZDNET's key takeawaysI found Bose and Sony's headphones to be exceptional in their own right.

If you want headphones that require minimal decision-making and deliver a high-performing experience without toggling many features, the Bose QuietComfort Ultra (2nd Gen) are up your alley.

Comfort and fitJada Jones/ZDNETThe QuietComfort Ultra 2 live up to their name with a more comfortable fit than the WH-1000XM6.

Although I found the first-generation QuietComfort Ultra headphones more comfortable than the second, both are more comfortable than Sony's.

Features and customizationJada Jones/ZDNETThe Sony Sound Connect app is the home of the WH-1000XM6's features, many of which feature granular custo…

For the past week or so, I've been exploring the depths of OpenAI's new ChatGPT Images 2.0 release.

Also: 7 AI coding techniques I use to ship real, reliable products - fastImages 2.0 adds subject-matter intelligence to image generation.

I fed two UI designs I'm actively working on into ChatGPT Images 2.0 on my $20/month ChatGPT Plus plan.

Also: I used Claude Code to vibe code a Mac app in 8 hours, but it was more work than magicThe first one is a Mac app I've been vibe coding with Claude Code since January.

Here's what ChatGPT Images 2.0 created:David Gewirtz via ChatGPT Images/ZDNETAt first, I didn't like the alterations.

I struggled with Wi-Fi dead spots for years. Here's what finally worked.

Buy a Samsung Galaxy phone if…Kyle Kucharski/ZDNET1.

You need more aggressive carrier promotionsSamsung Galaxy phones usually get better carrier promotions than Google Pixel phones.

Its phones run on Pixel UI, which doesn't include third-party bloatware like Samsung Galaxy phones.

Also: T-Mobile will give you a Google Pixel 10a for free - plus an extra giftGoogle's Pixel UI also has its unique advantages.

Samsung Galaxy phones aren't far behind in terms of software updates and support, but Pixel phones are typically one of the first phones to get new Android features, like AirDrop support.

Car charging is the perfect storm when it comes to overheating.

I've been tracking the battery health of my daily driver iPhones for so long now that it's practically second nature.

The car charging dilemmaI spend quite a bit of time in cars.

Also: iPhone charging slowly?

My iPhone's battery health is holding out well!

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.

Software developer jobs have continued to growAI is certainly not killing the software developer, Bessen said in a recent analysis.

At that time, the employed software developer population was just under 2.1 million.

A shift, rather than extinctionThere are academics who are also seeing a shift in software jobs, rather than extinction.

"Careful case studies find that AI improves the productivity of software developers -- that is, the software produced per developer -- by 30%, 50%, or more.

"From 2003 to 2022, developer productivity grew at 3.9% per year; but from 2022 through 2025, it grew at 6% per year."

However, Yen doesn't think the rise of AI tools has popularized data privacy concerns amongst the public.

Earlier interventionOne way to protect future generations from data privacy risks is to keep them out of Big Tech's ecosystem altogether.

Also: Worried about AI privacy?

"There's Google Workspace and Proton Workspace, and they look kind of equivalent," Yen said of his company's recently released enterprise suite.

Also: Proton launches a Google Workspace alternative - and it's fully encryptedPrivacy may yield a better product, but who covers those additional costs?

Pavan Davaluri, the executive vice president who runs the Windows and Devices group, promised sweeping changes to Windows 11.

(For a brief history of the program and what had gone wrong, see my post from last November: "The Windows Insider Program is a confusing mess.")

If you're currently participating in the Windows Insider Program, these are meaningful improvements.

Beta is a refresh of the previous Beta Channel and previews what we plan to ship in the coming weeks.

These changes will also apply to the Windows Insider Program for Business.

A cellular backup device that connects to your Eero mesh Wi-Fi system, Eero Signal provides backup internet when your primary wired connection goes down, saving you time and money.

I've found a 14-inch HP laptop retailing for as low as $220 on the company's official website.

I highly recommend HP laptops to students, office workers, or just about anyone looking for a reliable machine that won't break the bank.

You want a great gaming laptopIf you read my Lenovo vs. Dell comparison, you'll know I said that Dell made the better gaming laptop.

You want better value for moneyWhile HP has the better budget options on the low end, I'd argue that Dell laptops provide better overall value.

If portability, cost, and battery life are more important to you (especially if you travel often), I think you'll find HP laptops to be more your style.

Rivian has reworked its loan deal with the Department of Energy and now expects to borrow $4.5 billion to build its new factory in Georgia, down from the original amount of $6.6 billion.

Web hosts are scrambling to fix the bug under active attack by hackers. One company said hackers have been abusing the bug for months.

OpenAI will begin rolling out it cybersecurity testing tool, GPT-5.5 Cyber only "to critical cyber defenders" at first.

The perpetually-struggling EV company made the payments while being investigated by the SEC. That four-year-long probe was ultimately closed in March.

OpenAI is launching additional opt-in protections for ChatGPT accounts. The new security initiative includes a new partnership with security key provider Yubico.

"Distillation" is a hot topic as frontier labs try to prevent smaller competitors from copying their models.

BioticsAI CEO Robhy Bustami joined Isabelle Johannessen on Build Mode to discuss how the company has navigated a highly regulated space and kept the team motivated while cutting through all the red tape.

Google announced on Thursday that it will begin rolling out Gemini to cars with Google built-in, marking a significant upgrade from the current Google Assistant. The move signals Google’s push to bring more advanced, conversational AI into the driving experience. The announcement follows closely behind news from General Motors, which revealed yesterday that Gemini is […]

The new hub features dedicated college group chats and personalized feeds designed to help students stay connected with their campus communities, even while they’re away for the summer.

Link lets users connect cards, banks, and subscriptions, then authorize AI agents to spend securely via approval flows.

A new poll shows a slim majority of Swiss voters now support a June 14 referendum to cap the country's population at 10 million by 2050. Under the proposal backed by the right-wing Swiss People's Party (SVP), "the permanent resident population must not exceed 10 million before 2050, and Switzerland should abandon its freedom of movement agreement with the EU," reports Reuters. From the report: Switzerland's population is now more than 9 million, with official data showing foreign nationals accounted for more than 27% by 2024. The survey, conducted on April 22 and 23 and published in newspaper Tages-Anzeiger, showed 52% of 16,176 respondents in favor of the proposal or leaning that way, whil…

An anonymous reader quotes a report from Ars Technica: The system prompt for OpenAI's Codex CLI contains a perplexing and repeated warning for the most recent GPT model to "never talk about goblins, gremlins, raccoons, trolls, ogres, pigeons, or other animals or creatures unless it is absolutely and unambiguously relevant to the user's query." The explicit operational warning was made public last week as part of the latest open source code for Codex CLI that OpenAI posted on GitHub. The prohibition is repeated twice in a 3,500-plus word set of "base instructions" for the recently released GPT-5.5, alongside more anodyne reminders not to "use emojis or em dashes unless explicitly instructed"…

Longtime Slashdot reader schwit1 shares a report from ZeroHedge: The Justice Department on Tuesday sued Cloudera, accusing the enterprise data and artificial intelligence company of deliberately engineering a hiring process that excluded American workers from at least seven lucrative technology positions while the firm pursued permanent residency sponsorship for foreign workers on temporary visas. In a 14-page complaint filed with the Office of the Chief Administrative Hearing Officer, the department's Civil Rights Division alleges that Cloudera, from March 31, 2024, through at least January 28, 2025, instructed job candidates to submit applications to a dedicated email address, amerijobpos…

Tesla has produced the first Semi from its new high-volume production line at Gigafactory Nevada, a milestone for the long-delayed electric Class 8 truck program after years of pilot builds and delays. Electrek reports: The Tesla Semi has had one of the longest gestation periods in Tesla's history. First unveiled in 2017, the truck was originally promised for production in 2019. That target slipped repeatedly -- to 2020, then 2021, then 2022 -- before Tesla finally delivered a handful of units to PepsiCo in late 2022. Those early trucks were essentially hand-built on a pilot line. Tesla spent the next three years refining the design, cutting roughly 1,000 lbs from the truck, and building ou…

An anonymous reader quotes a report from the San Francisco Chronicle: Elon Musk returned to the witness stand Wednesday in Oakland federal court for a second day of testimony in his case against OpenAI, detailing his shift from being an enthusiastic supporter of the nonprofit to feeling betrayed. He also clashed repeatedly with OpenAI's attorney over questions that Musk believed were unfair. He said his feelings towards OpenAI CEO Sam Altman and President Greg Brockman shifted from a "phase one" of support, "phase two" of doubts, and finally "phase three, where I'm sure they're looting the nonprofit. We're currently in phase three," Musk said with a chuckle. Musk said he was a "fool" for gi…

A federal judge denied Sam Bankman-Fried's request for a new trial, calling his claims of DOJ witness intimidation "wildly conspiratorial" and unsupported by the record. Judge Lewis Kaplan said (PDF) the FTX founder's motion appeared tied to a pre-indictment plan to recast himself as a Republican victim of Biden's DOJ in hopes of gaining sympathy, leniency, or even a Trump pardon. Ars Technica reports: Bankman-Fried was sentenced to 25 years in prison in 2024 for "masterminding one of the largest financial frauds in American history," US District Judge Lewis Kaplan wrote in his order. He was convicted on all charges, including wire fraud, conspiracy to commit securities fraud, commodities f…

Canonical's plan to add AI features to Ubuntu has sparked pushback from users who are concerned it could follow Windows 11's AI-heavy direction. "After Canonical's announcement earlier this week that it's bringing AI features to Ubuntu, replies included requests for an AI 'kill switch' or a way to disable the upcoming features," reports The Verge. Canonical says it has no plans for a "global AI kill switch" but it will allow users to remove any AI features they don't want. From the report: In his original post, [Canonical's VP of engineering, Jon Seager] said the upcoming AI features will include accessibility tools like AI speech-to-text and text-to-speech, along with agentic AI features f…

Joby Aviation has completed demonstration flights of its electric air taxi over New York City, testing real routes between JFK and Manhattan helipads as it prepares for a future commercial service. The company says its eVTOL could turn a 60- to 120-minute airport trip into a flight of under 10 minutes, though commercial launch still depends on FAA certification. Electrive reports: To launch operations in New York City, Joby acquired Blade Urban Air Mobility last year. Blade already enables helicopter flights for affluent travelers between Manhattan and airports such as JFK or Newark in just five minutes, avoiding up to two hours of traffic and typical airport hassles. Joby aims to replace t…

MacRumors reports that Apple has effectively paused work on Vision Pro after the M5 refresh failed to revive demand. The team has reportedly been reassigned and the company is now shifting focus toward smart glasses instead. From the report: The Vision Pro has been criticized for its high price tag and its uncomfortable weight. The device is over 1.3 pounds, and even with the more comfortable Dual Knit Band that Apple added to redistribute weight, it continues to be hard to wear for long periods of time. The M5 chip added a 120Hz refresh rate, 10 percent more rendered pixels, and around 30 additional minutes of battery life, but the price tag stayed at $3,499, and it ended up not selling we…

Longtime Slashdot reader schwit1 writes: California's long-delayed high-speed rail project is now facing renewed scrutiny after state leaders revealed a dramatically higher price tag, now estimated at roughly $231 billion, nearly seven times the original $33 billion projection approved by voters in 2008. The revised figures have reignited talks in Sacramento over whether the project can realistically be completed, how long it will take, and whether the state can continue to fund it at this scale. Senator Strickland pointed to comments from Lou Thompson, former chair of the California High-Speed Rail Authority peer review group, who recently criticized the latest draft business plan. Thompso…

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

Еще новинки самого лучшего в мире менеджера рецептов

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

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

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

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

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

Recipe …

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

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

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

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

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

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

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

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

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

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

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

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

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

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

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

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

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

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

Я шарю скилл несколько раз, самое время кинуть в пост

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

Кидать референсы

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

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

Есть работа с текстом

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

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

Скилл и объяснение от опенаи

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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…

How to useSign in with Spotify, pick your playlists, set your mix, and generate your mashup.

Article URL: https://theionproject.com/ionprobe/

Comments URL: https://news.ycombinator.com/item?id=47967534

Points: 3

# Comments: 0

Hi HN, I'm Pratik Garg. My back story is I built OneRequest because I kept running into the same problem at work and more than often personal life as well. Whenever I needed something from someone professionally like a document, a signed form, proof of something it always turned into a thread of emails, missed attachments and manual chasing and similar thing happened when someone wanted information from me and over a period, things were lost, scattered and ultimately gone. I looked for a tool that handled this properly. Nothing quite fit. DocuSign is for signatures only and assumes both sides have accounts. Google Forms doesn't track who's responded or chase them. Email has no visibility at…

npm run build-docker # build the privileged target containers npm run up # boot containers npm run start:cloud # run one cloud matchEach match emits a directory under logs/session-/ containing a full event stream ( game.json ), per-agent transcripts, and a summary.

v5 — first self-play loop.

— first self-play loop.

Rolled back after evaluation regressed offense more than it gained on defense; v6 remains the active build.

Rolled back after evaluation regressed offense more than it gained on defense; v6 remains the active build.

Article URL: https://medium.com/@xcf.seetan/how-mcp-servers-can-fix-the-biggest-problem-with-ai-coding-assistants-254a848590c7

Comments URL: https://news.ycombinator.com/item?id=47967179

Points: 2

# Comments: 0

The user's key travels over the wire exactly once — when they register it.

How it worksBrowser byok-relay AI Provider │ │ │ ├─ POST /users ────────────►│ │ │◄─ { token } ─────────────┤ │ │ │ │ ├─ POST /keys/anthropic ───►│ │ │ { key: "sk-ant-..." } │ (stored encrypted) │ │◄─ { ok: true } ──────────┤ │ │ │ │ ├─ POST /relay/anthropic ──►│ │ │ x-relay-token: ├─ (real key injected) ►│ │ { model, messages... } │ │ │◄─ streamed response ──────┤◄─ streamed response ──┤The token (not the API key) is stored in the browser.

The API key stays server-side, encrypted at rest with AES-256-GCM.

Generic OpenAI-compatible relayPOST /relay/openai-compatible/v1/chat/completions x-relay-token: x-relay-base-u…

FAQDoes Raybeam capture my whole screen?

If you resize that region to cover your entire display, then the full screen is included, but that is always your choice.

Which video apps does it work with?

Raybeam provides the live region on your Mac; you use your meeting app’s normal screen-sharing controls to present it, the same way you would share any window or display.

Raybeam uses that access only to build the region you select for sharing.

I built LogoQR, a completely free tool that embeds logo or custom image directly into the QR matrix itself. Let's stop using the ugly black-and-white QR codes from now! Comments URL: https://news.ycombinator.com/item?id=47966991

Points: 2

# Comments: 2

ChuchuA Modern, Better, Native Android SSH client powered by libghosttyDownload Latest · ChangeLog ·Chuchu is a native Android SSH client powered by libghostty, a terminal-first Compose UI, and has support for both standard SSH and Tailscale SSH workflows.

running 'make build' will build the native code needed running 'make app' will build the apk and install it in a connected device.

Zig 0.15.2build the native librarySet ANDROID_NDK_HOME or ANDROID_NDK_ROOT , then build the JNI library for Android arm64:zig build jni -Dtarget=aarch64-linux-androidThat copies libchuchu_jni.so into app/src/main/jniLibs/arm64-v8a/ .

From android studio run./gradlew assembleDebugInspirationI have been using vv…

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A foldable phone built for pen-first productivity Discussion | Link

Business that Runs Itself Discussion | Link

Pin, group, and remove apps easily from your dock Discussion | Link

Explore the entire universe in your browser, in real 3D Discussion | Link

Describe a dashboard. Get a dashboard. Discussion | Link

Generate production-ready files directly in your chat Discussion | Link

Non-invasive AI secretary to help without context switching Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Apr. 27 – May 01) appeared first on EU-Startups.

Schlieren-based ALP Bio AG today announced it has raised €1.9 million in pre-Seed financing to accelerate their platform which combines human immune organoid biology with generative AI to help antibody developers identify, understand, and reduce immunogenicity risk earlier in drug development. The round was led by Munich-based VC 42CAP, with participation from Venture Kick and […]

The post Swiss BioTech startup ALP Bio raises €1.9 million to advance immune organoid and AI platform appeared first on EU-Startups.

ManaMind, a British autonomous game testing company, has closed a €1.2 million ($1.5 million) pre-Seed round in order to continue their work in replacing repetitive manual Quality Assurance (QA) with autonomous AI agents. The round was led by SVV (Sure Valley Ventures), with participation from EWOR, Ascension, Syndicate Room, and Heartfelt. Emil Kostadinov, CEO and […]

The post AI game testing startup ManaMind lands €1.2 million to automate Quality Assurance appeared first on EU-Startups.

Kigen, a Cambridge-based startup specialising in eSIM and Remote SIM Provisioning (RSP) security technologies, has secured €11.5 million (£10 million) in funding from Salica Investments, a UK-based investment firm. The growth debt investment will support Kigen’s next phase of growth across the UK, EU, and US. “This investment allows us to accelerate our next phase […]

The post Cambridge-based Arm spin-out Kigen secures €11.5 million to scale eSIM cybersecurity appeared first on EU-Startups.

Groove Quantum, a Delft-based quantum computing startup developing scalable germanium spin-qubit processors, has raised €16 million in combined funding and unveiled an 18-qubit semiconductor spin-qubit processor, which the company says is the largest of its kind ever built. The round includes €10 million in equity co-led by Innovation Industries and 55 North, with participation from […]

The post Dutch quantum startup Groove Quantum raises €16 million to advance scalable chip manufacturing appeared first on EU-Startups.

Rocsys, a Rijswijk-based startup specialising in hands-free depot solutions for autonomous electric vehicles, has announced the Rocsys M1, the world’s first hands-free charging solution capable of serving multiple bays in robotaxi operations. The company has also announced a €11.1 million ($13 million) Series A extension led by Capricorn Partners, with participation from Scania Invest, Forward.One, […]

The post Rocsys raises €11.1 million and unveils world’s first multi-bay hands-free charging solution for robotaxi fleets appeared first on EU-Startups.

Stockholm’s Legora today announced a €42 million ($50 million) extension of its previously announced Series D financing, bringing the total round to €513 million ($600 million) in equity and valuing the company at €4.7 billion ($5.6 billion) post-money. The extension adds Atlassian and NVentures (NVIDIA’s venture capital arm) as corporate investors, alongside new financial investors, […]

The post Swedish legal AI startup Legora raises €42 million extension to Series D – bringing total to over €500 million appeared first on EU-Startups.

Mosaic SoC, a Swiss semiconductor startup building dedicated perception chips that bring spatial intelligence to energy-constrained devices, has announced a €3.2 million ($3.8 million) pre-Seed round. The round was led by Founderful with participation from Kick Foundation. Last year, the company secured €162.4k (CHF 150k) from Venture Kick. “Spatial intelligence shouldn’t require an application-class processor […]

The post Swiss semiconductor startup Mosaic SoC raises €3.2 million to bring spatial intelligence to low-power devices appeared first on EU-Startups.

Berlin-based VC firm Earlybird VC has closed its eighth early-stage tech fund at €360 million. This marks the pan-European VC firm’s largest raise to date, as it maintains a steady fund cadence across market cycles. The firm asserts that it has consistently raised a new fund every three to four years, without fail, across both […]

The post Earlybird VC closes €360 million Fund VIII, its largest yet, as it implements perpetual active ownership model appeared first on EU-Startups.

Udora, a global gifting marketplace formerly known as Flowwow, has closed a €8.5 million ($10 million) private investment round and relaunched under their new brand to investe in a deeper local presence across Europe, expanding its product catalogue, and advancing AI-powered personalisation. According to a representative of the company, the rebranding is part of a […]

The post Gifting marketplace Flowwow rebrands to Udora, separating from Russian business and raising €8.5 million for European growth appeared first on EU-Startups.

Bristol-based Ponda, a biomaterials company bringing plant-based insulation to fashion, has launched a new crowdfunding campaign on the platform Republic in order to scale their BioPuff product – made from wetland-grown bulrush. The company announced a €2 million Seed round in November, as covered by EU-Startups, and are aiming to raise at least €230k (£200k), with […]

The post British biomaterials developer Ponda seeks fresh backing to scale plant-based insulation for fashion appeared first on EU-Startups.

Primogene, a Leipzig-based BioTech startup enabling the sustainable and scalable manufacturing of complex, high-value molecules, has secured €4.1 million in Seed funding to expand its IP portfolio, strategic partnerships, and production capacities. The round was led by High-Tech Gründerfonds (HTGF) with additional investors including Technologiegründerfonds Sachsen (TGFS), better ventures, Sächsische Beteiligungsgesellschaft (SBG), Golzern Holding GmbH, […]

The post Leipzig’s Primogene raises €4.1 million to scale enzymatic biomanufacturing of complex bioactive molecules appeared first on EU-Startups.

mbiomics, a Bavaria-based BioTech startup advancing scalable microbiome-based therapeutics for severe and chronic diseases, has announced the third closing of its Series A round at €12 million, bringing the total round size to €30 million. The round includes participation from existing investors, including MIG Fonds and Bayern Kapital. According to the company, this financing marks […]

The post Germany’s mbiomics brings Series A to €30 million to scale microbiome therapeutics for chronic diseases appeared first on EU-Startups.

It’s almost time! The EU-Startups Summit 2026 is just days away, and we want to make sure you’re fully prepared to enjoy everything that sunny Malta (and the Summit!) has to offer. From exclusive discounts to insider tips and information, this guide brings together all the key details you’ll need to navigate the event smoothly. […]

The post Practical info and special tips for the EU-Startups Summit 2026 in Malta – look inside! appeared first on EU-Startups.

SPREAD AI, a Berlin-based Engineering Intelligence Platform innovating how complex products are developed and operated, today announced it has raised €25 million ($30 million) in Series B funding to expand across Europe and the U.S., scale within the Salesforce ecosystem, and strengthen its presence in aerospace, defense, and heavy machinery sectors. The round was backed […]

The post As Europe pushes for AI sovereignty, Germany’s SPREAD raises €25 million to scale industrial AI appeared first on EU-Startups.

There is something faintly gladiatorial about startups being ushered into Westminster, whether the House of Commons or the House of Lords. Not literally, of course, there are no lions behind Select Co...

Invest Europe has published the seventh edition of its Private Equity at Work report, highlighting continued job creation by private equity (PE) and venture capital (VC)-backed companies across Europe.

The report shows that PE- and VC-backed businesses increased employment by 4 per cent in 2024, marking the seventh consecutive year of net job growth and outperforming overall European employment trends.

Key industries such as ICT, Energy & Environment, and Financial & Insurance Activities all recorded job growth above the 4 per cent industry average.

Eric de Montgolfier, CEO of Invest Europe, said:When we first published Private Equity at Work, our aim was to show that private equity and ven…

Mosaic SoC, which builds dedicated perception chips that bring spatial intelligence to energy-constrained devices, has raised a $3.8 million Pre-Seed round led by Founderful with participation from Kick Foundation.

Mosaic SoC takes a different approach: a dedicated perception chip that provides a baseline layer of spatial intelligence, with a full application layer that ODMs can integrate and build on.

“Spatial intelligence shouldn’t require an application-class processor and a GPU,” said Alfio Di Mauro, CEO and co-founder of Mosaic SoC.

In smartphones, Mosaic SoC can act as a co-processor for the front camera, running always-on tracking and classification at a fraction of the power.

In its…

SPRIND has launched the Next Frontier AI challenge, inviting up to ten teams from across Europe to develop new approaches that expand current paradigms in artificial intelligence.

The selected teams will receive seed funding from SPRIND totalling €125 million.

"Europe produces top AI talent, but has so far failed to translate technological expertise into world-leading AI companies.

The 'Next Frontier AI' Challenge aims to create an environment in which technological expertise, entrepreneurial excellence and funding combine to ensure the next generation of leading AI companies comes from Europe," explains Jano Costard, Head of Challenges at SPRIND.

The new SPRIND Challenge aims to catalyse t…

The extension adds Atlassian and NVentures (NVIDIA’s venture capital arm) as corporate investors, alongside new financial investors, including Airtree, Barclays, Geodesic, Insight, Liberty Global and Nikesh Arora.

Legora recently surpassed $100 million in annual recurring revenue – placing it among the fastest-growing enterprise software companies in history.

It now serves tens of thousands of legal professionals at major corporate legal departments, such as Barclays, as well as leading global firms, such as White & Case, HSFK, and Linklaters.

For legal teams, this means moving beyond isolated use cases to integrated systems that combine firm data, jurisdictional knowledge, and intelligent …

In 2025, Europe’s software ecosystem raised €8.1 billion and grew more focused, selective, and AI-driven.

While overall funding remained below peak levels, capital concentrated around a smaller number of scale-stage companies, with large rounds going to players like Bending Spoons, Your.World, and Brevo.

Beneath the headline rounds, early-stage funding stayed resilient, particularly for vertical software targeting regulated and operationally complex industries.

Overall, 2025 marked a transition to a more mature European software market, defined by disciplined investment at the top and a broad base of AI-native innovation underneath (for more detailed analyses of the European technology ecos…

Estonian-Dutch deeptech startup Spiral Hydrogen has raised €2.7 million in pre-seed funding to advance its bubble-free electrolysis technology, with backing from byFounders, Norrsken Evolve, and Superangel, alongside €0.7 million in grants.

Spiral Hydrogen is developing a rotating, bubble-free electrolyser designed to improve the efficiency of green hydrogen production.

Its approach removes this constraint by routing gases through a porous electrode into a dedicated channel, enabling efficiency levels above 90 per cent and lowering the cost of hydrogen production.

Our technology solves one of the industry’s most persistent challenges - gas bubbles - and enables efficiency levels that could …

Hands-free EV charging company Rocsys has introduced the Rocsys M1, a hands-free charging solution designed specifically for robotaxi depot operations.

As part of a broader autonomous depot platform, the M1 is currently in pilot deployment, with large-scale rollout planned for 2027.

The global robotaxi market is projected to reach $45.7 billion by 2030, increasing fleet utilisation and placing growing pressure on depot infrastructure.

Technically, the Rocsys M1 features a modular, multi-bay architecture capable of serving up to 10 charging bays with a single system.

As part of the broader Rocsys platform, the M1 integrates hardware, software and services into a connected ecosystem.

UK-based maritime defence startup Online Oceans has raised £4 million in funding to scale its autonomous surface vessels and fleet software platform.

Founded in 2025 by George Morton and Alistair Douglas, Online Oceans is developing autonomous systems designed to enable persistent maritime coverage.

Its platform supports dense, continuously connected fleets, offering an alternative to traditional approaches that rely on costly crewed vessels or limited autonomous deployments.

Commenting on the need for more cost-effective maritime monitoring, George Morton, founder and CEO of Online Oceans, said:We built Online Oceans to provide a more practical and scalable way for governments and operator…

London-based ManaMind has raised $1.5 million in a pre-seed funding round to advance its AI-driven game testing platform.

Founded by Emil Kostadinov and Sabtain Ahmad, ManaMind is developing autonomous AI agents designed to replace repetitive manual quality assurance (QA) processes in game development.

By running testing in parallel with development, the platform aims to support faster release cycles and improve overall software quality.

Gaming is our launchpad, but our vision is to build the autonomous testing layer for all software and, ultimately, robotics.

While gaming is its initial focus, ManaMind aims to extend its autonomous testing approach to broader software and robotics applicat…

Early bets from Fund VIIIThe first deployments from Fund VIII reflect Earlybird’s focus on AI infrastructure, vertical applications, and foundational technologies emerging across Europe.

From the new fund, Earlybird has already backed promising companies such as Black Forest Labs, SpAItial AI, Sintra, Arago, Porters, and Rivia.

Many of the Earlybird partners come from technical backgrounds in areas like aerospace and industrial engineering, which shapes how they see opportunities.

Before joining Earlybird, Retterath worked as a process automation engineer at ThyssenKrupp and as a management consultant with GE North America.

At a time when several European VC firms are exploring partial exit…

Featherless.ai, a platform for running open-source AI, has secured $20 million in Series A funding to give enterprises a new path to AI independence.

The round was co-led by AMD Ventures and Airbus Ventures, with participation from BMW i Ventures, Kickstart Ventures, Panache Ventures, and Wavemaker Ventures.

Its goal is to make all AI models available for serverless inference.

Through a strategic collaboration with AMD, Featherless.ai ensures that the world’s most popular open-source models run natively on AMD ROCm.

By providing a strong foundation for open-source AI, it helps expand access and supports a more competitive and diverse ecosystem.

Cleo Labs, a Paris-based company specialising in product regulatory compliance, has raised €1.5 million in a funding round to accelerate the development of its AI-powered platform for international compliance.

The company operates in a growing regtech market, where businesses face increasing complexity in navigating fragmented and evolving regulatory requirements across different countries.

Founded by Naomie Halioua and Anaelle Guez, who bring together expertise in both technology and legal compliance, Cleo Labs has developed an AI platform designed to automate regulatory compliance for companies selling physical products internationally.

Our ambition is to transform regulatory compliance -…

The round follows a pre-seed round raised in 2025, bringing the company’s total funding to $8.4 million.

Dex focuses on connecting software engineers with relevant job opportunities through an AI-driven approach.

Its product operates as an AI “talent agent”, engaging users in detailed conversations to understand their experience, motivations, and career goals.

When a strong mutual fit is identified, the platform facilitates direct introductions between candidates and hiring managers.

Dex positions itself as an alternative, aiming to improve how talent and opportunities are matched through AI.

The company is developing an integrated construction model that combines autonomous robotics, AI-powered design software, and robotic manufacturing.

Its system includes a legged robot for on-site assembly, alongside tools that enable the production of custom components, with the aim of improving efficiency, reducing costs, and lowering the environmental impact of construction projects.

Construction remains one of the world’s largest industries, with limited productivity gains over recent decades and continued reliance on manual labour.

The funding will be used to advance research and development in London and Belgrade and to deploy an initial fleet of robots on commercial construction proje…

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, […]