DataCenter.FMExperience the real-world sounds of AIwith this interactive audio generatorPower up!

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I’d now like to add a few words of my own, not presuming to speak for my fellow Coinbase panelists.

And besides, haven’t there already been years of warnings and meetings about the quantum threat to RSA, Diffie-Hellman, and elliptic curve cryptography?

Indeed, when you think about it that way, isn’t racing to build a cryptographically relevant QC, as quickly as possible, the most ethical, socially responsible thing for an American QC company to do?

Does it remind you of the galaxy-brained arguments that AI company after AI company offered over the last decade for why “really, if you think about it, accelerating toward dangerous superintelligence is the safest course that we could possibly t…

Copy Fail: 732 Bytes to Root on Every Major Linux Distribution.

The Root Cause: Page Cache Pages in the Writable ScatterlistAF_ALG is a socket type that exposes the kernel's crypto subsystem to unprivileged userspace.

In the AF_ALG in-place path, this write crosses from the output buffer into the chained page cache tag pages.

Nobody connected the 2017 in-place optimization to authencesn's scratch writes or to the splice path's use of page cache pages.

The scatterwalk crosses from the output buffer into the chained page cache page.

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…

Biology was my refuge because it was simple: Read the textbook, memorize the facts, and ace the exam.

Rob is a master of physical biology; a person who has spent decades building a numerical intuition for biology.

I took courses like Physical Biology of the Cell and wrote out statistical mechanics equations on big whiteboards.

In biology textbooks, one often reads sentences like, "A protein's substrate has a concentration of 0.5 millimolar."

We ought to teach students of biology to think as mathematicians: to carefully quantify biology, to think in absolute units, and to develop a feeling for the organism.

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Alignment Whack-a-Mole: Finetuning Activates Verbatim Recall of Copyrighted Books in Large Language ModelsThe paper is now on arxiv and check out our demo!

This repository contains the data preprocessing pipeline, finetuning scripts, memorization evaluation code, and analysis scripts for our paper.

Full book content and model generations are not included because the books are copyrighted and the generations contain large portions of verbatim text.

Finetuning and GenerationWe provide scripts for finetuning and generating completions via the OpenAI, Vertex AI, and Tinker APIs.

[ { "book_name" : " The Road " , "author_name" : " Cormac McCarthy " , "excerpt_id" : " p_id1 " , "excerpt_text" : " …

Functional Programmers need to take a look at Zig.

This is probably a blog post in its own right but the programming language industry has not grokked the meaning of monads.

So if I want an imperative programming language I can implement MonadCont (the continuation monad), if I want a logic programming language I can implement LogicT (a monad that has non-deterministic semantics and backtracking).

I’m bullish on Zig because Zig (and its BDFL Andrew Kelley) are innovating and have the courage to innovate.

{ .value = the_val }; } pub fn nothing () Self { return .nothing; } pub fn map ( self : Self , comptime B : type , f : fn (T) B) Maybe(B) { return switch (self) { .value => |v| .

Zig has one of the most stringent anti-LLM policies of any major open source project:No LLMs for issues.

But @bunjavascript says:We do not currently plan to upstream this, as Zig has a strict ban on LLM-authored contributions.

In Contributor Poker and Zig's AI Ban (via Lobste.rs) Zig Software Foundation VP of Community Loris Cro explains the rationale for this strict ban.

Instead, we try our best to help new contributors to get their work in, even if they need some help getting there.

In contributor poker, you bet on the contributor, not on the contents of their first PR.

A total of 160 people contributed commits to Zulip since the 11.0 release, bringing the project to 1,680 code contributors.

The encryption happens seamlessly when you use Zulip Server 12.0 with an up-to-date version of the Zulip mobile app for Android or iOS.

Zulip Cloud is always up to date with the latest Zulip improvements.

— Tim Abbott, Zulip project leaderP.S.

mitry06 (Japanese translation)Code contributionsWhat follows is a summary of the commits contributed to Zulip during the 12.0 release cycle.

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Please run /login · API Error: 403 {"type":"error","error":{"type":"permission_error","message":"Account is no longer a member of the organization associated with this token."}}

Can't reach Claude Check your connection.

The Port Authority of New York and New Jersey (PANYNJ), which hosted Monday’s flight, also plans air taxi demonstrations with Joby competitor Archer Aviation this spring.

In a few months, test flights will expand to include electric aircraft from Joby, Archer, Beta Technologies, Boeing’s Wisk Aero, and Electra.

Joby believes its air taxi could turn one- or two-hour commutes from Manhattan or Midtown to JFK into seven-minute flights.

New York City, Los Angeles, and Miami are candidates to be the first U.S. cities to launch routine electric air taxi flights.

Joby in 2023 conducted New York City’s first electric air taxi flight, lifting off from the Downtown Skyport.

Zero license cost.

No vendor lock-in.

No per-seat pricing that rises every year.

Compliance, residency, and privilege stay under your control.

Add practice-specific workflows, integrate your DMS, wire in your own citation engine.

For a moment there it seemed that you were trying to peek into this Monero address:47xmhbRuYpSYSrVZx2RsPBhaAQByZq3ucAT6ULxHvDAu8c853ErpLHqBdDmpVzcmWFdZFCWrfZYwp3rqs14zxXx95S7Fyv2No?

Hmmm... it really looks like you were, like, trying to check out this dude's balance.

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Founding Growth Engineer – GooseworksGooseworks is hiring a Founding Growth Engineer!

What is GooseworksGooseworks is the workspace where companies stand up and manage teams of AI coworkers that do real growth work — outbound, content, SEO/AEO, Reddit growth, partnerships, UGC, influencer marketing, and more.

We sell two things:The product — a workspace where AI coworkers run growth engines.

Customer growth engines (50%)You own customer outcomes.

First 7 daysOnboard and get to know the teamCreate skills for our public repositorySet up 1-2 useful growth engines end-to-end (for Gooseworks!)

VeraVera (v-ERR-a) is a programming language designed for large language models to write.

Getting startedPrerequisitesPython 3.11+GitNode.js 22+ (optional, for browser runtime and parity tests)Installationgit clone https://github.com/aallan/vera.git cd vera python -m venv .venv source .venv/bin/activate pip install -e " .

[dev] "The workflow$ vera check examples/absolute_value.vera OK: examples/absolute_value.vera $ vera verify examples/safe_divide.vera OK: examples/safe_divide.vera Verification: 4 verified (Tier 1) $ vera run examples/hello_world.vera Hello, World!

What's next: the path from "working language" to "the language agents actually use" — see ROADMAP.md for the four strategic mi…

Caveman, a popular Claude Code compression plugin, vs. "be brief."

I benchmarked it against two words: "be brief."

The dataset shape:ts interface PromptCase { id : string ; category : string ; prompt : string ; key_points : string [ ] ; must_use_terms ?

Caveman lite and full landed close to brief.

Repo: cc-compression-bench · Video: youtu.be/wijoYNiZq3M · Caveman plugin: juliusbrussee/cavemanIf you've got a compression strategy you want benchmarked against the same dataset, the harness is strategy-agnostic.

How I stumbled across a fake booter site run by international police, and how they panicked when I started diggingWhat is Operation PowerOFF?

They even set up robots.txt files, sitemaps, SEO friendly meta tags, and everything else a real website needs to rank on search engines.

It had fake network speed graphs that updated on the current time, and a fake counter of connected bots.

A teenager looks up a DDoS site, clicks a button, and gets a huge jump scare with police badges.

So yeah, those honeypots are real and out there, so the message clearly is: "you can't trust DDoS services".

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In one recent engagement, Gulf air defenses tracked dozens of incoming drones alongside ballistic missiles, intercepting many but underscoring how clustered attacks can strain even advanced systems.

Officials increasingly have emphasized rapid production and lower-cost designs, aiming to field large numbers of systems quickly rather than relying on smaller fleets of more expensive platforms.

Russian forces have begun experimenting with larger "carrier" drones capable of launching smaller attack drones mid-flight, extending range and complicating air defenses, while Iran has refined the use of mass-produced strike drones to overwhelm defenses through sustained attacks.

The goal is to build d…

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.

Senator Tony Strickland sharply criticized the updated costs and timeline, pointing to what he described as a major breakdown in public trust.

Can you explain that?”California High-Speed Rail Authority officials say the project’s future depends on attracting private investors and focusing on a broader, more commercially viable vision, connecting Los Angeles to San Francisco.

Ian Choudri, CEO of the California High-Speed Rail Autho…

Keine Ampel ausgewähltAuf eine Lane oder Verbindung klicken, um Debug-Daten zu sehen.

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Most of Futhark’s backends generate C code, and so the way you interact with a compiled Futhark program is via a C API.

Each Futhark entry point function becomes a C function, and each Futhark function parameter become a C function parameter.

You have no way to construct a value, or inspects its contents, except through the mechanisms provided by the generated C API.

This means that the automatic unpacking is no longer necessary, since you can just extract the tuple components you care about using the C API.

We have a semantic gap between the C API and the types in the original Futhark program.

But at the same time, I don't see Codeberg as the be-all and end-all of Github replacements, for a couple reasons.

Anyway, whether you end up using Trac or not, I hope you can find something that works for your project.

My implementation of OAuth login using dynamic client registration clocks in at around a hundred lines of code.

It's a lot like English: I'm not using it because it's good; I'm using it because it's both tolerable and ubiquitous.

[5] As a grudging compromise, I've installed a Github OAuth plugin for users who don't have a Fediverse account, but like ... come on, people.

TL;DR: GitHub used to be cool and now it’s a lame slop graveyard.

Whatever the truth, it’s impossible to miss the delightful experience that is Microsoft GitHub if you use it semi-regularly.

Alt Line chart showing GitHub average uptime by month following the Microsoft acquisition.

Git is not GitHubGitHub has become synonymous with “source control” and I worry too many users don’t know that Git is not GitHub.

Microsoft is turning GitHub into the Moltbook of code, it ain’t for you and me anymore.

After debugging some code that compiled but mysteriously stopped in production, I realized that it’s useful to enable more Clippy lints to catch bugs that the compiler won't prevent by itself.

We can stave off many of these types of bugs by making Clippy even stricter than it already is.

Stricter Clippy rules make it easier to rely on code you didn't personally write.

indexing_slicing - arr[i] / &arr[a..b]- / unwrap_used - Option::unwrap / Result::unwrap- / panic - panic!

Either works but I personally prefer setting these to warn and running Clippy with -D warnings before committing and on CI.

Who is affectedIf your kernel was built between 2017 and the patch — which covers essentially every mainstream Linux distribution — you're in scope.

Copy Fail requires only an unprivileged local user account — no network access, no kernel debugging features, no pre-installed primitives.

The kernel crypto API ( AF_ALG ) ships enabled in essentially every mainstream distro's default config, so the entire 2017 → patch window is in play out of the box.

Distributions we directly verified:Distribution Kernel Ubuntu 24.04 LTS 6.17.0-1007-aws Amazon Linux 2023 6.18.8-9.213.amzn2023 RHEL 14.3 6.12.0-124.45.1.el10_1 SUSE 16 6.12.0-160000.9-defaultThese are what we tested directly.

Other distributions…

On April 3, 2026, Salvatore Dipietro, an engineer at AWS, posted a patch to the Linux kernel mailing list.

The reason: on a 96-vCPU Graviton4 machine running Linux 7.0, PostgreSQL throughput had dropped to roughly half of what it produced on Linux 6.x.

In this post, we will trace what changed in Linux 7.0, how PostgreSQL manages memory, and what role memory pages play in making the problem appear (or disappear).

PostgreSQL Memory ManagementPostgreSQL, like most databases, doesn’t store data as rows in a flat file.

PostgreSQL's shared buffer pool, like all memory on Linux, is backed by Linux memory pages under the hood.

Functional Programmers need to take a look at Zig.

This is probably a blog post in its own right but the programming language industry has not grokked the meaning of monads.

So if I want an imperative programming language I can implement MonadCont (the continuation monad), if I want a logic programming language I can implement LogicT (a monad that has non-deterministic semantics and backtracking).

I’m bullish on Zig because Zig (and its BDFL Andrew Kelley) are innovating and have the courage to innovate.

{ .value = the_val }; } pub fn nothing () Self { return .nothing; } pub fn map ( self : Self , comptime B : type , f : fn (T) B) Maybe(B) { return switch (self) { .value => |v| .

Copy Fail: 732 Bytes to Root on Every Major Linux DistributionsXint Code Research TeamCopy Fail (CVE-2026-31431) is a logic bug in the Linux kernel's authencesn cryptographic template.

A local unprivileged user can turn this into root by corrupting the page cache of a setuid binary.

The Root Cause: Page Cache Pages in the Writable ScatterlistAF_ALG is a socket type that exposes the kernel's crypto subsystem to unprivileged userspace.

In the AF_ALG in-place path, this write crosses from the output buffer into the chained page cache tag pages.

The scatterwalk crosses from the output buffer into the chained page cache page.

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.

Early Impressions of Chrome from a Firefox UserI’ve used Firefox for many years now, but I had to switch to Chrome recently on my work computer for corporate reasons.

I’ve visited our repo URLs many times in Chrome and had Chrome to the point where typing g i autofilled my most visited repo URL, which would’ve been fine behaviour.

I’ve done some initial research to see if you can enable the Firefox autocomplete behaviour in Chrome, but for some reason every article seems to be asking how to port the Chrome autocomplete to Firefox instead.

No native screenshottingToday I found myself trying to screenshot a part of a webpage, which is another quality-of-life feature from Firefox.

Who really k…

I’ve already written on the subject in general, but today I’ll focus on one specific aspect: contributor poker.

The reason I call it “contributor poker” is because, just like people say about the actual card game, “you play the person, not the cards”.

In contributor poker, you bet on the contributor, not on the contents of their first PR.

Banning AI contributionsThere has been a lot of speculation about why the Zig project bans AI contributions, but now that you understand the importance of contributor poker, it’s easy to see why we do it.

Contributor poker is a key part of our strategy and it’s in the project’s best interest to push back against anything that hinders our ability to play th…

Financial Times:

Analysis: Meta, Alphabet, Microsoft, and Amazon's combined capex hit a record $130B in Q1 and is projected to reach $725B in 2026, up 77% from $410B in 2025 — Meta stock drops on capex increase while Alphabet's cloud business grows faster than rivals Amazon and Microsoft

Financial Times:

Analysis: Meta, Alphabet, Microsoft, and Amazon's combined capex hit a record $130B in Q1, and it is set to reach $725B in 2026, up 77% from $410B in 2025 — Meta stock drops on capex increase while Alphabet's cloud business grows faster than rivals Amazon and Microsoft

Olivia Poh / Bloomberg:

GoTo reports net income of ~$15M for Q1 2026, its first ever, after job cuts and unit disposals helped Indonesia's largest internet company reduce costs — GoTo Group shares jumped after the Indonesian ride-hailing and food delivery company reported its first-ever net income, a major milestone in its turnaround effort.

Olivia Poh / Bloomberg:

GoTo reports net income of ~$15M for Q1 2026, its first ever, after job cuts and unit disposals helped Indonesia's largest internet company reduce costs — GoTo Group shares jumped after the Indonesian ride-hailing and food delivery company reported its first-ever net income, a major milestone in its turnaround effort.

Will Knight / Wired:

A look at Eka, which trains its robotic claw on a “vision-force-action model” incorporating realistic joints, motors, and physics principles into its simulation — From sorting chicken nuggets to screwing in lightbulbs, Eka's robotic claw feels like we're approaching a ChatGPT moment for the physical world.

Will Knight / Wired:

A look at Eka, which trains its robotic claw on a “vision-force-action model” incorporating realistic joints, motors, and physics principles into its simulation — From sorting chicken nuggets to screwing in lightbulbs, Eka's robotic claw feels like we're approaching a ChatGPT moment for the physical world.

Counterpoint Research:

Apple shipped 71.6% of all smartphones with satellite connectivity in 2025; smartphones with satellite connectivity to reach 46% of global shipments by 2030 — - Driven by premium devices from OEMs such as Apple, Samsung, Google and Huawei, satellite connectivity will reach 46% of the smartphones shipped globally in 2030.

Counterpoint Research:

Apple shipped 71.6% of all smartphones with satellite connectivity in 2025; smartphones with satellite connectivity to reach 46% of global shipments by 2030 — - Driven by premium devices from OEMs such as Apple, Samsung, Google and Huawei, satellite connectivity will reach 46% of the smartphones shipped globally in 2030.

Anthropic:

Anthropic unveils BioMysteryBench to test Claude's bioinformatics skills against human experts, and says Mythos solved ~30% of 23 questions that stumped experts — In this post, Brianna, a researcher on the discovery team, shares results from a recent bioinformatics benchmarking effort.

Anthropic:

Anthropic unveils BioMysteryBench to test Claude's bioinformatics skills against human experts, and says Mythos solved ~30% of 23 questions that stumped experts — In this post, Brianna, a researcher on the discovery team, shares results from a recent bioinformatics benchmarking effort.

Hyonhee Shin / Bloomberg:

Hyundai unveils Pleos Connect, a next-generation infotainment system with Gleo AI voice assistant, debuting in May on the new Grandeur sedan in South Korea — Hyundai Motor Co. unveiled a next-generation infotainment system — anchored by a new AI voice assistant capable of natural …

Hyonhee Shin / Bloomberg:

Hyundai unveils Pleos Connect, a next-generation infotainment system with Gleo AI voice assistant, debuting in May on the new Grandeur sedan in South Korea — Hyundai Motor Co. unveiled a next-generation infotainment system — anchored by a new AI voice assistant capable of natural …

Aarian Marshall / Wired:

Leaked audio: San Francisco and Austin first responders told the NHTSA that Waymo robotaxis are “backsliding” and committing more traffic violations than before — “I believe the technology was deployed too quickly in too vast amounts, with hundreds of vehicles, when it wasn't really ready …

Aarian Marshall / Wired:

Leaked audio: San Francisco and Austin first responders told the NHTSA that Waymo robotaxis are “backsliding” and committing more traffic violations than before — “I believe the technology was deployed too quickly in too vast amounts, with hundreds of vehicles, when it wasn't really ready …

Dina Bass / Bloomberg:

OpenAI says it has signed contracts for 10GW of US AI compute capacity, with 3GW+ added in the past 90 days, hitting a goal it once aimed to reach by 2029 — OpenAI has met a key milestone for securing AI capacity in the US several years ahead of schedule, boosting the startup's ambitious plans for data center expansion.

Dina Bass / Bloomberg:

OpenAI says it has signed contracts for 10GW of US AI compute capacity, with 3GW+ added in the past 90 days, hitting a goal it once aimed to reach by 2029 — OpenAI has met a key milestone for securing AI capacity in the US several years ahead of schedule, boosting the startup's ambitious plans for data center expansion.

Wired:

Musk v. Altman: internal 2017 emails show Musk sought majority voting control over OpenAI co-founders, withheld promised funding, and tried to poach researchers — Tensions flared on the third day of trial in Musk v. Altman as OpenAI's lawyers cross-examined Musk.

Wired:

Musk v. Altman: internal 2017 emails show Musk sought majority voting control over OpenAI co-founders, withheld promised funding, and tried to poach researchers — Tensions flared on the third day of trial in Musk v. Altman as OpenAI's lawyers cross-examined Musk.

Frank Konkel / Nextgov/FCW:

FDA launches a pilot using AI and cloud computing to give the agency a “direct data feed” to real-time clinical data, aiming to shorten drug approval timelines — The first-of-its-kind pilot could lead to speedier regulatory approval of medical drugs and devices and potentially reduce …

Frank Konkel / Nextgov/FCW:

The US FDA launches a pilot using AI and cloud computing to give the agency a “direct data feed” to real-time clinical data, aiming to speed up drug approval — The first-of-its-kind pilot could lead to speedier regulatory approval of medical drugs and devices and potentially reduce …

Zeyi Yang / Wired:

SenseTime releases SenseNova-U1, an open-source image model that it says can “read” images without translating them to text, reducing computing power needs — With US restrictions limiting its access to advanced tech, SenseTime is doubling down on open source with a new model optimized to run on Chinese-made chips.

Zeyi Yang / Wired:

SenseTime releases SenseNova-U1, an open-source image model that it says can “read” images without translating them to text, reducing computing power needs — With US restrictions limiting its access to advanced tech, SenseTime is doubling down on open source with a new model optimized to run on Chinese-made chips.

Jennifer Williams / Wall Street Journal:

Analysts: TikTok Shop generated $4.9B in US sales during Q1 2026, doubling its volume from the previous year; Q1 consumer spending on the platform rose 46% YoY — Ralph Lauren, Olaplex and Ulta Beauty recently launched storefronts on the platform — Americans are increasingly turning …

Jennifer Williams / Wall Street Journal:

Analysts: TikTok Shop generated $4.9B in US sales during Q1 2026, doubling its volume from the previous year; Q1 consumer spending on the platform rose 46% YoY — Ralph Lauren, Olaplex and Ulta Beauty recently launched storefronts on the platform — Americans are increasingly turning …

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

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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.

You signed out in another tab or window.

Reload to refresh your session.

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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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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…

Jer Crane was inspired to write a public response after an AI coding agent deleted his firm’s entire production database.

It used the AI coding agent Cursor, running Anthropic's flagship Claude Opus 4.6.

“It took 9 seconds.”Article continues belowThe AI agent was set to complete a routine task in the PocketOS staging environment.

Cursor and Claude’s failureCrane decided to ask his AI agent why it went through with its dastardly database deletion deed.

Crane’s use of an AI coding agent on the Railway platform wasn’t exploring new frontiers, or wasn’t supposed to be.

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.

Introducing talkie: a 13B vintage language model from 1930Nick Levine, David Duvenaud, Alec RadfordApril 2026Claude chats with talkie, a 13B language model trained on pre-1931 text Connecting... Jump to new messagesThis is a 24/7 live feed of Claude Sonnet 4.6 prompting talkie-1930-13b-it in order to explore its knowledge, capabilities, and inclinations.

Right: An example of a successful solution to a Python coding problem produced by a vintage language model.

talkie is the largest vintage language model we are aware of, and we plan to continue scaling significantly.

Training vintage language modelsDeveloping vintage language models presents unique challenges.

Are you an individual or insti…

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

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.

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.

These gadgets and gizmos are the most popular among ZDNET readers so far this year.

The added phrases are often Gen Z slang.

What's most odd is that the added text is often Gen Z slang.

These phrases appear on posts where the text doesn't even make sense -- and from posters who are decidedly not Gen Z.

I found multiple Reddit posts, a Facebook post from a Georgia news anchor, and plenty of other social media comments complaining about the added Gen Z flair.

What's causing the Facebook Gen Z glitch?

The company has officially revealed the rest of the 2026 Razr series, which consists of the base model, the Razr+, and the Razr Ultra as the new flagship.

Keep in mind that this isn't a formal review of the 2026 Razr Ultra.

Also: Samsung Galaxy Z Flip 7 hands-on: These 3 features make such a big differenceThat's just the tip of the iceberg.

On top of that, the Razr Ultra is being given 16GB of RAM instead of 12GB like the Galaxy Z Flip 7.

You want better camerasOn paper, photography is an area where the 2026 Motorola Razr Ultra could pull ahead.

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.

Unlike Linux, which only provides a kernel and drivers (with third parties adding the remaining bits), FreeBSD gives you everything.

Also: My 5 favorite open source operating systems that aren't LinuxBy switching to FreeBSD, GhostBSD also benefits from the latest upstream improvements, which include enhanced hardware support, security updates, and kernel advancements.

Screenshot by Jack Wallen\ZDNETI then decided to install KDE Plasma and see if GhostBSD would play well with it.

Sure, I can break GhostBSD (because I've spent so many years with Linux), but it's not nearly as easy as you might think.

I'm inclined to say GhostBSD is best for people with enough Linux experience who want to use …

ZDNET's key takeawaysThe Apple Watch is one of Tim Cook's biggest successes.

When Tim Cook unveiled the first Apple Watch in 2014, he called it the most personal product Apple had developed.

Early days for the Apple WatchBefore the Apple Watch, there were devices like the Fitbit and Nike's FuelBand.

These include the Apple Women's Health Study, the Apple Heart and Movement Study, and the Apple Hearing Study.

The health products du jour may change, but their ethos, operation model, and potential health solutions owe much to Cook's Apple Watch.

Also: 6 MacOS settings I immediately change on every new Mac - and whyUpon arriving at that conclusion, I realized I needed to get serious about security on MacOS.

Open System Settings The first thing to do is open System Settings, which can be done by clicking the Apple icon at the left edge of the Menu Bar (top bar).

Click Firewall.

Enable Firewall Click the On/Off slider for Firewall until it's in the On position.

Jack Wallen/ZDNETHow to enable Stealth Mode on your MacOnce you have Firewall turned on, click Options, and you'll see "Enable stealth mode" at the bottom.

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

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

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

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

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

The first changes in that effort are beginning to appear, targeting one of the most painful points of all: Windows Update.

Also: Microsoft's Windows Insider Program is no longer a confusing messThe latest round of improvements, announced in a blog post titled "Your Windows update experience just got updated," should make those infuriating moments a thing of the past.

The new interface lets you choose a specific date from a calendar control on the Windows Update page, up to 35 days in advance.

From experience, I know that a half-installed update that's waiting for a restart can make Windows behave in unpredictable ways.

You should see only one restart a monthThe single biggest complaint I he…

You need infrastructure to build AI a and robots, but apparently you also need AI and robots to build infrastructure.

PhonePe and Google Pay command 80% of India's UPI instant payments network. Rivals are set to meet with regulators to lobby for restrictions.

The e-commerce giant is making more money than expected from AWS but it's also spending a lot, and will continue to do so in the near term, its chief executive said.

The maker of Claude has received multiple pre-emptive offers at valuations in the $850 billion to $900 billion range, according to sources familiar with the matter.

Elon Musk took the stand for the second day for his attempt to legally dismantle OpenAI.

Meta is losing billions on Reality Labs each quarter, and its AI expenditures are only going to increase its spending.

Microsoft gets to offer OpenAI's tech to its cloud customers and doesn't have to pay for it. "We fully plan to exploit it," Nadella said.

Despite the lingering perception that no one really uses Copilot, Microsoft said on Wednesday that the number of users and engagement is growing.

Google Cloud topped $20B in quarterly revenue for the first time, fueled by surging demand for AI. But capacity constraints mean it could have grown even faster.

Google added 25M paid subscriptions in Q1, reaching 350M total, as YouTube and Google One grow.

Surprise! Fusion startup Zap Energy says it will be developing fission reactors alongside its fusion devices.

The AI agent-tool startup founded by former Twitter CEO Parag Agrawal has raised $100 million, led by Sequoia, months after raising a previous $100 million.

Google recreates Cher's closet from "Clueless" with AI.

Google TV just got more Gemini features, including the ability to transform photos and videos with tools Nano Banana and Veo.

On Wednesday, Pursuit announced a $22 million seed round led by Mike Rosengarten, the co-founder of OpenGov with out big-name VCs participating.

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…

An anonymous reader quotes a report from Wired: A controversial bill in Colorado that would have undone some repair protections in the state has failed. The bill had been the target of right-to-repair advocates, who saw it as a bellwether for how tech companies might try to undo repair legislation more broadly in the US. Colorado's landmark 2024 repair law, the Consumer Right to Repair Digital Electronic Equipment, went into effect in January 2026 and ensured access to tools and documentation people needed to modify and fix digital electronics such as phones, computers, and Wi-Fi routers. The new bill, SB26-090, would have carved out an exception to those repair protections for "critical in…

Hashicorp co-founder Mitchell Hashimoto says GitHub's frequent outages have made it "no longer a place for serious work," prompting him to move his Ghostty terminal emulator project elsewhere after 18 years on the platform. The Register reports: "I've been angry about it. I've hurt people's feelings. I've been lashing out. Because GitHub is failing me, every single day, and it is personal. It is irrationally personal," he wrote. The reason for his ire is the service has become unreliable. "For the past month I've kept a journal where I put an 'X' next to every date where a GitHub outage has negatively impacted my ability to work," he wrote. "Almost every day has an 'X'. On the day I am writ…

Tony Isaac shares a report from NPR: Federal survey data shows that the amount of math homework assigned to fourth and eighth grade students, in particular, has been steadily declining for the past decade. Some educators and parents say this is a good thing -- students shouldn't spend six or more hours a day at school and still have additional schoolwork to complete at home. But the research on homework is complicated. Some studies show that students who spend more time on homework perform better than their peers. For example, a longitudinal study released in 2021 of more than 6,000 students in Germany, Uruguay and the Netherlands found that lower-performing students who increased the amoun…

An anonymous reader quotes a report from Ars Technica: Humanoid robots are getting a new gig as baggage handlers and cargo loaders at Tokyo's Haneda Airport -- part of a Japan Airlines experiment to address a human labor shortage as airport visitor numbers have surged in recent years. The demonstration, set to launch in May 2026, could eventually test humanoid robots in a wide range of airport tasks, including cleaning aircraft cabins and possibly handling ground support equipment such as baggage carts, according to a Japan Airlines press release. The trials are scheduled to run until 2028, which suggests that travelers flying into or out of Tokyo may spot some of the robots at work. [...] …

An anonymous reader quotes a report from NBC News: The Food and Drug Administration on Friday granted a quick review of three experimental psychedelic drugs meant to treat major depression and post-traumatic stress disorder. It's the latest move by the Trump administration signaling a shift in policy toward treatments that also give users a high -- coming a day after the Justice Department said it would ease restrictions on state-licensed medical marijuana. UK-based biotech company Compass Pathways said Friday it has received an expedited review for its experimental form of synthetic psilocybin for treatment-resistant depression. In a press release the company cited two large, phase 3 studi…

fjo3 shares a report from The Times: More than two-thirds of babies under two use screens, a report has found, and some are exposed for up to eight hours a day. Nearly a third of newborns were found to be watching screens for more than three hours a day, while almost 20 percent of infants of four to 11 months used screens for more than an hour a day. The report comes after the government issued guidance that children under two do not use screens at all, apart from communal activities such as video-calling relatives. In a review of the current research, researchers found evidence linking screen time to poorer outcomes for children, including an increased risk of obesity, short-sightedness, s…

Elon Musk testified on day two of his trial against OpenAI, saying he helped create the company as a nonprofit counterweight to Google and would not have backed it if the goal had been private profit. CNBC reports: Musk on Tuesday was the first witness called to testify in the trial. He spoke about his upbringing, his many companies, his role in founding OpenAI and his understanding of its structure. Musk said in his testimony that he was not opposed to the creation of a small for-profit subsidiary, "as long as the tail didn't wag the dog." Musk said he was motivated to start OpenAI to serve as a counterweight to Google. He got the idea after an argument he had with Google co-founder Larry …

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…

A PostgreSQL extension that enforces optimal column alignment to minimize row padding waste.

To guarantee this, PostgreSQL inserts invisible padding bytes between columns whenever needed.

Optimal column order is free performance: zero runtime cost, just a smarter CREATE TABLE .

Strict mode — enforce alignment in CI/migrationsIn strict mode, CREATE TABLE with suboptimal column order is blocked and rolled back.

The error message includes the optimal column order so you can fix it immediately:SELECT column_tetris .

403 ForbiddenAccess to this resource has been blocked due to unusual traffic from your network.

If you believe this is a mistake, please contact [email protected] with the reference information below.

https://simplifiednewshub.netlify.app/ Comments URL: https://news.ycombinator.com/item?id=47958722

Points: 2

# Comments: 0

AgentRQ ── Agent-Human Collaboration PlatformWatch on YouTube in HDAgentRQ is a modern, high-performance platform designed for seamless collaboration between human operators and AI agents.

It leverages the Model Context Protocol (MCP) to allow AI models (like Claude) to interact directly with your workspace's task management system.

CoreMCP (Supervisor) : A global MCP server that allows agents to manage all workspaces, tasks, and statistics across the entire platform.

: A global MCP server that allows agents to manage all workspaces, tasks, and statistics across the entire platform.

: List tasks within a specific workspace.

The kind of thing a $500/hour coach would write after binging 90 days of your calendar.

Live: coach.vela.partners · License: MIT · Status: alphaWhat it doesSign in with Granola — OAuth 2.0 + PKCE, no API keys to copy.

Bring your own AI — pick OpenAI, Anthropic, or Google Gemini and paste your own API key once.

How it stays privateTokens, your AI provider key, founder profile, and readings live in your browser's localStorage.

The repo's open-source OAuth client is pre-registered for localhost:4070 .

lsshls + ssh = lsshlssh is a terminal-native remote access suite for SSH workflows, cloud inventories, and provider-backed connectors.

Just run:lsshWant to generate an lssh config from your existing SSH config?

How the lssh suite is differentlssh combines host selection, interactive SSH, parallel command execution, forwarding, and connector/provider-backed targets.

lsshell focuses on parallel interactive shell workflows instead of just launching many terminals.

focuses on parallel interactive shell workflows instead of just launching many terminals.

https://simplifiednewshub.netlify.app/ Comments URL: https://news.ycombinator.com/item?id=47957408

Points: 1

# Comments: 0

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I am currently working on NextIsOnMe a social app that turns generosity into real connections (the Host treats for the meet) Happy to see the app going up to 20% of all the features that I expect it will have when it's fully completed Lets go for a productive May buddies! Get your heads down! submitted by /u/NextIsOnMe_ [link] [comments]

Hey folks, I built a free, open-source prompt library on GitHub. In here you can find 81 prompts across 6 categories, each one designed around a real situation that comes up repeatedly in engineering leadership: writing a performance review, running an incident, drafting a roadmap, making a hiring decision, etc. ➡ shiphrahx/AI-for-engineering-leaders: Practical AI playbooks for engineering leaders to improve delivery, decision-making, and team productivity with real workflows, prompts, and systems. If that ends up being useful for you, give it a star 🫶. If you have prompts that should be in here, open a PR. The whole point is for this to grow into something genuinely comprehensive and colla…

Hi all 4 weeks ago I posted my free F1 manager game on here, and got a lot of great feedback! Since then I have updated the game every day, that's over 32 days of updates, specifically including the requests from this community and those on r/f1dynasty For those that don't know, I was inspired by dumbmatter and his r/BasketballGM (BBGM) game, which I have played for 8+ years. I have tried my best to honour a F1 game while keeping it somewhat simple. It's not for diehard purists, but for those who want to have a bit of fun and to pass some time while at work, or "watching" something on TV (hopefully F1 soon!) https://f1dynasty.com/ is the link Thanks to this community the game now has: Creat…

I'm a guitarist and developer, and I've been slowly building a music practice app that started as a personal frustration project: Real Drum Metronome. Link: https://www.realdrummetronome.com The original itch was simple: most online metronomes are useful, but they feel dead. You set BPM, hear a click, and that is basically the whole experience. I wanted something I would actually enjoy keeping open while practicing guitar, and over time it turned into a bigger practice tool. What it does now: - drum-groove metronome instead of only a click - Band Session mode, so multiple musicians can join from their phones and follow the same pulse - custom preset editor for songs, warmups, and drills - p…

OSSentinel Vigil is a Python toolkit for software supply chain compliance — license conflict detection, SBOM generation, policy enforcement, and dependency health scoring (soon). Built for developers. Why did I do it? EU Cyber Resilience Act mandates SBOMs for software sold in Europe US EO 14028 requires supply chain transparency for federal software Existing tools are fragmented, hard to configure, and don't talk to each other Link for the core: https://github.com/jokerz5575/vigil Link for the GitHub action: https://github.com/jokerz5575/vigil-action I am eager to get feedback and input! Please let me know! submitted by /u/immagodig [link] [comments]

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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).

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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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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.

Max Samuel, the former Thiel Capital investor and SNÖ Ventures General Partner, has launched Off Piste Capital, a new Solo GP venture firm, and held the first close of Off Piste Fund I, with a target of €25 million ($30 million). Off Piste Fund I is an early-stage venture fund investing in companies building the […]

The post Former Thiel Capital investor launches Off Piste Capital as Solo GP with €25 million early-stage fund appeared first on EU-Startups.

If you’re already deep in the startup ecosystem, you know the playbook. These are familiar battlegrounds: product-market fit, scaling teams, refining go-to-market strategies. But when it comes to expanding into new markets, particularly the EU, the real friction often lies elsewhere: access, structure, and the right operating base. Malta is increasingly positioning itself as the […]

The post Malta’s startup residency: A pathway for founders expanding into Europe (Sponsored) appeared first on EU-Startups.

Cleo Labs, a Paris-based RegTech startup specialising in product regulatory compliance, has today announced a €1.5 million funding round to accelerate the development of its AI-powered platform for international product compliance. The round was led by Larry Berger, alongside Kima Ventures and Financière Saint-James, as well as several tech ecosystem figures, including Boris Paillard (Le […]

The post Female-founded French startup Cleo Labs raises €1.5 million to automate international product compliance appeared first on EU-Startups.

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…

KOMPAS VC, an early-stage venture capital firm focused on physical industries, has announced the €160 million final close of its second fund.

With Fund II, KOMPAS VC will continue investing in technologies aimed at improving productivity, resilience, and decarbonisation across sectors such as manufacturing, the built environment, energy, advanced materials, and logistics.

These industries are characterised by complex infrastructure and legacy systems, where transformation is both necessary and challenging.

The investor focuses on solutions that can be deployed in real-world industrial environments, including industrial AI, robotics, and cybersecurity.

With the new fund, KOMPAS VC plans to e…

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, […]